From a21a22fd3f71062da8dd6fdcb9a674b8393bae5c Mon Sep 17 00:00:00 2001 From: Steven Roberts Date: Sun, 11 Oct 2026 05:21:23 -0700 Subject: [PATCH 1/6] Support single-end and 3' Tag-seq RNA-seq, and designs from authors' tables rnaseq workflow: - --single_end: one FASTQ per sample (fromFilePairs size 1); fastp, Salmon (-r) and viral QC use their single-end forms. - --tag_seq: for QuantSeq-style 3' tag libraries, which give ~one read per transcript. fastp adds --trim_poly_x; Salmon uses --noLengthCorrection and drops --gcBias; DESeq2 builds from counts with no tximport length offset (pseudo-bulk sums raw counts instead of length-scaled ones). - Both flags are recorded in the workflow manifest's parameters, and CI runs the raw DAG single-end with --tag_seq under -stub-run. aree fetch-samplesheet: - --design-table / --design-join / --design-source: for deposits whose BioSamples carry no design (only an isolate code), join a committed table (e.g. the authors' submission sheet) on a shared attribute. Every sample must match exactly one row and every row a sample; the table's sha256 and source are recorded in ena_provenance.json. Needed by study/PRJNA913164/GEORGE2023_HEATWAVE_PLOIDY (72 single-end QuantSeq libraries; treatment and ploidy only in the authors' NCBI sheet). Co-Authored-By: Claude Opus 5.5 --- .github/workflows/ci.yml | 18 ++++++ docs/first_raw_reanalysis.md | 16 +++++ modules/rnaseq/align_quant_salmon.nf | 14 +++-- .../rnaseq/differential_expression_deseq2.nf | 18 +++++- modules/rnaseq/emit_manifest.nf | 3 + modules/rnaseq/trim_fastp.nf | 26 +++++++- modules/rnaseq/viral_load.nf | 6 +- src/aree/cli.py | 15 ++++- src/intake/ena_samplesheet.py | 63 ++++++++++++++++++- tests/test_ena_samplesheet.py | 63 +++++++++++++++++++ workflows/rnaseq/README.md | 24 ++++++- workflows/rnaseq/main.nf | 5 +- workflows/rnaseq/nextflow.config | 2 + 13 files changed, 259 insertions(+), 14 deletions(-) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index dc4e723..fd1d1b8 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -182,6 +182,23 @@ jobs: --outdir /tmp/aree-smoke/rnaseq-raw \ -work-dir /tmp/aree-smoke/work-rnaseq-raw + - name: Exercise the RNA-seq raw DAG single-end, as 3' Tag-seq + run: | + nextflow run workflows/rnaseq -profile local,ci_stub -stub-run \ + --mode raw_reanalysis \ + --study_id CI_TAGSEQ \ + --comparison_id treatment_vs_control \ + --single_end --tag_seq \ + --reads 'tests/fixtures/rnaseq_raw/*_R1.fastq' \ + --transcript_fasta tests/fixtures/rnaseq_raw/reference.fa \ + --gtf tests/fixtures/rnaseq_raw/annotation.gtf \ + --tx2gene tests/fixtures/rnaseq_raw/tx2gene.tsv \ + --sample_sheet tests/fixtures/rnaseq_raw/samples.tsv \ + --control_level control \ + --treatment_level treatment \ + --outdir /tmp/aree-smoke/rnaseq-tagseq \ + -work-dir /tmp/aree-smoke/work-rnaseq-tagseq + - name: Assert workflow artifacts exist run: | test -f /tmp/aree-smoke/rnaseq/rnaseq/standardized/GIGAS_HEAT01_acute_heat_vs_control_dge_standardized.tsv @@ -190,6 +207,7 @@ jobs: test -f /tmp/aree-smoke/metabolomics/metabolomics/standardized/GIGAS_GROW06_hypoxia_vs_control_metabolite_features_standardized.tsv test -f /tmp/aree-smoke/rnaseq-raw/rnaseq/standardized/CI_RNASEQ_treatment_vs_control_dge_standardized.tsv test -f /tmp/aree-smoke/rnaseq-raw/rnaseq/viral_load/CI_RNASEQ_treatment_vs_control_viral_load.tsv + test -f /tmp/aree-smoke/rnaseq-tagseq/rnaseq/standardized/CI_TAGSEQ_treatment_vs_control_dge_standardized.tsv schema-validation: name: JSON schema sanity diff --git a/docs/first_raw_reanalysis.md b/docs/first_raw_reanalysis.md index 8c7e00f..fb06067 100644 --- a/docs/first_raw_reanalysis.md +++ b/docs/first_raw_reanalysis.md @@ -72,6 +72,22 @@ convenience — it is how an unreplicated design gets caught before anyone downloads 226 GB. `aree validate-study` cross-checks that the study's declared BioProject matches the one the sample sheet was generated from. +Not every deposit carries its design. Where it sits in a run-level string, +`--label-field` / `--label-pattern` parse it out. Where the BioSamples hold only +an isolate code, take the design from the authors' own table (a submission +sheet or sample list), commit it under `data/studies//`, and join it: + +```bash +aree fetch-samplesheet --bioproject PRJNA913164 --study GEORGE2023_HEATWAVE_PLOIDY \ + --design-table data/studies/GEORGE2023_HEATWAVE_PLOIDY/design.tsv --design-join isolate \ + --design-source https://github.com/... \ + --condition-attribute ploidy --condition-attribute treatment +``` + +Every sample must match exactly one row and every row a sample, and the +table's checksum and source go into `ena_provenance.json`. The design is then +the authors' claim, not the archive's, so say so in the study YAML. + ## Curation judgements **This is not registered as resilience evidence.** The BioProject is titled diff --git a/modules/rnaseq/align_quant_salmon.nf b/modules/rnaseq/align_quant_salmon.nf index 2fac6a6..70bfd58 100644 --- a/modules/rnaseq/align_quant_salmon.nf +++ b/modules/rnaseq/align_quant_salmon.nf @@ -59,17 +59,23 @@ process SALMON_QUANT { path "versions.yml", emit: versions script: - // Real paired-end Salmon quant invocation with GTF-based gene-level - // summarization via --geneMap. Not executed here. + // Salmon quant with GTF-based gene-level summarization via --geneMap. + // Paired-end by default; --single_end passes one FASTQ with -r. + // --tag_seq is for 3' tag libraries (e.g. QuantSeq), which yield about one + // read per transcript regardless of its length: effective-length + // correction is switched off, and so is --gcBias, which models GC content + // along whole fragments. + def reads_opt = params.single_end ? "-r ${reads[0]}" : "-1 ${reads[0]} -2 ${reads[1]}" + def bias_opt = params.tag_seq ? '--noLengthCorrection' : '--gcBias' """ salmon quant \\ -i ${salmon_index} \\ -l A \\ - -1 ${reads[0]} -2 ${reads[1]} \\ + ${reads_opt} \\ -p ${task.cpus} \\ --geneMap ${gtf} \\ --validateMappings \\ - --gcBias \\ + ${bias_opt} \\ -o ${sample_id} cat <<-END_VERSIONS > versions.yml diff --git a/modules/rnaseq/differential_expression_deseq2.nf b/modules/rnaseq/differential_expression_deseq2.nf index c1c6e25..c0de66c 100644 --- a/modules/rnaseq/differential_expression_deseq2.nf +++ b/modules/rnaseq/differential_expression_deseq2.nf @@ -21,6 +21,7 @@ process DIFFERENTIAL_EXPRESSION_DESEQ2 { val treatment_level val exclude_samples val replicate_unit + val tag_seq path quant_dirs, stageAs: 'quants/*' path tx2gene path sample_sheet @@ -58,6 +59,7 @@ process DIFFERENTIAL_EXPRESSION_DESEQ2 { treatment_level = "${treatment_level}", exclude_samples = "${exclude_samples}", replicate_unit = "${replicate_unit}", + tag_seq = ${tag_seq ? 'TRUE' : 'FALSE'}, out_tsv = "${study_id}_${comparison_id}_deseq2_raw.tsv", out_rdata = "${study_id}_${comparison_id}_deseq2.RData" ) @@ -205,11 +207,16 @@ process DIFFERENTIAL_EXPRESSION_DESEQ2 { tx2gene\$transcript_id <- sub("\\\\..*", "", tx2gene\$transcript_id) tx2gene <- unique(tx2gene) + # 3' tag libraries (QuantSeq-style) give about one read per transcript, so + # a gene's count does not scale with transcript length. Their counts are + # used as they are, with no tximport length offset or length scaling. + if (args\$tag_seq) message("tag_seq: DESeq2 on counts without transcript-length offsets") + if (pseudo_bulk) { # Length-scaled counts can be summed across animals; tximport's # per-sample length offsets cannot, so they are folded in here. txi <- tximport(quant_files, type = "salmon", tx2gene = tx2gene, ignoreTxVersion = TRUE, - countsFromAbundance = "lengthScaledTPM") + countsFromAbundance = if (args\$tag_seq) "no" else "lengthScaledTPM") unit_counts <- t(rowsum(t(txi\$counts), group = samples\$replicate_unit)) unit_info <- unique(samples[, c("replicate_unit", "condition")]) unit_info\$n_libraries <- as.integer(table(samples\$replicate_unit)[unit_info\$replicate_unit]) @@ -224,6 +231,15 @@ process DIFFERENTIAL_EXPRESSION_DESEQ2 { colData = unit_info, design = ~condition ) + } else if (args\$tag_seq) { + txi <- tximport(quant_files, type = "salmon", tx2gene = tx2gene, ignoreTxVersion = TRUE) + rownames(samples) <- samples\$sample_id + + dds <- DESeqDataSetFromMatrix( + countData = round(txi\$counts), + colData = samples[colnames(txi\$counts), ], + design = ~condition + ) } else { txi <- tximport(quant_files, type = "salmon", tx2gene = tx2gene, ignoreTxVersion = TRUE) diff --git a/modules/rnaseq/emit_manifest.nf b/modules/rnaseq/emit_manifest.nf index a952856..b779bac 100644 --- a/modules/rnaseq/emit_manifest.nf +++ b/modules/rnaseq/emit_manifest.nf @@ -101,6 +101,9 @@ process EMIT_MANIFEST { "control_levels": control_levels, "treatment_levels": treatment_levels, "replicate_unit": replicate_unit, + # Library layout and type change what counts and lfcSE mean. + "single_end": ${params.single_end ? 'True' : 'False'}, + "tag_seq": ${params.tag_seq ? 'True' : 'False'}, "viral_reference": "${params.viral_reference ?: ''}" or None, }, "software_versions": { diff --git a/modules/rnaseq/trim_fastp.nf b/modules/rnaseq/trim_fastp.nf index 7b7c3d8..c61bd7b 100644 --- a/modules/rnaseq/trim_fastp.nf +++ b/modules/rnaseq/trim_fastp.nf @@ -24,12 +24,33 @@ process TRIM_FASTP { path "versions.yml", emit: versions script: - // Real paired-end fastp invocation. Not executed here. + // Paired-end by default. --single_end takes one FASTQ per sample; + // --tag_seq (3' QuantSeq-style libraries) also trims poly-A/poly-X tails, + // which those libraries carry at the 3' end of most reads. + def tag_seq_opts = params.tag_seq ? '--trim_poly_x' : '' + if (params.single_end) { + """ + fastp \\ + -i ${reads[0]} \\ + -o ${sample_id}_trimmed_R1.fastq.gz \\ + ${tag_seq_opts} \\ + --thread ${task.cpus} \\ + --json ${sample_id}.fastp.json \\ + --html ${sample_id}.fastp.html \\ + --report_title "${sample_id} fastp report" + + cat <<-END_VERSIONS > versions.yml + ${task.process}: + fastp: \$(fastp --version 2>&1 | sed -e 's/fastp //g') + END_VERSIONS + """ + } else { """ fastp \\ -i ${reads[0]} -I ${reads[1]} \\ -o ${sample_id}_trimmed_R1.fastq.gz -O ${sample_id}_trimmed_R2.fastq.gz \\ --detect_adapter_for_pe \\ + ${tag_seq_opts} \\ --thread ${task.cpus} \\ --json ${sample_id}.fastp.json \\ --html ${sample_id}.fastp.html \\ @@ -40,10 +61,11 @@ process TRIM_FASTP { fastp: \$(fastp --version 2>&1 | sed -e 's/fastp //g') END_VERSIONS """ + } stub: """ - touch ${sample_id}_trimmed_R1.fastq.gz ${sample_id}_trimmed_R2.fastq.gz + touch ${sample_id}_trimmed_R1.fastq.gz ${params.single_end ? '' : "${sample_id}_trimmed_R2.fastq.gz"} echo '{}' > ${sample_id}.fastp.json touch ${sample_id}.fastp.html echo '${task.process}:' > versions.yml diff --git a/modules/rnaseq/viral_load.nf b/modules/rnaseq/viral_load.nf index 5361eac..f155d31 100644 --- a/modules/rnaseq/viral_load.nf +++ b/modules/rnaseq/viral_load.nf @@ -60,10 +60,12 @@ process VIRAL_QUANT { script: // Every read pair is used (no subsampling), so the fraction is not biased - // by the flowcell position of the first reads in the file. + // by the flowcell position of the first reads in the file. With + // --single_end, "pairs" in the output columns are single reads. + def reads_opt = params.single_end ? "-r ${reads[0]}" : "-1 ${reads[0]} -2 ${reads[1]}" """ salmon quant -i ${viral_index} -l A \\ - -1 ${reads[0]} -2 ${reads[1]} \\ + ${reads_opt} \\ -p ${task.cpus} -o viral_quant processed=\$(sed -n 's/.*"num_processed": *\\([0-9]*\\).*/\\1/p' viral_quant/aux_info/meta_info.json) diff --git a/src/aree/cli.py b/src/aree/cli.py index 1319b15..33a2681 100644 --- a/src/aree/cli.py +++ b/src/aree/cli.py @@ -199,10 +199,20 @@ def check_study_scope_cmd(branch, base): "and the matched text becomes sample_id. Every run must match.") @click.option("--methylkit-levels", nargs=2, default=None, metavar="CONTROL TREATMENT", help="Also write methylkit_samplesheet.csv coding these two condition levels as 0 and 1.") +@click.option("--design-table", default=None, type=click.Path(exists=True, dir_okay=False), + help="TSV of design attributes, for projects whose BioSamples do not carry the design " + "(e.g. the authors' submission sheet, committed with the study). Its columns become " + "attributes; every sample must match exactly one row.") +@click.option("--design-join", default=None, + help="Deposited sample attribute (e.g. isolate) that matches the design table's column of " + "the same name.") +@click.option("--design-source", default=None, + help="Where the design table came from (URL or citation); recorded in the provenance file.") @click.option("--out", "out_dir", default=None, type=click.Path(), help="Output directory (default: data/studies//).") def fetch_samplesheet_cmd(bioproject, study_id, condition_attributes, extra_attributes, - label_field, label_pattern, methylkit_levels, out_dir): + label_field, label_pattern, methylkit_levels, design_table, design_join, + design_source, out_dir): """Build a sample sheet + FASTQ manifest from a BioProject's deposited metadata. Downloads no sequence data. Reads ENA's run report and sample attributes and @@ -219,6 +229,9 @@ def fetch_samplesheet_cmd(bioproject, study_id, condition_attributes, extra_attr label_field=label_field, label_pattern=label_pattern, methylkit_levels=tuple(methylkit_levels) if methylkit_levels else None, + design_table=Path(design_table) if design_table else None, + design_join=design_join, + design_source=design_source, ) except ENAError as exc: click.echo(click.style(str(exc), fg="red")) diff --git a/src/intake/ena_samplesheet.py b/src/intake/ena_samplesheet.py index 78d72d5..3e7bd73 100644 --- a/src/intake/ena_samplesheet.py +++ b/src/intake/ena_samplesheet.py @@ -128,6 +128,46 @@ def parse_run_labels(runs: list[dict], label_field: str, label_pattern: str) -> return out +def read_design_table(path: Path, join_attribute: str, attrs: dict) -> dict[str, dict]: + """Per-sample design attributes from a curated table, joined on one attribute. + + For projects whose BioSamples do not carry the design at all (no treatment, + no genotype, only an isolate code), the groups have to come from somewhere + else: typically the authors' own submission sheet or sample list. That + table is committed with the study and joined here on a deposited attribute + (`join_attribute`, e.g. isolate) that both sides share. + + Every other column of the table becomes an attribute of the matched + sample. Every sample must match exactly one row, and every row must match + a sample: a partial join is an error, never a silent default. + """ + import csv + + with open(path, newline="") as fh: + table = list(csv.DictReader(fh, delimiter="\t")) + if not table or join_attribute not in table[0]: + raise ENAError(f"--design-table {path} has no '{join_attribute}' column to join on.") + keys = [row[join_attribute] for row in table] + dupes = sorted({k for k in keys if keys.count(k) > 1}) + if dupes: + raise ENAError(f"--design-table {path} repeats {join_attribute} values: {dupes[:5]}") + by_key = {row[join_attribute]: {k: v for k, v in row.items() if k != join_attribute} for row in table} + + out, unmatched = {}, [] + for sample, a in attrs.items(): + key = a.get(join_attribute) + if key not in by_key: + unmatched.append(f"{sample} ({join_attribute}={key!r})") + continue + out[sample] = by_key[key] + if unmatched: + raise ENAError(f"{len(unmatched)} sample(s) have no row in --design-table: {unmatched[:5]}") + unused = sorted(set(by_key) - {attrs[s].get(join_attribute) for s in out}) + if unused: + raise ENAError(f"--design-table rows match no sample in the project: {unused[:5]}") + return out + + def write_methylkit_samplesheet(rows: list[dict], path: Path, control_level: str, treatment_level: str) -> dict: """methylKit sample sheet (sample_id,treatment) keyed by run accession. @@ -157,6 +197,9 @@ def build_samplesheet( label_field: str | None = None, label_pattern: str | None = None, methylkit_levels: tuple[str, str] | None = None, + design_table: Path | None = None, + design_join: str | None = None, + design_source: str | None = None, ) -> dict: """Write samplesheet + FASTQ manifest + provenance for one BioProject. @@ -170,16 +213,25 @@ def build_samplesheet( pattern (see `parse_run_labels`) are also available as attributes; they take precedence over sample attributes of the same name. `methylkit_levels` = (control, treatment) additionally writes methylkit_samplesheet.csv. + + When `design_table` and `design_join` are given, the table's columns are + joined to each sample on the `design_join` attribute (see + `read_design_table`) and override deposited attributes of the same name. + `design_source` (e.g. the URL the table was taken from) is recorded in the + provenance file alongside the table's checksum. """ out_dir = Path(out_dir) out_dir.mkdir(parents=True, exist_ok=True) extra_attributes = extra_attributes or [] if bool(label_field) != bool(label_pattern): raise ENAError("--label-field and --label-pattern must be given together.") + if bool(design_table) != bool(design_join): + raise ENAError("--design-table and --design-join must be given together.") runs = fetch_run_report(bioproject, [label_field] if label_field else None) attrs = fetch_sample_attributes(sorted({r["sample_accession"] for r in runs})) run_labels = parse_run_labels(runs, label_field, label_pattern) if label_field else {} + design = read_design_table(Path(design_table), design_join, attrs) if design_table else {} strategies = {r["library_strategy"] for r in runs} layouts = {r["library_layout"] for r in runs} @@ -191,7 +243,8 @@ def build_samplesheet( rows, manifest_rows, missing = [], [], [] for r in sorted(runs, key=lambda x: x["run_accession"]): - a = {**attrs.get(r["sample_accession"], {}), **run_labels.get(r["run_accession"], {})} + a = {**attrs.get(r["sample_accession"], {}), **design.get(r["sample_accession"], {}), + **run_labels.get(r["run_accession"], {})} values = [a.get(c) for c in condition_attributes] if any(v is None for v in values): missing.append(f"{r['run_accession']} ({r['sample_accession']})") @@ -271,6 +324,14 @@ def build_samplesheet( # Recorded only when used, so earlier provenance files stay reproducible. provenance["run_labels"] = {"field": label_field, "pattern": label_pattern, "labels": {k: v["_label"] for k, v in sorted(run_labels.items())}} + if design_table: + table = Path(design_table).resolve() + provenance["design_table"] = { + "path": str(table.relative_to(REPO_ROOT)) if table.is_relative_to(REPO_ROOT) else str(table), + "sha256": sha256_file(table), + "join_attribute": design_join, + "source": design_source, + } if methylkit: provenance["methylkit_samplesheet"] = methylkit prov_path = out_dir / "ena_provenance.json" diff --git a/tests/test_ena_samplesheet.py b/tests/test_ena_samplesheet.py index eed3797..1673c74 100644 --- a/tests/test_ena_samplesheet.py +++ b/tests/test_ena_samplesheet.py @@ -53,3 +53,66 @@ def test_methylkit_sheet_rejects_unknown_level(tmp_path): rows = [{"run_accession": "SRR1", "condition": "RR"}, {"run_accession": "SRR2", "condition": "SS"}] with pytest.raises(ENAError, match="not found"): write_methylkit_samplesheet(rows, tmp_path / "mk.csv", "control", "RR") + + +def _design(tmp_path, rows): + path = tmp_path / "design.tsv" + path.write_text("isolate\tploidy\ttreatment\n" + "".join("\t".join(r) + "\n" for r in rows)) + return path + + +ATTRS = {"SAMN1": {"isolate": "D54", "tissue": "ctenidium"}, + "SAMN2": {"isolate": "T59", "tissue": "ctenidium"}} + + +def test_design_table_joins_on_a_deposited_attribute(tmp_path): + from intake.ena_samplesheet import read_design_table + + path = _design(tmp_path, [("D54", "diploid", "control"), ("T59", "triploid", "heat")]) + out = read_design_table(path, "isolate", ATTRS) + assert out == {"SAMN1": {"ploidy": "diploid", "treatment": "control"}, + "SAMN2": {"ploidy": "triploid", "treatment": "heat"}} + + +def test_design_table_rejects_partial_or_ambiguous_joins(tmp_path): + from intake.ena_samplesheet import ENAError, read_design_table + + with pytest.raises(ENAError, match="no row"): + read_design_table(_design(tmp_path, [("D54", "diploid", "control")]), "isolate", ATTRS) + with pytest.raises(ENAError, match="match no sample"): + read_design_table(_design(tmp_path, [("D54", "diploid", "control"), ("T59", "triploid", "heat"), + ("X99", "triploid", "heat")]), "isolate", ATTRS) + with pytest.raises(ENAError, match="repeats"): + read_design_table(_design(tmp_path, [("D54", "diploid", "control"), ("D54", "triploid", "heat")]), + "isolate", ATTRS) + with pytest.raises(ENAError, match="no 'sample_name' column"): + read_design_table(_design(tmp_path, [("D54", "diploid", "control")]), "sample_name", ATTRS) + + +def test_design_table_overrides_deposited_attributes_and_is_recorded(tmp_path, monkeypatch): + import json + + import intake.ena_samplesheet as ena + + runs = [{"run_accession": "SRR1", "sample_accession": "SAMN1", "sample_alias": "D54", + "library_strategy": "RNA-Seq", "library_layout": "SINGLE", "instrument_model": "NovaSeq", + "read_count": "10", "fastq_ftp": "ftp.x/SRR1.fastq.gz", "fastq_md5": "a" * 32, "fastq_bytes": "5"}, + {"run_accession": "SRR2", "sample_accession": "SAMN2", "sample_alias": "T59", + "library_strategy": "RNA-Seq", "library_layout": "SINGLE", "instrument_model": "NovaSeq", + "read_count": "10", "fastq_ftp": "ftp.x/SRR2.fastq.gz", "fastq_md5": "b" * 32, "fastq_bytes": "5"}] + attrs = {"SAMN1": {"isolate": "D54", "treatment": "deposited"}, "SAMN2": {"isolate": "T59"}} + monkeypatch.setattr(ena, "fetch_run_report", lambda bp, extra=None: runs) + monkeypatch.setattr(ena, "fetch_sample_attributes", lambda accs: attrs) + + table = _design(tmp_path, [("D54", "diploid", "control"), ("T59", "triploid", "heat")]) + prov = ena.build_samplesheet("PRJNA1", study_id="X", out_dir=tmp_path / "out", + condition_attributes=["ploidy", "treatment"], extra_attributes=["isolate"], + design_table=table, design_join="isolate", design_source="https://example.org/s") + assert prov["group_sizes"] == {"diploid_control": 1, "triploid_heat": 1} + recorded = json.loads((tmp_path / "out" / "ena_provenance.json").read_text())["design_table"] + assert recorded["join_attribute"] == "isolate" + assert recorded["source"] == "https://example.org/s" + assert len(recorded["sha256"]) == 64 + with pytest.raises(ena.ENAError, match="together"): + ena.build_samplesheet("PRJNA1", study_id="X", out_dir=tmp_path / "o2", + condition_attributes=["ploidy"], design_table=table) diff --git a/workflows/rnaseq/README.md b/workflows/rnaseq/README.md index 7cc6279..6f06f2a 100644 --- a/workflows/rnaseq/README.md +++ b/workflows/rnaseq/README.md @@ -96,7 +96,7 @@ evidence-record-level `quality_flags` from study/comparison metadata). | | raw_reanalysis | processed_results_harmonization | |---|---|---| -| Input | paired FASTQ + genome/transcriptome + GTF + sample sheet | one DE-like TSV | +| Input | paired (or, with `--single_end`, single) FASTQ + genome/transcriptome + GTF + sample sheet | one DE-like TSV | | QC | FastQC, fastp, MultiQC (real) | not run; flagged in manifest | | Quantification | Salmon (pseudoalignment + `--geneMap`) | n/a | | DE model | DESeq2 via tximport | n/a (table assumed already DE-modeled upstream) | @@ -127,6 +127,26 @@ Other outputs (all under `params.outdir`, default `results/rnaseq/`): - (`raw_reanalysis` only) `fastqc/`, `trimmed/`, `salmon/`, `multiqc/`, `deseq2/` — intermediate per-step outputs. +## Single-end and 3' Tag-seq libraries (`raw_reanalysis` only) + +`--single_end` takes one FASTQ per sample. `--reads` then names single files +(e.g. `'data/raw/STUDY/SRR*.fastq.gz'`), and the sample id is the part the +wildcard matched. fastp, Salmon (`-r`) and the optional viral QC switch to +their single-end forms. + +`--tag_seq` is for 3' tag libraries such as Lexogen QuantSeq, which give +about one read per transcript whatever its length. It changes three things: + +| Step | Standard RNA-seq | `--tag_seq` | +|---|---|---| +| fastp | adapter trimming | also `--trim_poly_x` (poly-A tails) | +| Salmon | `--gcBias` | `--noLengthCorrection`, no `--gcBias` | +| DESeq2 | `DESeqDataSetFromTximport` (per-sample length offsets) | `DESeqDataSetFromMatrix` on the counts, no length offset; pseudo-bulk sums raw counts | + +Applying length correction to 3' tags makes long genes look less expressed than +they are. The two flags are independent (QuantSeq also comes paired-end), and +both are recorded in the workflow manifest's `parameters`. + ## Sample exclusion and viral read QC (`raw_reanalysis` only) **`--exclude_samples`** takes a comma-separated list of `sample_id`s to drop @@ -194,7 +214,7 @@ regenerated from raw data), not the evidence records themselves. DAG in `main.nf` uses real `Channel.fromFilePairs`/`Channel.fromPath` factories and real `if (params.mode == ...)` branching — it is not a linear echo-only stub chain. -- **CI coverage**: tiny paired FASTQ, reference, annotation, tx2gene, and sample +- **CI coverage**: tiny paired FASTQ (also run single-end with `--tag_seq`), reference, annotation, tx2gene, and sample fixtures live under `../../tests/fixtures/rnaseq_raw`. Every RNA-seq process has an explicit `stub:` output contract, so current Nextflow can exercise the complete raw DAG without a bioinformatics toolchain. This verifies channels, diff --git a/workflows/rnaseq/main.nf b/workflows/rnaseq/main.nf index 98745c8..dccc78e 100644 --- a/workflows/rnaseq/main.nf +++ b/workflows/rnaseq/main.nf @@ -74,7 +74,9 @@ workflow { error "raw_reanalysis mode requires --reads (glob for fromFilePairs), e.g. 'reads/*_R{1,2}.fastq.gz'" } - read_pairs_ch = Channel.fromFilePairs(params.reads, checkIfExists: true) + // --single_end: one FASTQ per sample, e.g. 'reads/*.fastq.gz'; the + // sample id is the file name up to the first dot. + read_pairs_ch = Channel.fromFilePairs(params.reads, size: params.single_end ? 1 : 2, checkIfExists: true) FASTQC(read_pairs_ch) TRIM_FASTP(read_pairs_ch) @@ -133,6 +135,7 @@ workflow { params.treatment_level, params.exclude_samples ?: '', params.replicate_unit ?: '', + params.tag_seq as boolean, quant_dirs_ch, Channel.fromPath(params.tx2gene, checkIfExists: true), Channel.fromPath(params.sample_sheet, checkIfExists: true) diff --git a/workflows/rnaseq/nextflow.config b/workflows/rnaseq/nextflow.config index d90b266..8cbc344 100644 --- a/workflows/rnaseq/nextflow.config +++ b/workflows/rnaseq/nextflow.config @@ -31,6 +31,8 @@ params { // raw_reanalysis-mode-only inputs (unused in processed_results_harmonization). reads = null // e.g. 'data/raw/GIGAS_HEAT01/*_R{1,2}.fastq.gz' + single_end = false // one FASTQ per sample: --reads names single files, e.g. 'data/raw/STUDY/SRR*.fastq.gz' + tag_seq = false // 3' tag libraries (QuantSeq): poly-X trimming, Salmon --noLengthCorrection, DESeq2 without length offsets salmon_index = null // path to a prebuilt Salmon index directory transcript_fasta = null // used to build a Salmon index if salmon_index not given genome_fasta = null // reserved for STAR-based alternative alignment From 40709dd68e8866b2d95f42295eb10da29d1f89fa Mon Sep 17 00:00:00 2001 From: Steven Roberts Date: Sun, 11 Oct 2026 18:50:56 -0700 Subject: [PATCH 2/6] Add a toxicant_tolerance phenotype term (ontology 0.2.0) The harmful_algal_bloom and pollutant_exposure stressors had no phenotype axis, so their evidence would have been filed under survival or another unrelated term. toxicant_tolerance covers biotoxins and chemical pollutants; default resilience_relevance is resilience, like the other *_tolerance terms, so exposure-only studies set exposure_only or stress_response. Needed by study/PRJEB18614 (Alexandrium minutum HAB exposure). Co-Authored-By: Claude Opus 5.5 --- docs/defining_a_phenotype.md | 10 ++++++++-- .../controlled_vocabularies/phenotype_ontology.yaml | 7 ++++++- 2 files changed, 14 insertions(+), 3 deletions(-) diff --git a/docs/defining_a_phenotype.md b/docs/defining_a_phenotype.md index 2b93072..d7c448c 100644 --- a/docs/defining_a_phenotype.md +++ b/docs/defining_a_phenotype.md @@ -30,12 +30,18 @@ them, instead of each study inventing its own free-text label. - `unit_examples` — illustrative, not enforced, units a study might report this phenotype in (`phenotype_unit` on the comparison is free text). -The current ontology (version `0.1.0`) has 15 terms: `survival`, `mortality`, +The current ontology (version `0.2.0`) has 16 terms: `survival`, `mortality`, `thermal_tolerance`, `growth_under_stress`, `pathogen_load`, `disease_susceptibility`, `disease_resistance`, `reproductive_performance`, `larval_viability`, `metabolic_resilience`, `recovery_following_stress`, `immune_responsiveness`, `acidification_tolerance`, `salinity_tolerance`, -`hypoxia_tolerance`. +`hypoxia_tolerance`, `toxicant_tolerance`. + +`toxicant_tolerance` (added in `0.2.0`) is the axis for the +`harmful_algal_bloom` and `pollutant_exposure` stressors, which had none. +Like the other `*_tolerance` terms its default is `resilience`, so a study +that only exposes oysters to a toxin, with no measured outcome, should set +`resilience_classification: exposure_only` (or `stress_response`) and say why. ## Using an existing term diff --git a/registry/controlled_vocabularies/phenotype_ontology.yaml b/registry/controlled_vocabularies/phenotype_ontology.yaml index ac767b3..9697c32 100644 --- a/registry/controlled_vocabularies/phenotype_ontology.yaml +++ b/registry/controlled_vocabularies/phenotype_ontology.yaml @@ -7,7 +7,7 @@ # stress_response - molecular/physiological response to a stressor, not itself an outcome measure # disease - disease susceptibility/resistance outcome # exposure_only - describes exposure/treatment, not an outcome phenotype -version: "0.1.0" +version: "0.2.0" terms: - id: survival label: Survival @@ -84,3 +84,8 @@ terms: definition: Capacity to maintain function/survival under reduced dissolved oxygen. resilience_relevance: resilience unit_examples: ["critical_oxygen_tension", "percent_survival_hypoxia"] + - id: toxicant_tolerance + label: Toxicant tolerance + definition: Capacity to maintain function/survival under exposure to biotoxins (e.g. harmful-algal-bloom toxins) or chemical pollutants (e.g. pesticides, microplastic or tire-particle leachates). + resilience_relevance: resilience + unit_examples: ["percent_survival_under_exposure", "LC50", "toxin_body_burden_at_which_function_is_maintained"] From 5fb0b3c81a777a0f5a9a4927fa55794e129c81df Mon Sep 17 00:00:00 2001 From: Steven Roberts Date: Mon, 12 Oct 2026 05:51:44 -0700 Subject: [PATCH 3/6] Claim BERNARDINI2024_TIRE (PRJNA856813) --- config/BERNARDINI2024_TIRE.config | 23 ++++++++ registry/studies/BERNARDINI2024_TIRE.yaml | 68 +++++++++++++++++++++++ 2 files changed, 91 insertions(+) create mode 100644 config/BERNARDINI2024_TIRE.config create mode 100644 registry/studies/BERNARDINI2024_TIRE.yaml diff --git a/config/BERNARDINI2024_TIRE.config b/config/BERNARDINI2024_TIRE.config new file mode 100644 index 0000000..023a6e7 --- /dev/null +++ b/config/BERNARDINI2024_TIRE.config @@ -0,0 +1,23 @@ +/* + * AREE :: run configuration for BERNARDINI2024_TIRE (PRJNA856813) + * + * Claimed with `aree start-study`. Fill in params for the workflow this + * study runs (see config/IOCAS2022_OA_ENERGY.config for RNA-seq and + * config/CIBNOR2021_HEAT_RRSS.config for methylation), then + * + * nextflow run workflows/ -config config/BERNARDINI2024_TIRE.config -profile local,workstation + * + * Generate the sample sheet and FASTQ manifest rather than writing them: + * + * aree fetch-samplesheet --bioproject PRJNA856813 --study BERNARDINI2024_TIRE --condition-attribute + */ + +includeConfig 'base.config' + +params { + mode = 'raw_reanalysis' + + sample_sheet = 'data/studies/BERNARDINI2024_TIRE/samplesheet.tsv' + reads = 'data/raw/BERNARDINI2024_TIRE/*_{1,2}.fastq.gz' + outdir = 'results/BERNARDINI2024_TIRE' +} diff --git a/registry/studies/BERNARDINI2024_TIRE.yaml b/registry/studies/BERNARDINI2024_TIRE.yaml new file mode 100644 index 0000000..94bfe0b --- /dev/null +++ b/registry/studies/BERNARDINI2024_TIRE.yaml @@ -0,0 +1,68 @@ +# Copy this file to registry/studies/.yaml and fill in every field. +# Validate with: aree validate-study registry/studies/.yaml +# See docs/adding_a_study.md for field-by-field guidance. + +study_id: BERNARDINI2024_TIRE +simulated: false + +accessions: + doi: null + bioproject: "PRJNA856813" + geo: null + sra: null + ena: null + proteomexchange: null + other: null + +citation: "Author A, Author B (YEAR). Title. Journal. https://doi.org/..." +species: "Crassostrea gigas" +# Required only for species in a hybridizing complex (e.g. the Mytilus edulis +# complex); see docs/adding_a_species.md. Any basis other than genotyped also +# needs the quality flag species_assignment_unverified. +# species_identity: +# basis: genotyped # genotyped | morphology | collection_site | authors_statement | unstated +# notes: null +strain_or_population: null +genome_assembly: "cgigas_uk_roslin_v1" +annotation_version: null + +assay_type: ["rnaseq"] +analysis_mode: "processed_results_harmonization" # or raw_reanalysis +platform: null + +data_availability: + raw_data_available: false + processed_data_available: true + status: "available" # available | restricted | embargoed | unavailable + access_notes: null + +qc_status: "not_started" +analysis_status: "not_started" + +comparisons: + - comparison_id: "comp1" + tissue: "gill" + life_stage: "adult" + stressor_original: "exact wording from the source paper" + stressor_standardized: "temperature" + exposure_intensity: null + exposure_duration: null + exposure_timing: null + control_condition: "describe control arm" + treatment_condition: "describe treatment arm" + phenotype: "thermal_tolerance" + phenotype_direction: "decrease" + phenotype_unit: null + resilience_classification: "resilience" + sample_size: 0 + biological_replicates: 0 + results_file: null + +quality_flags: [] +limitations: null + +provenance: + registered_by: "sr320" + date_registered: "2026-10-12" + curation_notes: null + source_links: [] From b301106c6449896bf0b8508870bae2bec2390d8f Mon Sep 17 00:00:00 2001 From: Steven Roberts Date: Mon, 12 Oct 2026 06:11:02 -0700 Subject: [PATCH 4/6] Register BERNARDINI2024_TIRE (PRJNA856813): design, comparisons Bernardini et al. 2024 tire microparticles and leachate, day-41 adult gill, one oyster per library. Design from run-level experiment titles (BioSamples are shared 16S records); 3' tag libraries confirmed by poly-A content, so --single_end --tag_seq. Four comparisons vs controls, high-concentration particles primary. Run not yet done. Co-Authored-By: Claude Opus 5.5 --- config/BERNARDINI2024_TIRE.config | 70 +++- .../BERNARDINI2024_TIRE/ena_provenance.json | 294 ++++++++++++++++ .../BERNARDINI2024_TIRE/fastq_manifest.tsv | 319 ++++++++++++++++++ .../BERNARDINI2024_TIRE/samplesheet.tsv | 214 ++++++++++++ registry/studies/BERNARDINI2024_TIRE.yaml | 199 ++++++++--- tests/test_bernardini2024_tire_study.py | 92 +++++ 6 files changed, 1138 insertions(+), 50 deletions(-) create mode 100644 data/studies/BERNARDINI2024_TIRE/ena_provenance.json create mode 100644 data/studies/BERNARDINI2024_TIRE/fastq_manifest.tsv create mode 100644 data/studies/BERNARDINI2024_TIRE/samplesheet.tsv create mode 100644 tests/test_bernardini2024_tire_study.py diff --git a/config/BERNARDINI2024_TIRE.config b/config/BERNARDINI2024_TIRE.config index 023a6e7..2bf38f5 100644 --- a/config/BERNARDINI2024_TIRE.config +++ b/config/BERNARDINI2024_TIRE.config @@ -1,15 +1,34 @@ /* * AREE :: run configuration for BERNARDINI2024_TIRE (PRJNA856813) * - * Claimed with `aree start-study`. Fill in params for the workflow this - * study runs (see config/IOCAS2022_OA_ENERGY.config for RNA-seq and - * config/CIBNOR2021_HEAT_RRSS.config for methylation), then + * Bernardini et al. 2024, J Hazard Mater 480:135742 + * (doi:10.1016/j.jhazmat.2024.135742). Adult oysters exposed to tire + * microparticles (MR) or their leachate (LEA), each at a low (L) and high (H) + * concentration, vs unexposed controls (CTL); gill sampled on day 41, one + * oyster per library, 6 per group. Single-end 76 bp 3' QuantSeq-style + * libraries (poly-A content 7.4% of reads vs 0.1% for full-length RNA-seq, + * checked 2026-10-12), so --single_end --tag_seq. * - * nextflow run workflows/ -config config/BERNARDINI2024_TIRE.config -profile local,workstation + * Four prespecified comparisons against the day-41 gill controls; default = + * the meta_analysis_primary one (tire microparticles, high concentration): * - * Generate the sample sheet and FASTQ manifest rather than writing them: + * nextflow run workflows/rnaseq -config config/BERNARDINI2024_TIRE.config \ + * -profile local,workstation * - * aree fetch-samplesheet --bioproject PRJNA856813 --study BERNARDINI2024_TIRE --condition-attribute + * --comparison_id tire_particles_low_vs_ctl_d41_gill --treatment_level NovaSeq_6000_D41_GI_MR_L + * --comparison_id tire_leachate_high_vs_ctl_d41_gill --treatment_level NovaSeq_6000_D41_GI_LEA_H + * --comparison_id tire_leachate_low_vs_ctl_d41_gill --treatment_level NovaSeq_6000_D41_GI_LEA_L + * + * The BioSamples are 16S "metagenome" records shared by each oyster's 16S + * (MiSeq) and RNA-seq (NovaSeq) runs, so the design is parsed from the + * run-level experiment_title, platform included (only NovaSeq runs are used): + * + * aree fetch-samplesheet --bioproject PRJNA856813 --study BERNARDINI2024_TIRE \ + * --label-field experiment_title \ + * --label-pattern '(?PNovaSeq 6000|MiSeq) sequencing: (?PD41|D44|T0)_(?PGI_|DG_|FSW_|)(?PCTL_|NAT_|MR_L_|MR_H_|LEA_L_|LEA_H_|T0_|)(?P[1-6])$' \ + * --condition-attribute platform --condition-attribute day \ + * --condition-attribute compartment --condition-attribute treatment \ + * --attribute replicate --attribute ref_biomaterial --attribute collection_date */ includeConfig 'base.config' @@ -17,7 +36,42 @@ includeConfig 'base.config' params { mode = 'raw_reanalysis' + rnaseq { + study_id = 'BERNARDINI2024_TIRE' + // Null so --comparison_id on the command line takes effect. + comparison_id = null + genome_assembly = 'GCF_963853765.1' + annotation_version = 'GCF_963853765.1-RS_2024_06' + processed_results = null + } + + comparison_id = 'tire_particles_high_vs_ctl_d41_gill' + sample_sheet = 'data/studies/BERNARDINI2024_TIRE/samplesheet.tsv' - reads = 'data/raw/BERNARDINI2024_TIRE/*_{1,2}.fastq.gz' - outdir = 'results/BERNARDINI2024_TIRE' + + control_level = 'NovaSeq_6000_D41_GI_CTL' + treatment_level = 'NovaSeq_6000_D41_GI_MR_H' + + single_end = true + tag_seq = true + + // Only the 30 day-41 gill RNA-seq runs (CTL, MR_L, MR_H, LEA_L, LEA_H) are + // staged (~8.6 GB); see the study YAML. Verify against ENA's MD5s from + // data/studies/BERNARDINI2024_TIRE/fastq_manifest.tsv. + reads = 'data/raw/BERNARDINI2024_TIRE/SRR*.fastq.gz' + + transcript_fasta = 'data/reference/GCF_963853765.1/rna.fna' + gtf = 'data/reference/GCF_963853765.1/genomic.gtf' + tx2gene = 'data/reference/GCF_963853765.1/tx2gene.tsv' + salmon_index = null + + outdir = 'results/rnaseq/BERNARDINI2024_TIRE' +} + +process { + // 30 NovaSeq 6000 single-end 76 bp libraries, 5.4-8.3 M reads. Sized for a 16 GB machine. + withName: 'SALMON_INDEX' { cpus = 8; memory = '12 GB'; time = '4h' } + withName: 'SALMON_QUANT' { cpus = 4; memory = '8 GB'; time = '1h' } + withName: 'TRIM_FASTP' { cpus = 2; memory = '4 GB'; time = '1h' } + withName: 'FASTQC' { cpus = 1; memory = '2 GB'; time = '1h' } } diff --git a/data/studies/BERNARDINI2024_TIRE/ena_provenance.json b/data/studies/BERNARDINI2024_TIRE/ena_provenance.json new file mode 100644 index 0000000..cc0ea86 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/ena_provenance.json @@ -0,0 +1,294 @@ +{ + "study_id": "BERNARDINI2024_TIRE", + "bioproject": "PRJNA856813", + "date_generated": "2026-10-12", + "generated_by": "src/intake/ena_samplesheet.py", + "queries": { + "run_report": "https://www.ebi.ac.uk/ena/portal/api/filereport?accession=PRJNA856813&result=read_run&fields=run_accession,sample_accession,sample_alias,experiment_accession,library_strategy,library_layout,library_selection,instrument_model,read_count,base_count,fastq_ftp,fastq_md5,fastq_bytes,experiment_title", + "sample_xml": "https://www.ebi.ac.uk/ena/browser/api/xml/" + }, + "condition_attributes": [ + "platform", + "day", + "compartment", + "treatment" + ], + "n_runs": 213, + "n_samples": 129, + "library_strategies": [ + "AMPLICON", + "RNA-Seq" + ], + "library_layouts": [ + "PAIRED", + "SINGLE" + ], + "group_sizes": { + "MiSeq_D41_FSW_LEA_H": 3, + "MiSeq_D41_FSW_LEA_L": 3, + "MiSeq_D41_FSW_MR_H": 3, + "MiSeq_D41_GI_CTL": 6, + "MiSeq_D41_GI_LEA_H": 6, + "MiSeq_D41_GI_LEA_L": 6, + "MiSeq_D41_GI_MR_H": 6, + "MiSeq_D41_GI_MR_L": 6, + "MiSeq_D41_GI_NAT": 6, + "MiSeq_D44_DG_CTL": 6, + "MiSeq_D44_DG_LEA_H": 6, + "MiSeq_D44_DG_LEA_L": 6, + "MiSeq_D44_DG_MR_H": 6, + "MiSeq_D44_DG_MR_L": 6, + "MiSeq_D44_DG_NAT": 6, + "MiSeq_D44_FSW_CTL": 3, + "MiSeq_D44_FSW_MR_L": 3, + "MiSeq_D44_FSW_NAT": 3, + "MiSeq_T0_DG_T0": 6, + "MiSeq_T0_FSW_T0": 3, + "MiSeq_T0_GI_T0": 6, + "NovaSeq_6000_D41_GI_CTL": 6, + "NovaSeq_6000_D41_GI_LEA_H": 6, + "NovaSeq_6000_D41_GI_LEA_L": 6, + "NovaSeq_6000_D41_GI_MR_H": 6, + "NovaSeq_6000_D41_GI_MR_L": 6, + "NovaSeq_6000_D41_GI_NAT": 6, + "NovaSeq_6000_D44_DG_CTL": 6, + "NovaSeq_6000_D44_DG_LEA_H": 6, + "NovaSeq_6000_D44_DG_LEA_L": 6, + "NovaSeq_6000_D44_DG_MR_H": 6, + "NovaSeq_6000_D44_DG_MR_L": 6, + "NovaSeq_6000_D44_DG_NAT": 6, + "NovaSeq_6000_D44_NA_CTL": 4, + "NovaSeq_6000_D44_NA_LEA_H": 4, + "NovaSeq_6000_D44_NA_LEA_L": 4, + "NovaSeq_6000_D44_NA_MR_H": 4, + "NovaSeq_6000_D44_NA_MR_L": 4, + "NovaSeq_6000_D44_NA_NAT": 4, + "NovaSeq_6000_T0_DG_NA": 6, + "NovaSeq_6000_T0_GI_NA": 6 + }, + "min_group_size": 3, + "total_fastq_bytes": 31129293585, + "outputs": { + "data/studies/BERNARDINI2024_TIRE/samplesheet.tsv": "99ea0a4627134caf0917b2a159420fa2126ba4434051551e5cf46cde20eed898", + "data/studies/BERNARDINI2024_TIRE/fastq_manifest.tsv": "4bbcfd8b422a246673e8d21fd26a9ec9b2f29ec3de94fb3154d331479b515d8d" + }, + "run_labels": { + "field": "experiment_title", + "pattern": "(?PNovaSeq 6000|MiSeq) sequencing: (?PD41|D44|T0)_(?PGI_|DG_|FSW_|)(?PCTL_|NAT_|MR_L_|MR_H_|LEA_L_|LEA_H_|T0_|)(?P[1-6])$", + "labels": { + "SRR20045740": "MiSeq sequencing: T0_DG_T0_1", + "SRR20045741": "MiSeq sequencing: D41_GI_CTL_1", + "SRR20045742": "MiSeq sequencing: D44_FSW_NAT_3", + "SRR20045743": "MiSeq sequencing: D44_FSW_NAT_2", + "SRR20045744": "MiSeq sequencing: D44_FSW_NAT_1", + "SRR20045745": "MiSeq sequencing: D44_FSW_MR_L_3", + "SRR20045746": "MiSeq sequencing: D44_FSW_MR_L_2", + "SRR20045747": "MiSeq sequencing: D44_FSW_MR_L_1", + "SRR20045748": "MiSeq sequencing: D44_FSW_CTL_3", + "SRR20045749": "MiSeq sequencing: D44_FSW_CTL_2", + "SRR20045750": "MiSeq sequencing: D44_FSW_CTL_1", + "SRR20045751": "MiSeq sequencing: D44_DG_NAT_6", + "SRR20045752": "MiSeq sequencing: D41_FSW_MR_H_3", + "SRR20045753": "MiSeq sequencing: D44_DG_NAT_5", + "SRR20045754": "MiSeq sequencing: D44_DG_NAT_4", + "SRR20045755": "MiSeq sequencing: D44_DG_NAT_3", + "SRR20045756": "MiSeq sequencing: D44_DG_NAT_2", + "SRR20045757": "MiSeq sequencing: D44_DG_NAT_1", + "SRR20045758": "MiSeq sequencing: D44_DG_MR_L_6", + "SRR20045759": "MiSeq sequencing: D44_DG_MR_L_5", + "SRR20045760": "MiSeq sequencing: D44_DG_MR_L_4", + "SRR20045761": "MiSeq sequencing: D44_DG_MR_L_3", + "SRR20045762": "MiSeq sequencing: D44_DG_MR_L_2", + "SRR20045763": "MiSeq sequencing: D41_FSW_MR_H_2", + "SRR20045764": "MiSeq sequencing: D44_DG_MR_L_1", + "SRR20045765": "MiSeq sequencing: D44_DG_MR_H_6", + "SRR20045766": "MiSeq sequencing: D44_DG_MR_H_5", + "SRR20045767": "MiSeq sequencing: D44_DG_MR_H_4", + "SRR20045768": "MiSeq sequencing: D44_DG_MR_H_3", + "SRR20045769": "MiSeq sequencing: D44_DG_MR_H_2", + "SRR20045770": "MiSeq sequencing: D44_DG_MR_H_1", + "SRR20045771": "MiSeq sequencing: D44_DG_LEA_L_6", + "SRR20045772": "MiSeq sequencing: D44_DG_LEA_L_5", + "SRR20045773": "MiSeq sequencing: D44_DG_LEA_L_4", + "SRR20045774": "MiSeq sequencing: D41_FSW_MR_H_1", + "SRR20045775": "MiSeq sequencing: D44_DG_LEA_L_3", + "SRR20045776": "MiSeq sequencing: D44_DG_LEA_L_2", + "SRR20045777": "MiSeq sequencing: D44_DG_LEA_L_1", + "SRR20045778": "MiSeq sequencing: D44_DG_LEA_H_6", + "SRR20045779": "MiSeq sequencing: D44_DG_LEA_H_5", + "SRR20045780": "MiSeq sequencing: D44_DG_LEA_H_4", + "SRR20045781": "MiSeq sequencing: D44_DG_LEA_H_3", + "SRR20045782": "MiSeq sequencing: D44_DG_LEA_H_2", + "SRR20045783": "MiSeq sequencing: D44_DG_LEA_H_1", + "SRR20045784": "MiSeq sequencing: D44_DG_CTL_6", + "SRR20045785": "MiSeq sequencing: D41_FSW_LEA_L_3", + "SRR20045786": "MiSeq sequencing: D44_DG_CTL_5", + "SRR20045787": "MiSeq sequencing: D44_DG_CTL_4", + "SRR20045788": "MiSeq sequencing: D44_DG_CTL_3", + "SRR20045789": "MiSeq sequencing: D44_DG_CTL_2", + "SRR20045790": "MiSeq sequencing: D44_DG_CTL_1", + "SRR20045791": "MiSeq sequencing: D41_GI_NAT_6", + "SRR20045792": "MiSeq sequencing: D41_GI_NAT_5", + "SRR20045793": "MiSeq sequencing: D41_GI_NAT_4", + "SRR20045794": "MiSeq sequencing: D41_GI_NAT_3", + "SRR20045795": "MiSeq sequencing: D41_GI_NAT_2", + "SRR20045796": "MiSeq sequencing: D41_FSW_LEA_L_2", + "SRR20045797": "MiSeq sequencing: D41_GI_NAT_1", + "SRR20045798": "MiSeq sequencing: D41_GI_MR_L_6", + "SRR20045799": "MiSeq sequencing: D41_GI_MR_L_5", + "SRR20045800": "MiSeq sequencing: D41_GI_MR_L_4", + "SRR20045801": "MiSeq sequencing: D41_GI_MR_L_3", + "SRR20045802": "MiSeq sequencing: D41_GI_MR_L_2", + "SRR20045803": "MiSeq sequencing: D41_GI_MR_L_1", + "SRR20045804": "MiSeq sequencing: T0_GI_T0_1", + "SRR20045805": "MiSeq sequencing: T0_FSW_T0_3", + "SRR20045806": "MiSeq sequencing: T0_FSW_T0_2", + "SRR20045807": "MiSeq sequencing: T0_FSW_T0_1", + "SRR20045808": "MiSeq sequencing: T0_DG_T0_6", + "SRR20045809": "MiSeq sequencing: T0_DG_T0_5", + "SRR20045810": "MiSeq sequencing: T0_DG_T0_4", + "SRR20045811": "MiSeq sequencing: T0_DG_T0_3", + "SRR20045812": "MiSeq sequencing: T0_DG_T0_2", + "SRR20045813": "MiSeq sequencing: D41_GI_MR_H_6", + "SRR20045814": "MiSeq sequencing: D41_GI_MR_H_5", + "SRR20045815": "MiSeq sequencing: D41_GI_MR_H_4", + "SRR20045816": "MiSeq sequencing: D41_FSW_LEA_L_1", + "SRR20045817": "MiSeq sequencing: D41_GI_MR_H_3", + "SRR20045818": "MiSeq sequencing: D41_GI_MR_H_2", + "SRR20045819": "MiSeq sequencing: D41_GI_MR_H_1", + "SRR20045820": "MiSeq sequencing: D41_GI_LEA_L_6", + "SRR20045821": "MiSeq sequencing: D41_GI_LEA_L_5", + "SRR20045822": "MiSeq sequencing: D41_GI_LEA_L_4", + "SRR20045823": "MiSeq sequencing: D41_GI_LEA_L_3", + "SRR20045824": "MiSeq sequencing: D41_GI_LEA_L_2", + "SRR20045825": "MiSeq sequencing: D41_GI_LEA_L_1", + "SRR20045826": "MiSeq sequencing: D41_GI_LEA_H_6", + "SRR20045827": "MiSeq sequencing: D41_FSW_LEA_H_3", + "SRR20045828": "MiSeq sequencing: D41_GI_LEA_H_5", + "SRR20045829": "MiSeq sequencing: D41_GI_LEA_H_4", + "SRR20045830": "MiSeq sequencing: D41_GI_LEA_H_3", + "SRR20045831": "MiSeq sequencing: D41_GI_LEA_H_2", + "SRR20045832": "MiSeq sequencing: D41_GI_LEA_H_1", + "SRR20045833": "MiSeq sequencing: D41_GI_CTL_6", + "SRR20045834": "MiSeq sequencing: D41_GI_CTL_5", + "SRR20045835": "MiSeq sequencing: D41_GI_CTL_4", + "SRR20045836": "MiSeq sequencing: D41_GI_CTL_3", + "SRR20045837": "MiSeq sequencing: T0_GI_T0_6", + "SRR20045838": "MiSeq sequencing: T0_GI_T0_5", + "SRR20045839": "MiSeq sequencing: T0_GI_T0_4", + "SRR20045840": "MiSeq sequencing: T0_GI_T0_3", + "SRR20045841": "MiSeq sequencing: T0_GI_T0_2", + "SRR20045842": "MiSeq sequencing: D41_GI_CTL_2", + "SRR20045843": "MiSeq sequencing: D41_FSW_LEA_H_2", + "SRR20045844": "MiSeq sequencing: D41_FSW_LEA_H_1", + "SRR20227826": "NovaSeq 6000 sequencing: D44_LEA_L_2", + "SRR20227827": "NovaSeq 6000 sequencing: D44_LEA_L_1", + "SRR20227828": "NovaSeq 6000 sequencing: D44_LEA_H_4", + "SRR20227829": "NovaSeq 6000 sequencing: D44_LEA_H_3", + "SRR20227830": "NovaSeq 6000 sequencing: D44_LEA_H_2", + "SRR20227831": "NovaSeq 6000 sequencing: D44_LEA_H_1", + "SRR20227832": "NovaSeq 6000 sequencing: D44_CTL_4", + "SRR20227833": "NovaSeq 6000 sequencing: D44_NAT_4", + "SRR20227834": "NovaSeq 6000 sequencing: D44_NAT_3", + "SRR20227835": "NovaSeq 6000 sequencing: D44_NAT_2", + "SRR20227836": "NovaSeq 6000 sequencing: D44_NAT_1", + "SRR20227837": "NovaSeq 6000 sequencing: D44_CTL_3", + "SRR20227838": "NovaSeq 6000 sequencing: D44_MR_L_4", + "SRR20227839": "NovaSeq 6000 sequencing: D44_MR_L_3", + "SRR20227840": "NovaSeq 6000 sequencing: D44_MR_L_2", + "SRR20227841": "NovaSeq 6000 sequencing: D44_MR_L_1", + "SRR20227842": "NovaSeq 6000 sequencing: D44_MR_H_4", + "SRR20227843": "NovaSeq 6000 sequencing: D44_MR_H_3", + "SRR20227844": "NovaSeq 6000 sequencing: D44_MR_H_2", + "SRR20227845": "NovaSeq 6000 sequencing: D44_MR_H_1", + "SRR20227846": "NovaSeq 6000 sequencing: D44_LEA_L_4", + "SRR20227847": "NovaSeq 6000 sequencing: D44_LEA_L_3", + "SRR20227848": "NovaSeq 6000 sequencing: D44_CTL_2", + "SRR20227849": "NovaSeq 6000 sequencing: D44_CTL_1", + "SRR20621859": "NovaSeq 6000 sequencing: D44_DG_CTL_4", + "SRR20621860": "NovaSeq 6000 sequencing: D41_GI_LEA_H_6", + "SRR20621861": "NovaSeq 6000 sequencing: D41_GI_LEA_H_5", + "SRR20621862": "NovaSeq 6000 sequencing: D41_GI_LEA_H_4", + "SRR20621863": "NovaSeq 6000 sequencing: D41_GI_LEA_H_3", + "SRR20621864": "NovaSeq 6000 sequencing: D44_DG_CTL_3", + "SRR20621865": "NovaSeq 6000 sequencing: D41_GI_LEA_H_2", + "SRR20621866": "NovaSeq 6000 sequencing: D41_GI_LEA_H_1", + "SRR20621867": "NovaSeq 6000 sequencing: D41_GI_LEA_L_6", + "SRR20621868": "NovaSeq 6000 sequencing: D41_GI_LEA_L_5", + "SRR20621869": "NovaSeq 6000 sequencing: D41_GI_LEA_L_4", + "SRR20621870": "NovaSeq 6000 sequencing: D41_GI_LEA_L_3", + "SRR20621871": "NovaSeq 6000 sequencing: D41_GI_LEA_L_2", + "SRR20621872": "NovaSeq 6000 sequencing: D41_GI_LEA_L_1", + "SRR20621873": "NovaSeq 6000 sequencing: D41_GI_MR_H_6", + "SRR20621874": "NovaSeq 6000 sequencing: D41_GI_MR_H_5", + "SRR20621875": "NovaSeq 6000 sequencing: D44_DG_CTL_2", + "SRR20621876": "NovaSeq 6000 sequencing: D41_GI_MR_H_4", + "SRR20621877": "NovaSeq 6000 sequencing: D41_GI_MR_H_3", + "SRR20621878": "NovaSeq 6000 sequencing: D41_GI_MR_H_2", + "SRR20621879": "NovaSeq 6000 sequencing: D41_GI_MR_H_1", + "SRR20621880": "NovaSeq 6000 sequencing: D41_GI_MR_L_6", + "SRR20621881": "NovaSeq 6000 sequencing: D41_GI_MR_L_5", + "SRR20621882": "NovaSeq 6000 sequencing: D41_GI_MR_L_4", + "SRR20621883": "NovaSeq 6000 sequencing: D41_GI_MR_L_3", + "SRR20621884": "NovaSeq 6000 sequencing: D41_GI_MR_L_2", + "SRR20621885": "NovaSeq 6000 sequencing: D41_GI_MR_L_1", + "SRR20621886": "NovaSeq 6000 sequencing: D44_DG_CTL_1", + "SRR20621887": "NovaSeq 6000 sequencing: D41_GI_NAT_6", + "SRR20621888": "NovaSeq 6000 sequencing: D41_GI_NAT_5", + "SRR20621889": "NovaSeq 6000 sequencing: D41_GI_NAT_4", + "SRR20621890": "NovaSeq 6000 sequencing: D41_GI_NAT_3", + "SRR20621891": "NovaSeq 6000 sequencing: D41_GI_NAT_2", + "SRR20621892": "NovaSeq 6000 sequencing: D41_GI_NAT_1", + "SRR20621893": "NovaSeq 6000 sequencing: D41_GI_CTL_6", + "SRR20621894": "NovaSeq 6000 sequencing: D41_GI_CTL_5", + "SRR20621895": "NovaSeq 6000 sequencing: D41_GI_CTL_4", + "SRR20621896": "NovaSeq 6000 sequencing: D41_GI_CTL_3", + "SRR20621897": "NovaSeq 6000 sequencing: T0_DG_6", + "SRR20621898": "NovaSeq 6000 sequencing: D41_GI_CTL_2", + "SRR20621899": "NovaSeq 6000 sequencing: D41_GI_CTL_1", + "SRR20621900": "NovaSeq 6000 sequencing: T0_GI_6", + "SRR20621901": "NovaSeq 6000 sequencing: T0_GI_5", + "SRR20621902": "NovaSeq 6000 sequencing: T0_GI_4", + "SRR20621903": "NovaSeq 6000 sequencing: T0_GI_3", + "SRR20621904": "NovaSeq 6000 sequencing: T0_GI_2", + "SRR20621905": "NovaSeq 6000 sequencing: T0_GI_1", + "SRR20621906": "NovaSeq 6000 sequencing: D44_DG_LEA_H_6", + "SRR20621907": "NovaSeq 6000 sequencing: D44_DG_LEA_H_5", + "SRR20621908": "NovaSeq 6000 sequencing: T0_DG_5", + "SRR20621909": "NovaSeq 6000 sequencing: D44_DG_LEA_H_4", + "SRR20621910": "NovaSeq 6000 sequencing: D44_DG_LEA_H_3", + "SRR20621911": "NovaSeq 6000 sequencing: D44_DG_LEA_H_2", + "SRR20621912": "NovaSeq 6000 sequencing: D44_DG_LEA_H_1", + "SRR20621913": "NovaSeq 6000 sequencing: D44_DG_LEA_L_6", + "SRR20621914": "NovaSeq 6000 sequencing: D44_DG_LEA_L_5", + "SRR20621915": "NovaSeq 6000 sequencing: D44_DG_LEA_L_4", + "SRR20621916": "NovaSeq 6000 sequencing: D44_DG_LEA_L_3", + "SRR20621917": "NovaSeq 6000 sequencing: D44_DG_LEA_L_2", + "SRR20621918": "NovaSeq 6000 sequencing: D44_DG_LEA_L_1", + "SRR20621919": "NovaSeq 6000 sequencing: T0_DG_4", + "SRR20621920": "NovaSeq 6000 sequencing: D44_DG_MR_H_6", + "SRR20621921": "NovaSeq 6000 sequencing: D44_DG_MR_H_5", + "SRR20621922": "NovaSeq 6000 sequencing: D44_DG_MR_H_4", + "SRR20621923": "NovaSeq 6000 sequencing: D44_DG_MR_H_3", + "SRR20621924": "NovaSeq 6000 sequencing: D44_DG_MR_H_2", + "SRR20621925": "NovaSeq 6000 sequencing: D44_DG_MR_H_1", + "SRR20621926": "NovaSeq 6000 sequencing: D44_DG_MR_L_6", + "SRR20621927": "NovaSeq 6000 sequencing: D44_DG_MR_L_5", + "SRR20621928": "NovaSeq 6000 sequencing: D44_DG_MR_L_4", + "SRR20621929": "NovaSeq 6000 sequencing: D44_DG_MR_L_3", + "SRR20621930": "NovaSeq 6000 sequencing: T0_DG_3", + "SRR20621931": "NovaSeq 6000 sequencing: D44_DG_MR_L_2", + "SRR20621932": "NovaSeq 6000 sequencing: D44_DG_MR_L_1", + "SRR20621933": "NovaSeq 6000 sequencing: D44_DG_NAT_6", + "SRR20621934": "NovaSeq 6000 sequencing: D44_DG_NAT_5", + "SRR20621935": "NovaSeq 6000 sequencing: D44_DG_NAT_4", + "SRR20621936": "NovaSeq 6000 sequencing: D44_DG_NAT_3", + "SRR20621937": "NovaSeq 6000 sequencing: D44_DG_NAT_2", + "SRR20621938": "NovaSeq 6000 sequencing: D44_DG_NAT_1", + "SRR20621939": "NovaSeq 6000 sequencing: D44_DG_CTL_6", + "SRR20621940": "NovaSeq 6000 sequencing: D44_DG_CTL_5", + "SRR20621941": "NovaSeq 6000 sequencing: T0_DG_2", + "SRR20621942": "NovaSeq 6000 sequencing: T0_DG_1" + } + } +} diff --git a/data/studies/BERNARDINI2024_TIRE/fastq_manifest.tsv b/data/studies/BERNARDINI2024_TIRE/fastq_manifest.tsv new file mode 100644 index 0000000..871f8e2 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/fastq_manifest.tsv @@ -0,0 +1,319 @@ +run_accession mate url md5 bytes +SRR20045740 1 ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR200/040/SRR20045740/SRR20045740_1.fastq.gz 80074e33d054d8918f888f7faa0937c8 3889518 +SRR20045740 2 ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR200/040/SRR20045740/SRR20045740_2.fastq.gz 990b334cb6bb0863ed6905dbfdb8772d 5625451 +SRR20045741 1 ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR200/041/SRR20045741/SRR20045741_1.fastq.gz 954f0506fae3052d85040cb76267542a 6258961 +SRR20045741 2 ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR200/041/SRR20045741/SRR20045741_2.fastq.gz 3b6b190fed4a1c3da11a7d7cac496ab5 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b/data/studies/BERNARDINI2024_TIRE/samplesheet.tsv @@ -0,0 +1,214 @@ +sample_id run_accession sample_accession sample_alias condition platform day compartment treatment replicate ref_biomaterial collection_date library_layout instrument_model read_count +MiSeq sequencing: T0_DG_T0_1 SRR20045740 SAMN29590722 T0_DG_1 MiSeq_T0_DG_T0 MiSeq T0 DG_ T0_ 1 digestive gland 2021-03-02 PAIRED Illumina MiSeq 43389 +MiSeq sequencing: D41_GI_CTL_1 SRR20045741 SAMN29590770 D41_GI_CTL_1 MiSeq_D41_GI_CTL MiSeq D41 GI_ CTL_ 1 Gills 2021-04-13 PAIRED Illumina MiSeq 56742 +MiSeq sequencing: D44_FSW_NAT_3 SRR20045742 SAMN29590814 FSW_NAT_3 MiSeq_D44_FSW_NAT MiSeq D44 FSW_ NAT_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 95505 +MiSeq sequencing: D44_FSW_NAT_2 SRR20045743 SAMN29590813 FSW_NAT_2 MiSeq_D44_FSW_NAT MiSeq D44 FSW_ NAT_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 63418 +MiSeq sequencing: D44_FSW_NAT_1 SRR20045744 SAMN29590812 FSW_NAT_1 MiSeq_D44_FSW_NAT MiSeq D44 FSW_ NAT_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 54050 +MiSeq sequencing: D44_FSW_MR_L_3 SRR20045745 SAMN29590817 FSW_MR_L_3 MiSeq_D44_FSW_MR_L MiSeq D44 FSW_ MR_L_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 65061 +MiSeq sequencing: D44_FSW_MR_L_2 SRR20045746 SAMN29590816 FSW_MR_L_2 MiSeq_D44_FSW_MR_L MiSeq D44 FSW_ MR_L_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 67786 +MiSeq sequencing: D44_FSW_MR_L_1 SRR20045747 SAMN29590815 FSW_MR_L_1 MiSeq_D44_FSW_MR_L MiSeq D44 FSW_ MR_L_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 107056 +MiSeq sequencing: D44_FSW_CTL_3 SRR20045748 SAMN29590811 FSW_CTL_3 MiSeq_D44_FSW_CTL MiSeq D44 FSW_ CTL_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 45864 +MiSeq sequencing: D44_FSW_CTL_2 SRR20045749 SAMN29590810 FSW_CTL_2 MiSeq_D44_FSW_CTL MiSeq D44 FSW_ CTL_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 49316 +MiSeq sequencing: D44_FSW_CTL_1 SRR20045750 SAMN29590809 FSW_CTL_1 MiSeq_D44_FSW_CTL MiSeq D44 FSW_ CTL_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 75469 +MiSeq sequencing: D44_DG_NAT_6 SRR20045751 SAMN29590739 D44_DG_NAT_6 MiSeq_D44_DG_NAT MiSeq D44 DG_ NAT_ 6 digestive gland 2021-04-13 PAIRED Illumina MiSeq 29000 +MiSeq sequencing: D41_FSW_MR_H_3 SRR20045752 SAMN29590820 FSW_MR_H_3 MiSeq_D41_FSW_MR_H MiSeq D41 FSW_ MR_H_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 63813 +MiSeq sequencing: D44_DG_NAT_5 SRR20045753 SAMN29590738 D44_DG_NAT_5 MiSeq_D44_DG_NAT MiSeq D44 DG_ NAT_ 5 digestive gland 2021-04-13 PAIRED Illumina MiSeq 43702 +MiSeq sequencing: D44_DG_NAT_4 SRR20045754 SAMN29590737 D44_DG_NAT_4 MiSeq_D44_DG_NAT MiSeq D44 DG_ NAT_ 4 digestive gland 2021-04-13 PAIRED Illumina MiSeq 60939 +MiSeq sequencing: D44_DG_NAT_3 SRR20045755 SAMN29590736 D44_DG_NAT_3 MiSeq_D44_DG_NAT MiSeq D44 DG_ NAT_ 3 digestive gland 2021-04-13 PAIRED Illumina MiSeq 61303 +MiSeq sequencing: D44_DG_NAT_2 SRR20045756 SAMN29590735 D44_DG_NAT_2 MiSeq_D44_DG_NAT MiSeq D44 DG_ NAT_ 2 digestive gland 2021-04-13 PAIRED Illumina MiSeq 73619 +MiSeq sequencing: D44_DG_NAT_1 SRR20045757 SAMN29590734 D44_DG_NAT_1 MiSeq_D44_DG_NAT MiSeq D44 DG_ NAT_ 1 digestive gland 2021-04-13 PAIRED Illumina MiSeq 48356 +MiSeq sequencing: D44_DG_MR_L_6 SRR20045758 SAMN29590745 D44_DG_MR_L_6 MiSeq_D44_DG_MR_L MiSeq D44 DG_ MR_L_ 6 digestive gland 2021-04-13 PAIRED Illumina MiSeq 35044 +MiSeq sequencing: D44_DG_MR_L_5 SRR20045759 SAMN29590744 D44_DG_MR_L_5 MiSeq_D44_DG_MR_L MiSeq D44 DG_ MR_L_ 5 digestive gland 2021-04-13 PAIRED Illumina MiSeq 51721 +MiSeq sequencing: D44_DG_MR_L_4 SRR20045760 SAMN29590743 D44_DG_MR_L_4 MiSeq_D44_DG_MR_L MiSeq D44 DG_ MR_L_ 4 digestive gland 2021-04-13 PAIRED Illumina MiSeq 35700 +MiSeq sequencing: D44_DG_MR_L_3 SRR20045761 SAMN29590742 D44_DG_MR_L_3 MiSeq_D44_DG_MR_L MiSeq D44 DG_ MR_L_ 3 digestive gland 2021-04-13 PAIRED Illumina MiSeq 55671 +MiSeq sequencing: D44_DG_MR_L_2 SRR20045762 SAMN29590741 D44_DG_MR_L_2 MiSeq_D44_DG_MR_L MiSeq D44 DG_ MR_L_ 2 digestive gland 2021-04-13 PAIRED Illumina MiSeq 21624 +MiSeq sequencing: D41_FSW_MR_H_2 SRR20045763 SAMN29590819 FSW_MR_H_2 MiSeq_D41_FSW_MR_H MiSeq D41 FSW_ MR_H_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 47619 +MiSeq sequencing: D44_DG_MR_L_1 SRR20045764 SAMN29590740 D44_DG_MR_L_1 MiSeq_D44_DG_MR_L MiSeq D44 DG_ MR_L_ 1 digestive gland 2021-04-13 PAIRED Illumina MiSeq 40002 +MiSeq sequencing: D44_DG_MR_H_6 SRR20045765 SAMN29590751 D44_DG_MR_H_6 MiSeq_D44_DG_MR_H MiSeq D44 DG_ MR_H_ 6 digestive gland 2021-04-13 PAIRED Illumina MiSeq 44603 +MiSeq sequencing: D44_DG_MR_H_5 SRR20045766 SAMN29590750 D44_DG_MR_H_5 MiSeq_D44_DG_MR_H MiSeq D44 DG_ MR_H_ 5 digestive gland 2021-04-13 PAIRED Illumina MiSeq 52861 +MiSeq sequencing: D44_DG_MR_H_4 SRR20045767 SAMN29590749 D44_DG_MR_H_4 MiSeq_D44_DG_MR_H MiSeq D44 DG_ MR_H_ 4 digestive gland 2021-04-13 PAIRED Illumina MiSeq 39969 +MiSeq sequencing: D44_DG_MR_H_3 SRR20045768 SAMN29590748 D44_DG_MR_H_3 MiSeq_D44_DG_MR_H MiSeq D44 DG_ MR_H_ 3 digestive gland 2021-04-13 PAIRED Illumina MiSeq 48394 +MiSeq sequencing: D44_DG_MR_H_2 SRR20045769 SAMN29590747 D44_DG_MR_H_2 MiSeq_D44_DG_MR_H MiSeq D44 DG_ MR_H_ 2 digestive gland 2021-04-13 PAIRED Illumina MiSeq 45660 +MiSeq sequencing: D44_DG_MR_H_1 SRR20045770 SAMN29590746 D44_DG_MR_H_1 MiSeq_D44_DG_MR_H MiSeq D44 DG_ MR_H_ 1 digestive gland 2021-04-13 PAIRED Illumina MiSeq 41764 +MiSeq sequencing: D44_DG_LEA_L_6 SRR20045771 SAMN29590757 D44_DG_LEA_L_6 MiSeq_D44_DG_LEA_L MiSeq D44 DG_ LEA_L_ 6 digestive gland 2021-04-13 PAIRED Illumina MiSeq 25715 +MiSeq sequencing: D44_DG_LEA_L_5 SRR20045772 SAMN29590756 D44_DG_LEA_L_5 MiSeq_D44_DG_LEA_L MiSeq D44 DG_ LEA_L_ 5 digestive gland 2021-04-13 PAIRED Illumina MiSeq 41743 +MiSeq sequencing: D44_DG_LEA_L_4 SRR20045773 SAMN29590755 D44_DG_LEA_L_4 MiSeq_D44_DG_LEA_L MiSeq D44 DG_ LEA_L_ 4 digestive gland 2021-04-13 PAIRED Illumina MiSeq 65530 +MiSeq sequencing: D41_FSW_MR_H_1 SRR20045774 SAMN29590818 FSW_MR_H_1 MiSeq_D41_FSW_MR_H MiSeq D41 FSW_ MR_H_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 48209 +MiSeq sequencing: D44_DG_LEA_L_3 SRR20045775 SAMN29590754 D44_DG_LEA_L_3 MiSeq_D44_DG_LEA_L MiSeq D44 DG_ LEA_L_ 3 digestive gland 2021-04-13 PAIRED Illumina MiSeq 52671 +MiSeq sequencing: D44_DG_LEA_L_2 SRR20045776 SAMN29590753 D44_DG_LEA_L_2 MiSeq_D44_DG_LEA_L MiSeq D44 DG_ LEA_L_ 2 digestive gland 2021-04-13 PAIRED Illumina MiSeq 31409 +MiSeq sequencing: D44_DG_LEA_L_1 SRR20045777 SAMN29590752 D44_DG_LEA_L_1 MiSeq_D44_DG_LEA_L MiSeq D44 DG_ LEA_L_ 1 digestive gland 2021-04-13 PAIRED Illumina MiSeq 43132 +MiSeq sequencing: D44_DG_LEA_H_6 SRR20045778 SAMN29590763 D44_DG_LEA_H_6 MiSeq_D44_DG_LEA_H MiSeq D44 DG_ LEA_H_ 6 digestive gland 2021-04-13 PAIRED Illumina MiSeq 37166 +MiSeq sequencing: D44_DG_LEA_H_5 SRR20045779 SAMN29590762 D44_DG_LEA_H_5 MiSeq_D44_DG_LEA_H MiSeq D44 DG_ LEA_H_ 5 digestive gland 2021-04-13 PAIRED Illumina MiSeq 49468 +MiSeq sequencing: D44_DG_LEA_H_4 SRR20045780 SAMN29590761 D44_DG_LEA_H_4 MiSeq_D44_DG_LEA_H MiSeq D44 DG_ LEA_H_ 4 digestive gland 2021-04-13 PAIRED Illumina MiSeq 45725 +MiSeq sequencing: D44_DG_LEA_H_3 SRR20045781 SAMN29590760 D44_DG_LEA_H_3 MiSeq_D44_DG_LEA_H MiSeq D44 DG_ LEA_H_ 3 digestive gland 2021-04-13 PAIRED Illumina MiSeq 64333 +MiSeq sequencing: D44_DG_LEA_H_2 SRR20045782 SAMN29590759 D44_DG_LEA_H_2 MiSeq_D44_DG_LEA_H MiSeq D44 DG_ LEA_H_ 2 digestive gland 2021-04-13 PAIRED Illumina MiSeq 70356 +MiSeq sequencing: D44_DG_LEA_H_1 SRR20045783 SAMN29590758 D44_DG_LEA_H_1 MiSeq_D44_DG_LEA_H MiSeq D44 DG_ LEA_H_ 1 digestive gland 2021-04-13 PAIRED Illumina MiSeq 64933 +MiSeq sequencing: D44_DG_CTL_6 SRR20045784 SAMN29590733 D44_DG_CTL_6 MiSeq_D44_DG_CTL MiSeq D44 DG_ CTL_ 6 digestive gland 2021-04-13 PAIRED Illumina MiSeq 47064 +MiSeq sequencing: D41_FSW_LEA_L_3 SRR20045785 SAMN29590823 FSW_LEA_L_3 MiSeq_D41_FSW_LEA_L MiSeq D41 FSW_ LEA_L_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 46600 +MiSeq sequencing: D44_DG_CTL_5 SRR20045786 SAMN29590732 D44_DG_CTL_5 MiSeq_D44_DG_CTL MiSeq D44 DG_ CTL_ 5 digestive gland 2021-04-13 PAIRED Illumina MiSeq 45440 +MiSeq sequencing: D44_DG_CTL_4 SRR20045787 SAMN29590731 D44_DG_CTL_4 MiSeq_D44_DG_CTL MiSeq D44 DG_ CTL_ 4 digestive gland 2021-04-13 PAIRED Illumina MiSeq 42759 +MiSeq sequencing: D44_DG_CTL_3 SRR20045788 SAMN29590730 D44_DG_CTL_3 MiSeq_D44_DG_CTL MiSeq D44 DG_ CTL_ 3 digestive gland 2021-04-13 PAIRED Illumina MiSeq 35034 +MiSeq sequencing: D44_DG_CTL_2 SRR20045789 SAMN29590729 D44_DG_CTL_2 MiSeq_D44_DG_CTL MiSeq D44 DG_ CTL_ 2 digestive gland 2021-04-13 PAIRED Illumina MiSeq 230 +MiSeq sequencing: D44_DG_CTL_1 SRR20045790 SAMN29590728 D44_DG_CTL_1 MiSeq_D44_DG_CTL MiSeq D44 DG_ CTL_ 1 digestive gland 2021-04-13 PAIRED Illumina MiSeq 52380 +MiSeq sequencing: D41_GI_NAT_6 SRR20045791 SAMN29590781 D41_GI_NAT_6 MiSeq_D41_GI_NAT MiSeq D41 GI_ NAT_ 6 Gills 2021-04-13 PAIRED Illumina MiSeq 49309 +MiSeq sequencing: D41_GI_NAT_5 SRR20045792 SAMN29590780 D41_GI_NAT_5 MiSeq_D41_GI_NAT MiSeq D41 GI_ NAT_ 5 Gills 2021-04-13 PAIRED Illumina MiSeq 50331 +MiSeq sequencing: D41_GI_NAT_4 SRR20045793 SAMN29590779 D41_GI_NAT_4 MiSeq_D41_GI_NAT MiSeq D41 GI_ NAT_ 4 Gills 2021-04-13 PAIRED Illumina MiSeq 39880 +MiSeq sequencing: D41_GI_NAT_3 SRR20045794 SAMN29590778 D41_GI_NAT_3 MiSeq_D41_GI_NAT MiSeq D41 GI_ NAT_ 3 Gills 2021-04-13 PAIRED Illumina MiSeq 47574 +MiSeq sequencing: D41_GI_NAT_2 SRR20045795 SAMN29590777 D41_GI_NAT_2 MiSeq_D41_GI_NAT MiSeq D41 GI_ NAT_ 2 Gills 2021-04-13 PAIRED Illumina MiSeq 47721 +MiSeq sequencing: D41_FSW_LEA_L_2 SRR20045796 SAMN29590822 FSW_LEA_L_2 MiSeq_D41_FSW_LEA_L MiSeq D41 FSW_ LEA_L_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 53759 +MiSeq sequencing: D41_GI_NAT_1 SRR20045797 SAMN29590776 D41_GI_NAT_1 MiSeq_D41_GI_NAT MiSeq D41 GI_ NAT_ 1 Gills 2021-04-13 PAIRED Illumina MiSeq 68124 +MiSeq sequencing: D41_GI_MR_L_6 SRR20045798 SAMN29590787 D41_GI_MR_L_6 MiSeq_D41_GI_MR_L MiSeq D41 GI_ MR_L_ 6 Gills 2021-04-13 PAIRED Illumina MiSeq 57233 +MiSeq sequencing: D41_GI_MR_L_5 SRR20045799 SAMN29590786 D41_GI_MR_L_5 MiSeq_D41_GI_MR_L MiSeq D41 GI_ MR_L_ 5 Gills 2021-04-13 PAIRED Illumina MiSeq 58666 +MiSeq sequencing: D41_GI_MR_L_4 SRR20045800 SAMN29590785 D41_GI_MR_L_4 MiSeq_D41_GI_MR_L MiSeq D41 GI_ MR_L_ 4 Gills 2021-04-13 PAIRED Illumina MiSeq 40566 +MiSeq sequencing: D41_GI_MR_L_3 SRR20045801 SAMN29590784 D41_GI_MR_L_3 MiSeq_D41_GI_MR_L MiSeq D41 GI_ MR_L_ 3 Gills 2021-04-13 PAIRED Illumina MiSeq 57116 +MiSeq sequencing: D41_GI_MR_L_2 SRR20045802 SAMN29590783 D41_GI_MR_L_2 MiSeq_D41_GI_MR_L MiSeq D41 GI_ MR_L_ 2 Gills 2021-04-13 PAIRED Illumina MiSeq 78529 +MiSeq sequencing: D41_GI_MR_L_1 SRR20045803 SAMN29590782 D41_GI_MR_L_1 MiSeq_D41_GI_MR_L MiSeq D41 GI_ MR_L_ 1 Gills 2021-04-13 PAIRED Illumina MiSeq 47033 +MiSeq sequencing: T0_GI_T0_1 SRR20045804 SAMN29590764 T0_GI_1 MiSeq_T0_GI_T0 MiSeq T0 GI_ T0_ 1 Gills 2021-03-02 PAIRED Illumina MiSeq 40034 +MiSeq sequencing: T0_FSW_T0_3 SRR20045805 SAMN29590808 FSW_3 MiSeq_T0_FSW_T0 MiSeq T0 FSW_ T0_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 41785 +MiSeq sequencing: T0_FSW_T0_2 SRR20045806 SAMN29590807 FSW_2 MiSeq_T0_FSW_T0 MiSeq T0 FSW_ T0_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 71423 +MiSeq sequencing: T0_FSW_T0_1 SRR20045807 SAMN29590806 FSW_1 MiSeq_T0_FSW_T0 MiSeq T0 FSW_ T0_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 48477 +MiSeq sequencing: T0_DG_T0_6 SRR20045808 SAMN29590727 T0_DG_6 MiSeq_T0_DG_T0 MiSeq T0 DG_ T0_ 6 digestive gland 2021-03-02 PAIRED Illumina MiSeq 65440 +MiSeq sequencing: T0_DG_T0_5 SRR20045809 SAMN29590726 T0_DG_5 MiSeq_T0_DG_T0 MiSeq T0 DG_ T0_ 5 digestive gland 2021-03-02 PAIRED Illumina MiSeq 89922 +MiSeq sequencing: T0_DG_T0_4 SRR20045810 SAMN29590725 T0_DG_4 MiSeq_T0_DG_T0 MiSeq T0 DG_ T0_ 4 digestive gland 2021-03-02 PAIRED Illumina MiSeq 61993 +MiSeq sequencing: T0_DG_T0_3 SRR20045811 SAMN29590724 T0_DG_3 MiSeq_T0_DG_T0 MiSeq T0 DG_ T0_ 3 digestive gland 2021-03-02 PAIRED Illumina MiSeq 38074 +MiSeq sequencing: T0_DG_T0_2 SRR20045812 SAMN29590723 T0_DG_2 MiSeq_T0_DG_T0 MiSeq T0 DG_ T0_ 2 digestive gland 2021-03-02 PAIRED Illumina MiSeq 61357 +MiSeq sequencing: D41_GI_MR_H_6 SRR20045813 SAMN29590793 D41_GI_MR_H_6 MiSeq_D41_GI_MR_H MiSeq D41 GI_ MR_H_ 6 Gills 2021-04-13 PAIRED Illumina MiSeq 261 +MiSeq sequencing: D41_GI_MR_H_5 SRR20045814 SAMN29590792 D41_GI_MR_H_5 MiSeq_D41_GI_MR_H MiSeq D41 GI_ MR_H_ 5 Gills 2021-04-13 PAIRED Illumina MiSeq 68011 +MiSeq sequencing: D41_GI_MR_H_4 SRR20045815 SAMN29590791 D41_GI_MR_H_4 MiSeq_D41_GI_MR_H MiSeq D41 GI_ MR_H_ 4 Gills 2021-04-13 PAIRED Illumina MiSeq 61722 +MiSeq sequencing: D41_FSW_LEA_L_1 SRR20045816 SAMN29590821 FSW_LEA_L_1 MiSeq_D41_FSW_LEA_L MiSeq D41 FSW_ LEA_L_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 47978 +MiSeq sequencing: D41_GI_MR_H_3 SRR20045817 SAMN29590790 D41_GI_MR_H_3 MiSeq_D41_GI_MR_H MiSeq D41 GI_ MR_H_ 3 Gills 2021-04-13 PAIRED Illumina MiSeq 88285 +MiSeq sequencing: D41_GI_MR_H_2 SRR20045818 SAMN29590789 D41_GI_MR_H_2 MiSeq_D41_GI_MR_H MiSeq D41 GI_ MR_H_ 2 Gills 2021-04-13 PAIRED Illumina MiSeq 49494 +MiSeq sequencing: D41_GI_MR_H_1 SRR20045819 SAMN29590788 D41_GI_MR_H_1 MiSeq_D41_GI_MR_H MiSeq D41 GI_ MR_H_ 1 Gills 2021-04-13 PAIRED Illumina MiSeq 39107 +MiSeq sequencing: D41_GI_LEA_L_6 SRR20045820 SAMN29590799 D41_GI_LEA_L_6 MiSeq_D41_GI_LEA_L MiSeq D41 GI_ LEA_L_ 6 Gills 2021-04-13 PAIRED Illumina MiSeq 84603 +MiSeq sequencing: D41_GI_LEA_L_5 SRR20045821 SAMN29590798 D41_GI_LEA_L_5 MiSeq_D41_GI_LEA_L MiSeq D41 GI_ LEA_L_ 5 Gills 2021-04-13 PAIRED Illumina MiSeq 79152 +MiSeq sequencing: D41_GI_LEA_L_4 SRR20045822 SAMN29590797 D41_GI_LEA_L_4 MiSeq_D41_GI_LEA_L MiSeq D41 GI_ LEA_L_ 4 Gills 2021-04-13 PAIRED Illumina MiSeq 51521 +MiSeq sequencing: D41_GI_LEA_L_3 SRR20045823 SAMN29590796 D41_GI_LEA_L_3 MiSeq_D41_GI_LEA_L MiSeq D41 GI_ LEA_L_ 3 Gills 2021-04-13 PAIRED Illumina MiSeq 55968 +MiSeq sequencing: D41_GI_LEA_L_2 SRR20045824 SAMN29590795 D41_GI_LEA_L_2 MiSeq_D41_GI_LEA_L MiSeq D41 GI_ LEA_L_ 2 Gills 2021-04-13 PAIRED Illumina MiSeq 46207 +MiSeq sequencing: D41_GI_LEA_L_1 SRR20045825 SAMN29590794 D41_GI_LEA_L_1 MiSeq_D41_GI_LEA_L MiSeq D41 GI_ LEA_L_ 1 Gills 2021-04-13 PAIRED Illumina MiSeq 55163 +MiSeq sequencing: D41_GI_LEA_H_6 SRR20045826 SAMN29590805 D41_GI_LEA_H_6 MiSeq_D41_GI_LEA_H MiSeq D41 GI_ LEA_H_ 6 Gills 2021-04-13 PAIRED Illumina MiSeq 52553 +MiSeq sequencing: D41_FSW_LEA_H_3 SRR20045827 SAMN29590826 FSW_LEA_H_3 MiSeq_D41_FSW_LEA_H MiSeq D41 FSW_ LEA_H_ 3 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 69833 +MiSeq sequencing: D41_GI_LEA_H_5 SRR20045828 SAMN29590804 D41_GI_LEA_H_5 MiSeq_D41_GI_LEA_H MiSeq D41 GI_ LEA_H_ 5 Gills 2021-04-13 PAIRED Illumina MiSeq 44963 +MiSeq sequencing: D41_GI_LEA_H_4 SRR20045829 SAMN29590803 D41_GI_LEA_H_4 MiSeq_D41_GI_LEA_H MiSeq D41 GI_ LEA_H_ 4 Gills 2021-04-13 PAIRED Illumina MiSeq 39785 +MiSeq sequencing: D41_GI_LEA_H_3 SRR20045830 SAMN29590802 D41_GI_LEA_H_3 MiSeq_D41_GI_LEA_H MiSeq D41 GI_ LEA_H_ 3 Gills 2021-04-13 PAIRED Illumina MiSeq 44438 +MiSeq sequencing: D41_GI_LEA_H_2 SRR20045831 SAMN29590801 D41_GI_LEA_H_2 MiSeq_D41_GI_LEA_H MiSeq D41 GI_ LEA_H_ 2 Gills 2021-04-13 PAIRED Illumina MiSeq 212 +MiSeq sequencing: D41_GI_LEA_H_1 SRR20045832 SAMN29590800 D41_GI_LEA_H_1 MiSeq_D41_GI_LEA_H MiSeq D41 GI_ LEA_H_ 1 Gills 2021-04-13 PAIRED Illumina MiSeq 73294 +MiSeq sequencing: D41_GI_CTL_6 SRR20045833 SAMN29590775 D41_GI_CTL_6 MiSeq_D41_GI_CTL MiSeq D41 GI_ CTL_ 6 Gills 2021-04-13 PAIRED Illumina MiSeq 63100 +MiSeq sequencing: D41_GI_CTL_5 SRR20045834 SAMN29590774 D41_GI_CTL_5 MiSeq_D41_GI_CTL MiSeq D41 GI_ CTL_ 5 Gills 2021-04-13 PAIRED Illumina MiSeq 82744 +MiSeq sequencing: D41_GI_CTL_4 SRR20045835 SAMN29590773 D41_GI_CTL_4 MiSeq_D41_GI_CTL MiSeq D41 GI_ CTL_ 4 Gills 2021-04-13 PAIRED Illumina MiSeq 51949 +MiSeq sequencing: D41_GI_CTL_3 SRR20045836 SAMN29590772 D41_GI_CTL_3 MiSeq_D41_GI_CTL MiSeq D41 GI_ CTL_ 3 Gills 2021-04-13 PAIRED Illumina MiSeq 51640 +MiSeq sequencing: T0_GI_T0_6 SRR20045837 SAMN29590769 T0_GI_6 MiSeq_T0_GI_T0 MiSeq T0 GI_ T0_ 6 Gills 2021-03-02 PAIRED Illumina MiSeq 38331 +MiSeq sequencing: T0_GI_T0_5 SRR20045838 SAMN29590768 T0_GI_5 MiSeq_T0_GI_T0 MiSeq T0 GI_ T0_ 5 Gills 2021-03-02 PAIRED Illumina MiSeq 54360 +MiSeq sequencing: T0_GI_T0_4 SRR20045839 SAMN29590767 T0_GI_4 MiSeq_T0_GI_T0 MiSeq T0 GI_ T0_ 4 Gills 2021-03-02 PAIRED Illumina MiSeq 48654 +MiSeq sequencing: T0_GI_T0_3 SRR20045840 SAMN29590766 T0_GI_3 MiSeq_T0_GI_T0 MiSeq T0 GI_ T0_ 3 Gills 2021-03-02 PAIRED Illumina MiSeq 37980 +MiSeq sequencing: T0_GI_T0_2 SRR20045841 SAMN29590765 T0_GI_2 MiSeq_T0_GI_T0 MiSeq T0 GI_ T0_ 2 Gills 2021-03-02 PAIRED Illumina MiSeq 49616 +MiSeq sequencing: D41_GI_CTL_2 SRR20045842 SAMN29590771 D41_GI_CTL_2 MiSeq_D41_GI_CTL MiSeq D41 GI_ CTL_ 2 Gills 2021-04-13 PAIRED Illumina MiSeq 64270 +MiSeq sequencing: D41_FSW_LEA_H_2 SRR20045843 SAMN29590825 FSW_LEA_H_2 MiSeq_D41_FSW_LEA_H MiSeq D41 FSW_ LEA_H_ 2 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 13869 +MiSeq sequencing: D41_FSW_LEA_H_1 SRR20045844 SAMN29590824 FSW_LEA_H_1 MiSeq_D41_FSW_LEA_H MiSeq D41 FSW_ LEA_H_ 1 Filtered seawater 2021-04-13 PAIRED Illumina MiSeq 40883 +NovaSeq 6000 sequencing: D44_LEA_L_2 SRR20227826 SAMN29642587 D44_LEA_L_2 NovaSeq_6000_D44_NA_LEA_L NovaSeq 6000 D44 LEA_L_ 2 2021-04-13 SINGLE Illumina NovaSeq 6000 8165244 +NovaSeq 6000 sequencing: D44_LEA_L_1 SRR20227827 SAMN29642586 D44_LEA_L_1 NovaSeq_6000_D44_NA_LEA_L NovaSeq 6000 D44 LEA_L_ 1 2021-04-13 SINGLE Illumina NovaSeq 6000 8111462 +NovaSeq 6000 sequencing: D44_LEA_H_4 SRR20227828 SAMN29642585 D44_LEA_H_4 NovaSeq_6000_D44_NA_LEA_H NovaSeq 6000 D44 LEA_H_ 4 2021-04-13 SINGLE Illumina NovaSeq 6000 6645641 +NovaSeq 6000 sequencing: D44_LEA_H_3 SRR20227829 SAMN29642584 D44_LEA_H_3 NovaSeq_6000_D44_NA_LEA_H NovaSeq 6000 D44 LEA_H_ 3 2021-04-13 SINGLE Illumina NovaSeq 6000 5417438 +NovaSeq 6000 sequencing: D44_LEA_H_2 SRR20227830 SAMN29642583 D44_LEA_H_2 NovaSeq_6000_D44_NA_LEA_H NovaSeq 6000 D44 LEA_H_ 2 2021-04-13 SINGLE Illumina NovaSeq 6000 7818652 +NovaSeq 6000 sequencing: D44_LEA_H_1 SRR20227831 SAMN29642582 D44_LEA_H_1 NovaSeq_6000_D44_NA_LEA_H NovaSeq 6000 D44 LEA_H_ 1 2021-04-13 SINGLE Illumina NovaSeq 6000 7172574 +NovaSeq 6000 sequencing: D44_CTL_4 SRR20227832 SAMN29642581 D44_CTL_4 NovaSeq_6000_D44_NA_CTL NovaSeq 6000 D44 CTL_ 4 2021-04-13 SINGLE Illumina NovaSeq 6000 7327201 +NovaSeq 6000 sequencing: D44_NAT_4 SRR20227833 SAMN29642601 D44_NAT_4 NovaSeq_6000_D44_NA_NAT NovaSeq 6000 D44 NAT_ 4 2021-04-13 SINGLE Illumina NovaSeq 6000 7150102 +NovaSeq 6000 sequencing: D44_NAT_3 SRR20227834 SAMN29642600 D44_NAT_3 NovaSeq_6000_D44_NA_NAT NovaSeq 6000 D44 NAT_ 3 2021-04-13 SINGLE Illumina NovaSeq 6000 5972413 +NovaSeq 6000 sequencing: D44_NAT_2 SRR20227835 SAMN29642599 D44_NAT_2 NovaSeq_6000_D44_NA_NAT NovaSeq 6000 D44 NAT_ 2 2021-04-13 SINGLE Illumina NovaSeq 6000 6107355 +NovaSeq 6000 sequencing: D44_NAT_1 SRR20227836 SAMN29642598 D44_NAT_1 NovaSeq_6000_D44_NA_NAT NovaSeq 6000 D44 NAT_ 1 2021-04-13 SINGLE Illumina NovaSeq 6000 6922400 +NovaSeq 6000 sequencing: D44_CTL_3 SRR20227837 SAMN29642580 D44_CTL_3 NovaSeq_6000_D44_NA_CTL NovaSeq 6000 D44 CTL_ 3 2021-04-13 SINGLE Illumina NovaSeq 6000 7250182 +NovaSeq 6000 sequencing: D44_MR_L_4 SRR20227838 SAMN29642597 D44_MR_L_4 NovaSeq_6000_D44_NA_MR_L NovaSeq 6000 D44 MR_L_ 4 2021-04-13 SINGLE Illumina NovaSeq 6000 7583220 +NovaSeq 6000 sequencing: D44_MR_L_3 SRR20227839 SAMN29642596 D44_MR_L_3 NovaSeq_6000_D44_NA_MR_L NovaSeq 6000 D44 MR_L_ 3 2021-04-13 SINGLE Illumina NovaSeq 6000 6971094 +NovaSeq 6000 sequencing: D44_MR_L_2 SRR20227840 SAMN29642595 D44_MR_L_2 NovaSeq_6000_D44_NA_MR_L NovaSeq 6000 D44 MR_L_ 2 2021-04-13 SINGLE Illumina NovaSeq 6000 7471240 +NovaSeq 6000 sequencing: D44_MR_L_1 SRR20227841 SAMN29642594 D44_MR_L_1 NovaSeq_6000_D44_NA_MR_L NovaSeq 6000 D44 MR_L_ 1 2021-04-13 SINGLE Illumina NovaSeq 6000 6394795 +NovaSeq 6000 sequencing: D44_MR_H_4 SRR20227842 SAMN29642593 D44_MR_H_4 NovaSeq_6000_D44_NA_MR_H NovaSeq 6000 D44 MR_H_ 4 2021-04-13 SINGLE Illumina NovaSeq 6000 7721329 +NovaSeq 6000 sequencing: D44_MR_H_3 SRR20227843 SAMN29642592 D44_MR_H_3 NovaSeq_6000_D44_NA_MR_H NovaSeq 6000 D44 MR_H_ 3 2021-04-13 SINGLE Illumina NovaSeq 6000 7303846 +NovaSeq 6000 sequencing: D44_MR_H_2 SRR20227844 SAMN29642591 D44_MR_H_2 NovaSeq_6000_D44_NA_MR_H NovaSeq 6000 D44 MR_H_ 2 2021-04-13 SINGLE Illumina NovaSeq 6000 7255148 +NovaSeq 6000 sequencing: D44_MR_H_1 SRR20227845 SAMN29642590 D44_MR_H_1 NovaSeq_6000_D44_NA_MR_H NovaSeq 6000 D44 MR_H_ 1 2021-04-13 SINGLE Illumina NovaSeq 6000 6838506 +NovaSeq 6000 sequencing: D44_LEA_L_4 SRR20227846 SAMN29642589 D44_LEA_L_4 NovaSeq_6000_D44_NA_LEA_L NovaSeq 6000 D44 LEA_L_ 4 2021-04-13 SINGLE Illumina NovaSeq 6000 7462478 +NovaSeq 6000 sequencing: D44_LEA_L_3 SRR20227847 SAMN29642588 D44_LEA_L_3 NovaSeq_6000_D44_NA_LEA_L NovaSeq 6000 D44 LEA_L_ 3 2021-04-13 SINGLE Illumina NovaSeq 6000 7875002 +NovaSeq 6000 sequencing: D44_CTL_2 SRR20227848 SAMN29642579 D44_CTL_2 NovaSeq_6000_D44_NA_CTL NovaSeq 6000 D44 CTL_ 2 2021-04-13 SINGLE Illumina NovaSeq 6000 8228404 +NovaSeq 6000 sequencing: D44_CTL_1 SRR20227849 SAMN29642578 D44_CTL_1 NovaSeq_6000_D44_NA_CTL NovaSeq 6000 D44 CTL_ 1 2021-04-13 SINGLE Illumina NovaSeq 6000 8162479 +NovaSeq 6000 sequencing: D44_DG_CTL_4 SRR20621859 SAMN29590731 D44_DG_CTL_4 NovaSeq_6000_D44_DG_CTL NovaSeq 6000 D44 DG_ CTL_ 4 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6097097 +NovaSeq 6000 sequencing: D41_GI_LEA_H_6 SRR20621860 SAMN29590805 D41_GI_LEA_H_6 NovaSeq_6000_D41_GI_LEA_H NovaSeq 6000 D41 GI_ LEA_H_ 6 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6322316 +NovaSeq 6000 sequencing: D41_GI_LEA_H_5 SRR20621861 SAMN29590804 D41_GI_LEA_H_5 NovaSeq_6000_D41_GI_LEA_H NovaSeq 6000 D41 GI_ LEA_H_ 5 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6950250 +NovaSeq 6000 sequencing: D41_GI_LEA_H_4 SRR20621862 SAMN29590803 D41_GI_LEA_H_4 NovaSeq_6000_D41_GI_LEA_H NovaSeq 6000 D41 GI_ LEA_H_ 4 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 8305072 +NovaSeq 6000 sequencing: D41_GI_LEA_H_3 SRR20621863 SAMN29590802 D41_GI_LEA_H_3 NovaSeq_6000_D41_GI_LEA_H NovaSeq 6000 D41 GI_ LEA_H_ 3 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7926274 +NovaSeq 6000 sequencing: D44_DG_CTL_3 SRR20621864 SAMN29590730 D44_DG_CTL_3 NovaSeq_6000_D44_DG_CTL NovaSeq 6000 D44 DG_ CTL_ 3 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7355872 +NovaSeq 6000 sequencing: D41_GI_LEA_H_2 SRR20621865 SAMN29590801 D41_GI_LEA_H_2 NovaSeq_6000_D41_GI_LEA_H NovaSeq 6000 D41 GI_ LEA_H_ 2 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6695628 +NovaSeq 6000 sequencing: D41_GI_LEA_H_1 SRR20621866 SAMN29590800 D41_GI_LEA_H_1 NovaSeq_6000_D41_GI_LEA_H NovaSeq 6000 D41 GI_ LEA_H_ 1 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6311291 +NovaSeq 6000 sequencing: D41_GI_LEA_L_6 SRR20621867 SAMN29590799 D41_GI_LEA_L_6 NovaSeq_6000_D41_GI_LEA_L NovaSeq 6000 D41 GI_ LEA_L_ 6 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6702860 +NovaSeq 6000 sequencing: D41_GI_LEA_L_5 SRR20621868 SAMN29590798 D41_GI_LEA_L_5 NovaSeq_6000_D41_GI_LEA_L NovaSeq 6000 D41 GI_ LEA_L_ 5 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7179921 +NovaSeq 6000 sequencing: D41_GI_LEA_L_4 SRR20621869 SAMN29590797 D41_GI_LEA_L_4 NovaSeq_6000_D41_GI_LEA_L NovaSeq 6000 D41 GI_ LEA_L_ 4 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6890826 +NovaSeq 6000 sequencing: D41_GI_LEA_L_3 SRR20621870 SAMN29590796 D41_GI_LEA_L_3 NovaSeq_6000_D41_GI_LEA_L NovaSeq 6000 D41 GI_ LEA_L_ 3 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6760977 +NovaSeq 6000 sequencing: D41_GI_LEA_L_2 SRR20621871 SAMN29590795 D41_GI_LEA_L_2 NovaSeq_6000_D41_GI_LEA_L NovaSeq 6000 D41 GI_ LEA_L_ 2 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 5476709 +NovaSeq 6000 sequencing: D41_GI_LEA_L_1 SRR20621872 SAMN29590794 D41_GI_LEA_L_1 NovaSeq_6000_D41_GI_LEA_L NovaSeq 6000 D41 GI_ LEA_L_ 1 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6976599 +NovaSeq 6000 sequencing: D41_GI_MR_H_6 SRR20621873 SAMN29590793 D41_GI_MR_H_6 NovaSeq_6000_D41_GI_MR_H NovaSeq 6000 D41 GI_ MR_H_ 6 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6834604 +NovaSeq 6000 sequencing: D41_GI_MR_H_5 SRR20621874 SAMN29590792 D41_GI_MR_H_5 NovaSeq_6000_D41_GI_MR_H NovaSeq 6000 D41 GI_ MR_H_ 5 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7047738 +NovaSeq 6000 sequencing: D44_DG_CTL_2 SRR20621875 SAMN29590729 D44_DG_CTL_2 NovaSeq_6000_D44_DG_CTL NovaSeq 6000 D44 DG_ CTL_ 2 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7025714 +NovaSeq 6000 sequencing: D41_GI_MR_H_4 SRR20621876 SAMN29590791 D41_GI_MR_H_4 NovaSeq_6000_D41_GI_MR_H NovaSeq 6000 D41 GI_ MR_H_ 4 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7154426 +NovaSeq 6000 sequencing: D41_GI_MR_H_3 SRR20621877 SAMN29590790 D41_GI_MR_H_3 NovaSeq_6000_D41_GI_MR_H NovaSeq 6000 D41 GI_ MR_H_ 3 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 5927584 +NovaSeq 6000 sequencing: D41_GI_MR_H_2 SRR20621878 SAMN29590789 D41_GI_MR_H_2 NovaSeq_6000_D41_GI_MR_H NovaSeq 6000 D41 GI_ MR_H_ 2 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 5428753 +NovaSeq 6000 sequencing: D41_GI_MR_H_1 SRR20621879 SAMN29590788 D41_GI_MR_H_1 NovaSeq_6000_D41_GI_MR_H NovaSeq 6000 D41 GI_ MR_H_ 1 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6914691 +NovaSeq 6000 sequencing: D41_GI_MR_L_6 SRR20621880 SAMN29590787 D41_GI_MR_L_6 NovaSeq_6000_D41_GI_MR_L NovaSeq 6000 D41 GI_ MR_L_ 6 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6844692 +NovaSeq 6000 sequencing: D41_GI_MR_L_5 SRR20621881 SAMN29590786 D41_GI_MR_L_5 NovaSeq_6000_D41_GI_MR_L NovaSeq 6000 D41 GI_ MR_L_ 5 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6622799 +NovaSeq 6000 sequencing: D41_GI_MR_L_4 SRR20621882 SAMN29590785 D41_GI_MR_L_4 NovaSeq_6000_D41_GI_MR_L NovaSeq 6000 D41 GI_ MR_L_ 4 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6393010 +NovaSeq 6000 sequencing: D41_GI_MR_L_3 SRR20621883 SAMN29590784 D41_GI_MR_L_3 NovaSeq_6000_D41_GI_MR_L NovaSeq 6000 D41 GI_ MR_L_ 3 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6437307 +NovaSeq 6000 sequencing: D41_GI_MR_L_2 SRR20621884 SAMN29590783 D41_GI_MR_L_2 NovaSeq_6000_D41_GI_MR_L NovaSeq 6000 D41 GI_ MR_L_ 2 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7333659 +NovaSeq 6000 sequencing: D41_GI_MR_L_1 SRR20621885 SAMN29590782 D41_GI_MR_L_1 NovaSeq_6000_D41_GI_MR_L NovaSeq 6000 D41 GI_ MR_L_ 1 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6951714 +NovaSeq 6000 sequencing: D44_DG_CTL_1 SRR20621886 SAMN29590728 D44_DG_CTL_1 NovaSeq_6000_D44_DG_CTL NovaSeq 6000 D44 DG_ CTL_ 1 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6094541 +NovaSeq 6000 sequencing: D41_GI_NAT_6 SRR20621887 SAMN29590781 D41_GI_NAT_6 NovaSeq_6000_D41_GI_NAT NovaSeq 6000 D41 GI_ NAT_ 6 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6710284 +NovaSeq 6000 sequencing: D41_GI_NAT_5 SRR20621888 SAMN29590780 D41_GI_NAT_5 NovaSeq_6000_D41_GI_NAT NovaSeq 6000 D41 GI_ NAT_ 5 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6753776 +NovaSeq 6000 sequencing: D41_GI_NAT_4 SRR20621889 SAMN29590779 D41_GI_NAT_4 NovaSeq_6000_D41_GI_NAT NovaSeq 6000 D41 GI_ NAT_ 4 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6985518 +NovaSeq 6000 sequencing: D41_GI_NAT_3 SRR20621890 SAMN29590778 D41_GI_NAT_3 NovaSeq_6000_D41_GI_NAT NovaSeq 6000 D41 GI_ NAT_ 3 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6251762 +NovaSeq 6000 sequencing: D41_GI_NAT_2 SRR20621891 SAMN29590777 D41_GI_NAT_2 NovaSeq_6000_D41_GI_NAT NovaSeq 6000 D41 GI_ NAT_ 2 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6836004 +NovaSeq 6000 sequencing: D41_GI_NAT_1 SRR20621892 SAMN29590776 D41_GI_NAT_1 NovaSeq_6000_D41_GI_NAT NovaSeq 6000 D41 GI_ NAT_ 1 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6872841 +NovaSeq 6000 sequencing: D41_GI_CTL_6 SRR20621893 SAMN29590775 D41_GI_CTL_6 NovaSeq_6000_D41_GI_CTL NovaSeq 6000 D41 GI_ CTL_ 6 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7376505 +NovaSeq 6000 sequencing: D41_GI_CTL_5 SRR20621894 SAMN29590774 D41_GI_CTL_5 NovaSeq_6000_D41_GI_CTL NovaSeq 6000 D41 GI_ CTL_ 5 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7339549 +NovaSeq 6000 sequencing: D41_GI_CTL_4 SRR20621895 SAMN29590773 D41_GI_CTL_4 NovaSeq_6000_D41_GI_CTL NovaSeq 6000 D41 GI_ CTL_ 4 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7659537 +NovaSeq 6000 sequencing: D41_GI_CTL_3 SRR20621896 SAMN29590772 D41_GI_CTL_3 NovaSeq_6000_D41_GI_CTL NovaSeq 6000 D41 GI_ CTL_ 3 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 6362074 +NovaSeq 6000 sequencing: T0_DG_6 SRR20621897 SAMN29590727 T0_DG_6 NovaSeq_6000_T0_DG_NA NovaSeq 6000 T0 DG_ 6 digestive gland 2021-03-02 SINGLE Illumina NovaSeq 6000 6407945 +NovaSeq 6000 sequencing: D41_GI_CTL_2 SRR20621898 SAMN29590771 D41_GI_CTL_2 NovaSeq_6000_D41_GI_CTL NovaSeq 6000 D41 GI_ CTL_ 2 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7072187 +NovaSeq 6000 sequencing: D41_GI_CTL_1 SRR20621899 SAMN29590770 D41_GI_CTL_1 NovaSeq_6000_D41_GI_CTL NovaSeq 6000 D41 GI_ CTL_ 1 Gills 2021-04-13 SINGLE Illumina NovaSeq 6000 7355575 +NovaSeq 6000 sequencing: T0_GI_6 SRR20621900 SAMN29590769 T0_GI_6 NovaSeq_6000_T0_GI_NA NovaSeq 6000 T0 GI_ 6 Gills 2021-03-02 SINGLE Illumina NovaSeq 6000 7658812 +NovaSeq 6000 sequencing: T0_GI_5 SRR20621901 SAMN29590768 T0_GI_5 NovaSeq_6000_T0_GI_NA NovaSeq 6000 T0 GI_ 5 Gills 2021-03-02 SINGLE Illumina NovaSeq 6000 7236789 +NovaSeq 6000 sequencing: T0_GI_4 SRR20621902 SAMN29590767 T0_GI_4 NovaSeq_6000_T0_GI_NA NovaSeq 6000 T0 GI_ 4 Gills 2021-03-02 SINGLE Illumina NovaSeq 6000 6834217 +NovaSeq 6000 sequencing: T0_GI_3 SRR20621903 SAMN29590766 T0_GI_3 NovaSeq_6000_T0_GI_NA NovaSeq 6000 T0 GI_ 3 Gills 2021-03-02 SINGLE Illumina NovaSeq 6000 6701156 +NovaSeq 6000 sequencing: T0_GI_2 SRR20621904 SAMN29590765 T0_GI_2 NovaSeq_6000_T0_GI_NA NovaSeq 6000 T0 GI_ 2 Gills 2021-03-02 SINGLE Illumina NovaSeq 6000 6115398 +NovaSeq 6000 sequencing: T0_GI_1 SRR20621905 SAMN29590764 T0_GI_1 NovaSeq_6000_T0_GI_NA NovaSeq 6000 T0 GI_ 1 Gills 2021-03-02 SINGLE Illumina NovaSeq 6000 6261302 +NovaSeq 6000 sequencing: D44_DG_LEA_H_6 SRR20621906 SAMN29590763 D44_DG_LEA_H_6 NovaSeq_6000_D44_DG_LEA_H NovaSeq 6000 D44 DG_ LEA_H_ 6 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6530949 +NovaSeq 6000 sequencing: D44_DG_LEA_H_5 SRR20621907 SAMN29590762 D44_DG_LEA_H_5 NovaSeq_6000_D44_DG_LEA_H NovaSeq 6000 D44 DG_ LEA_H_ 5 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6717358 +NovaSeq 6000 sequencing: T0_DG_5 SRR20621908 SAMN29590726 T0_DG_5 NovaSeq_6000_T0_DG_NA NovaSeq 6000 T0 DG_ 5 digestive gland 2021-03-02 SINGLE Illumina NovaSeq 6000 6636739 +NovaSeq 6000 sequencing: D44_DG_LEA_H_4 SRR20621909 SAMN29590761 D44_DG_LEA_H_4 NovaSeq_6000_D44_DG_LEA_H NovaSeq 6000 D44 DG_ LEA_H_ 4 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6692158 +NovaSeq 6000 sequencing: D44_DG_LEA_H_3 SRR20621910 SAMN29590760 D44_DG_LEA_H_3 NovaSeq_6000_D44_DG_LEA_H NovaSeq 6000 D44 DG_ LEA_H_ 3 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6306864 +NovaSeq 6000 sequencing: D44_DG_LEA_H_2 SRR20621911 SAMN29590759 D44_DG_LEA_H_2 NovaSeq_6000_D44_DG_LEA_H NovaSeq 6000 D44 DG_ LEA_H_ 2 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6482296 +NovaSeq 6000 sequencing: D44_DG_LEA_H_1 SRR20621912 SAMN29590758 D44_DG_LEA_H_1 NovaSeq_6000_D44_DG_LEA_H NovaSeq 6000 D44 DG_ LEA_H_ 1 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5950138 +NovaSeq 6000 sequencing: D44_DG_LEA_L_6 SRR20621913 SAMN29590757 D44_DG_LEA_L_6 NovaSeq_6000_D44_DG_LEA_L NovaSeq 6000 D44 DG_ LEA_L_ 6 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6436478 +NovaSeq 6000 sequencing: D44_DG_LEA_L_5 SRR20621914 SAMN29590756 D44_DG_LEA_L_5 NovaSeq_6000_D44_DG_LEA_L NovaSeq 6000 D44 DG_ LEA_L_ 5 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6851092 +NovaSeq 6000 sequencing: D44_DG_LEA_L_4 SRR20621915 SAMN29590755 D44_DG_LEA_L_4 NovaSeq_6000_D44_DG_LEA_L NovaSeq 6000 D44 DG_ LEA_L_ 4 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5569146 +NovaSeq 6000 sequencing: D44_DG_LEA_L_3 SRR20621916 SAMN29590754 D44_DG_LEA_L_3 NovaSeq_6000_D44_DG_LEA_L NovaSeq 6000 D44 DG_ LEA_L_ 3 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6534172 +NovaSeq 6000 sequencing: D44_DG_LEA_L_2 SRR20621917 SAMN29590753 D44_DG_LEA_L_2 NovaSeq_6000_D44_DG_LEA_L NovaSeq 6000 D44 DG_ LEA_L_ 2 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6809105 +NovaSeq 6000 sequencing: D44_DG_LEA_L_1 SRR20621918 SAMN29590752 D44_DG_LEA_L_1 NovaSeq_6000_D44_DG_LEA_L NovaSeq 6000 D44 DG_ LEA_L_ 1 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5965679 +NovaSeq 6000 sequencing: T0_DG_4 SRR20621919 SAMN29590725 T0_DG_4 NovaSeq_6000_T0_DG_NA NovaSeq 6000 T0 DG_ 4 digestive gland 2021-03-02 SINGLE Illumina NovaSeq 6000 6431264 +NovaSeq 6000 sequencing: D44_DG_MR_H_6 SRR20621920 SAMN29590751 D44_DG_MR_H_6 NovaSeq_6000_D44_DG_MR_H NovaSeq 6000 D44 DG_ MR_H_ 6 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5997553 +NovaSeq 6000 sequencing: D44_DG_MR_H_5 SRR20621921 SAMN29590750 D44_DG_MR_H_5 NovaSeq_6000_D44_DG_MR_H NovaSeq 6000 D44 DG_ MR_H_ 5 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6393959 +NovaSeq 6000 sequencing: D44_DG_MR_H_4 SRR20621922 SAMN29590749 D44_DG_MR_H_4 NovaSeq_6000_D44_DG_MR_H NovaSeq 6000 D44 DG_ MR_H_ 4 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6651326 +NovaSeq 6000 sequencing: D44_DG_MR_H_3 SRR20621923 SAMN29590748 D44_DG_MR_H_3 NovaSeq_6000_D44_DG_MR_H NovaSeq 6000 D44 DG_ MR_H_ 3 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5198891 +NovaSeq 6000 sequencing: D44_DG_MR_H_2 SRR20621924 SAMN29590747 D44_DG_MR_H_2 NovaSeq_6000_D44_DG_MR_H NovaSeq 6000 D44 DG_ MR_H_ 2 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5944056 +NovaSeq 6000 sequencing: D44_DG_MR_H_1 SRR20621925 SAMN29590746 D44_DG_MR_H_1 NovaSeq_6000_D44_DG_MR_H NovaSeq 6000 D44 DG_ MR_H_ 1 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6064615 +NovaSeq 6000 sequencing: D44_DG_MR_L_6 SRR20621926 SAMN29590745 D44_DG_MR_L_6 NovaSeq_6000_D44_DG_MR_L NovaSeq 6000 D44 DG_ MR_L_ 6 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7656196 +NovaSeq 6000 sequencing: D44_DG_MR_L_5 SRR20621927 SAMN29590744 D44_DG_MR_L_5 NovaSeq_6000_D44_DG_MR_L NovaSeq 6000 D44 DG_ MR_L_ 5 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7318279 +NovaSeq 6000 sequencing: D44_DG_MR_L_4 SRR20621928 SAMN29590743 D44_DG_MR_L_4 NovaSeq_6000_D44_DG_MR_L NovaSeq 6000 D44 DG_ MR_L_ 4 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6726473 +NovaSeq 6000 sequencing: D44_DG_MR_L_3 SRR20621929 SAMN29590742 D44_DG_MR_L_3 NovaSeq_6000_D44_DG_MR_L NovaSeq 6000 D44 DG_ MR_L_ 3 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6975377 +NovaSeq 6000 sequencing: T0_DG_3 SRR20621930 SAMN29590724 T0_DG_3 NovaSeq_6000_T0_DG_NA NovaSeq 6000 T0 DG_ 3 digestive gland 2021-03-02 SINGLE Illumina NovaSeq 6000 6895080 +NovaSeq 6000 sequencing: D44_DG_MR_L_2 SRR20621931 SAMN29590741 D44_DG_MR_L_2 NovaSeq_6000_D44_DG_MR_L NovaSeq 6000 D44 DG_ MR_L_ 2 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7538071 +NovaSeq 6000 sequencing: D44_DG_MR_L_1 SRR20621932 SAMN29590740 D44_DG_MR_L_1 NovaSeq_6000_D44_DG_MR_L NovaSeq 6000 D44 DG_ MR_L_ 1 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6926560 +NovaSeq 6000 sequencing: D44_DG_NAT_6 SRR20621933 SAMN29590739 D44_DG_NAT_6 NovaSeq_6000_D44_DG_NAT NovaSeq 6000 D44 DG_ NAT_ 6 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6606746 +NovaSeq 6000 sequencing: D44_DG_NAT_5 SRR20621934 SAMN29590738 D44_DG_NAT_5 NovaSeq_6000_D44_DG_NAT NovaSeq 6000 D44 DG_ NAT_ 5 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5720382 +NovaSeq 6000 sequencing: D44_DG_NAT_4 SRR20621935 SAMN29590737 D44_DG_NAT_4 NovaSeq_6000_D44_DG_NAT NovaSeq 6000 D44 DG_ NAT_ 4 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 8301062 +NovaSeq 6000 sequencing: D44_DG_NAT_3 SRR20621936 SAMN29590736 D44_DG_NAT_3 NovaSeq_6000_D44_DG_NAT NovaSeq 6000 D44 DG_ NAT_ 3 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6882278 +NovaSeq 6000 sequencing: D44_DG_NAT_2 SRR20621937 SAMN29590735 D44_DG_NAT_2 NovaSeq_6000_D44_DG_NAT NovaSeq 6000 D44 DG_ NAT_ 2 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7055305 +NovaSeq 6000 sequencing: D44_DG_NAT_1 SRR20621938 SAMN29590734 D44_DG_NAT_1 NovaSeq_6000_D44_DG_NAT NovaSeq 6000 D44 DG_ NAT_ 1 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 7194743 +NovaSeq 6000 sequencing: D44_DG_CTL_6 SRR20621939 SAMN29590733 D44_DG_CTL_6 NovaSeq_6000_D44_DG_CTL NovaSeq 6000 D44 DG_ CTL_ 6 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 6906351 +NovaSeq 6000 sequencing: D44_DG_CTL_5 SRR20621940 SAMN29590732 D44_DG_CTL_5 NovaSeq_6000_D44_DG_CTL NovaSeq 6000 D44 DG_ CTL_ 5 digestive gland 2021-04-13 SINGLE Illumina NovaSeq 6000 5482028 +NovaSeq 6000 sequencing: T0_DG_2 SRR20621941 SAMN29590723 T0_DG_2 NovaSeq_6000_T0_DG_NA NovaSeq 6000 T0 DG_ 2 digestive gland 2021-03-02 SINGLE Illumina NovaSeq 6000 7105606 +NovaSeq 6000 sequencing: T0_DG_1 SRR20621942 SAMN29590722 T0_DG_1 NovaSeq_6000_T0_DG_NA NovaSeq 6000 T0 DG_ 1 digestive gland 2021-03-02 SINGLE Illumina NovaSeq 6000 7741811 diff --git a/registry/studies/BERNARDINI2024_TIRE.yaml b/registry/studies/BERNARDINI2024_TIRE.yaml index 94bfe0b..7cc8961 100644 --- a/registry/studies/BERNARDINI2024_TIRE.yaml +++ b/registry/studies/BERNARDINI2024_TIRE.yaml @@ -1,68 +1,183 @@ -# Copy this file to registry/studies/.yaml and fill in every field. -# Validate with: aree validate-study registry/studies/.yaml -# See docs/adding_a_study.md for field-by-field guidance. +# Tire microparticles and tire leachate in adult M. gigas gill, day 41. +# AREE's FIRST REAL pollutant_exposure STUDY. Chosen 2026-10-12 from the +# RNA-seq studies the sister repository sr320/AREE-co had curated, because it +# needs only ~9 GB while the machine's queue was download-bound; not in +# candidate_studies.md. +# +# Source: Bernardini et al. 2024, J Hazard Mater (Ifremer LEMAR / Univ. +# Padova). NOT open access and not in PMC: only the abstract was read. So the +# exposure concentrations, tank layout and the number of tanks per treatment +# are unknown, and are left null rather than guessed. +# +# LIBRARY TYPE, CHECKED, NOT ASSUMED. The deposit says only "RNA-Seq, +# RANDOM". Reads are 76 bp single-end, and 7.4% contain a run of 15+ A's, +# against 0.1% for full-length RNA-seq (LI2022_LOWSAL_VIBRIO) and 15.9% for +# known QuantSeq (GEORGE2023_HEATWAVE_PLOIDY, 101 bp): these are 3' tag +# libraries (QuantSeq FWD-style), consistent with the Padova co-authors' +# usual protocol. They are run with --tag_seq, so counts are not +# length-corrected. (An earlier reanalysis in sr320/AREE-co quantified them +# as full-length.) +# +# CODES. MR = tire microparticles and LEA = their leachate (the abstract's TP +# and LEA); L/H = low/high concentration; CTL = unexposed. NAT (probably a +# natural-particle reference) is not defined in any source read, so it is not +# used. study_id: BERNARDINI2024_TIRE simulated: false accessions: - doi: null + doi: "10.1016/j.jhazmat.2024.135742" bioproject: "PRJNA856813" geo: null - sra: null - ena: null + sra: "SRR20621860-SRR20621899 (day-41 gill RNA-seq runs used)" + ena: "PRJNA856813" proteomexchange: null - other: null + other: "PMID 39276742; the BioProject also holds 16S amplicon (MiSeq), day-44 digestive gland and gonad, and time-zero RNA-seq runs, not used here" -citation: "Author A, Author B (YEAR). Title. Journal. https://doi.org/..." -species: "Crassostrea gigas" -# Required only for species in a hybridizing complex (e.g. the Mytilus edulis -# complex); see docs/adding_a_species.md. Any basis other than genotyped also -# needs the quality flag species_assignment_unverified. -# species_identity: -# basis: genotyped # genotyped | morphology | collection_site | authors_statement | unstated -# notes: null -strain_or_population: null -genome_assembly: "cgigas_uk_roslin_v1" -annotation_version: null +citation: "Bernardini I, Tallec K, Paul-Pont I, Peruzza L, Dalla Rovere G, Huber M, Di Poi C, Koechlin H, Quere C, Quillien V, Le Grand J, Le Goic N, Lambert C, Lagarde F, Detree C, Trevisan R, Corporeau C, Patarnello T, Milan M, Huvet A (2024). Effects of tire particles and associated-chemicals on the Pacific oyster (Magallana gigas) physiology, reproduction and next-generation. Journal of Hazardous Materials 480:135742. https://doi.org/10.1016/j.jhazmat.2024.135742" + +species: "Magallana gigas" +strain_or_population: "Adult oysters conditioned at Ifremer (France); origin not in the deposited metadata or abstract." + +genome_assembly: "GCF_963853765.1" +annotation_version: "GCF_963853765.1-RS_2024_06" assay_type: ["rnaseq"] -analysis_mode: "processed_results_harmonization" # or raw_reanalysis -platform: null +analysis_mode: "raw_reanalysis" +platform: "Illumina NovaSeq 6000, single-end 76 bp, 3' tag (QuantSeq-style) RNA-seq inferred from poly-A content; 30 day-41 gill libraries used, 5.4-8.3 M reads each" data_availability: - raw_data_available: false - processed_data_available: true - status: "available" # available | restricted | embargoed | unavailable - access_notes: null + raw_data_available: true + processed_data_available: false + status: "available" + access_notes: "Raw single-end FASTQ public in ENA/SRA under PRJNA856813. The design is in each run's experiment_title (e.g. 'Illumina NovaSeq 6000 sequencing: D41_GI_MR_H_3'); the BioSamples are 16S metagenome records that each oyster's 16S and RNA-seq runs share. Only the 30 day-41 gill NovaSeq runs of CTL, MR_L, MR_H, LEA_L and LEA_H are staged. Sequence data are not committed." -qc_status: "not_started" -analysis_status: "not_started" +qc_status: "in_progress" +analysis_status: "in_progress" +# --------------------------------------------------------------------------- +# Four comparisons, each exposure against the same six day-41 gill controls, +# prespecified 2026-10-12 before any result was computed. +# +# meta_analysis_primary = tire particles, high concentration: the particles +# are the study's central stressor (leachate is one component of their +# effect), and the high dose is the one most likely to produce a detectable +# response; the abstract reports dysbiosis at high concentrations of both. +# The other three share the controls and must not pool alongside it. +# +# Replication: one oyster per library (an expressed-SNP check in +# sr320/AREE-co found every gill library is a different animal). How many +# tanks per treatment is unknown; if one tank per treatment, oysters are not +# independent replicates of the exposure. Flagged in limitations, not +# assumed either way. +# --------------------------------------------------------------------------- comparisons: - - comparison_id: "comp1" + - comparison_id: "tire_particles_high_vs_ctl_d41_gill" tissue: "gill" life_stage: "adult" - stressor_original: "exact wording from the source paper" - stressor_standardized: "temperature" + stressor_original: "Tire particles (TP), high concentration, 41 days (run code MR_H); Bernardini et al. 2024" + stressor_standardized: "pollutant_exposure" exposure_intensity: null - exposure_duration: null - exposure_timing: null - control_condition: "describe control arm" - treatment_condition: "describe treatment arm" - phenotype: "thermal_tolerance" - phenotype_direction: "decrease" + exposure_duration: "41 days" + exposure_timing: "chronic exposure; gill sampled on day 41" + control_condition: "Unexposed controls (CTL), day-41 gill, 6 oysters" + treatment_condition: "Tire microparticles, high concentration (MR_H), day-41 gill, 6 oysters" + phenotype: "toxicant_tolerance" + phenotype_direction: "not_applicable" phenotype_unit: null - resilience_classification: "resilience" - sample_size: 0 - biological_replicates: 0 + resilience_classification: "stress_response" + sample_size: 12 + biological_replicates: 6 + meta_analysis_primary: true results_file: null -quality_flags: [] -limitations: null + - comparison_id: "tire_particles_low_vs_ctl_d41_gill" + tissue: "gill" + life_stage: "adult" + stressor_original: "Tire particles (TP), low concentration, 41 days (run code MR_L)" + stressor_standardized: "pollutant_exposure" + exposure_intensity: null + exposure_duration: "41 days" + exposure_timing: "chronic exposure; gill sampled on day 41" + control_condition: "Unexposed controls (CTL), day-41 gill, 6 oysters" + treatment_condition: "Tire microparticles, low concentration (MR_L), day-41 gill, 6 oysters" + phenotype: "toxicant_tolerance" + phenotype_direction: "not_applicable" + phenotype_unit: null + resilience_classification: "stress_response" + sample_size: 12 + biological_replicates: 6 + results_file: null + + - comparison_id: "tire_leachate_high_vs_ctl_d41_gill" + tissue: "gill" + life_stage: "adult" + stressor_original: "Tire particle leachate (LEA), high concentration, 41 days (run code LEA_H)" + stressor_standardized: "pollutant_exposure" + exposure_intensity: null + exposure_duration: "41 days" + exposure_timing: "chronic exposure; gill sampled on day 41" + control_condition: "Unexposed controls (CTL), day-41 gill, 6 oysters" + treatment_condition: "Tire leachate, high concentration (LEA_H), day-41 gill, 6 oysters" + phenotype: "toxicant_tolerance" + phenotype_direction: "not_applicable" + phenotype_unit: null + resilience_classification: "stress_response" + sample_size: 12 + biological_replicates: 6 + results_file: null + + - comparison_id: "tire_leachate_low_vs_ctl_d41_gill" + tissue: "gill" + life_stage: "adult" + stressor_original: "Tire particle leachate (LEA), low concentration, 41 days (run code LEA_L)" + stressor_standardized: "pollutant_exposure" + exposure_intensity: null + exposure_duration: "41 days" + exposure_timing: "chronic exposure; gill sampled on day 41" + control_condition: "Unexposed controls (CTL), day-41 gill, 6 oysters" + treatment_condition: "Tire leachate, low concentration (LEA_L), day-41 gill, 6 oysters" + phenotype: "toxicant_tolerance" + phenotype_direction: "not_applicable" + phenotype_unit: null + resilience_classification: "stress_response" + sample_size: 12 + biological_replicates: 6 + results_file: null + +quality_flags: + - raw_data_available + - single_timepoint + +limitations: > + (1) The paper is not open access and only its abstract was read: exposure + concentrations, tank layout and tanks per treatment are unknown, so + exposure_intensity is null and oysters may be nested in one tank per + treatment. (2) The library type was inferred from poly-A content, not + stated in the deposit; effect sizes are on a 3' count scale. (3) All four + comparisons share the same six controls. (4) No tolerance outcome is + compared: the abstract reports no significant ecophysiological change in + adults ("possible oyster resilience"), but that is an absence of effect at + group level, not a tolerant-vs-sensitive contrast, so the comparisons are + stress_response. provenance: registered_by: "sr320" date_registered: "2026-10-12" - curation_notes: null - source_links: [] + curation_notes: > + Claimed with `aree start-study --accession PRJNA856813 --study-id + BERNARDINI2024_TIRE` (draft PR sr320/AREE#36). Needs --single_end / + --tag_seq (main + sr320/AREE#24) and the toxicant_tolerance phenotype + (sr320/AREE#31); this branch contains both until they merge. Sample sheet + from live ENA metadata with `aree fetch-samplesheet --label-field + experiment_title` and the pattern in config/BERNARDINI2024_TIRE.config: + all 213 runs parse; 6 per day-41 gill group. Library-type check + (2026-10-12): first 200,000 reads of SRR20621899 (D41_GI_CTL_1), poly-A15 + 7.4%, compared on the same day with GEORGE2023_HEATWAVE_PLOIDY SRR22817776 + (15.9%) and LI2022_LOWSAL_VIBRIO SRR15559845 (0.1%). Comparisons and + meta_analysis_primary fixed before any result was computed. + source_links: + - "https://doi.org/10.1016/j.jhazmat.2024.135742" + - "https://pubmed.ncbi.nlm.nih.gov/39276742/" + - "https://www.ncbi.nlm.nih.gov/bioproject/PRJNA856813" diff --git a/tests/test_bernardini2024_tire_study.py b/tests/test_bernardini2024_tire_study.py new file mode 100644 index 0000000..1ee8abf --- /dev/null +++ b/tests/test_bernardini2024_tire_study.py @@ -0,0 +1,92 @@ +"""Curation tests for BERNARDINI2024_TIRE. + +Bernardini et al. 2024 (PRJNA856813): tire microparticles and leachate, +adult gill on day 41, one oyster per library. AREE's first real pollutant +study. The design comes from run-level experiment titles because the +BioSamples are shared 16S records; these tests pin that parse, that only the +NovaSeq RNA-seq runs enter the comparisons, the 3' tag settings, and the +stress_response classification. +""" +from __future__ import annotations + +import csv +import json +import re + +import pytest +import yaml + +from common import DATA_DIR, REPO_ROOT, STUDIES_DIR + +STUDY_PATH = STUDIES_DIR / "BERNARDINI2024_TIRE.yaml" +STUDY_DIR = DATA_DIR / "studies" / "BERNARDINI2024_TIRE" +CONFIG = REPO_ROOT / "config" / "BERNARDINI2024_TIRE.config" +CONTROL = "NovaSeq_6000_D41_GI_CTL" +ARMS = { + "tire_particles_high_vs_ctl_d41_gill": "NovaSeq_6000_D41_GI_MR_H", + "tire_particles_low_vs_ctl_d41_gill": "NovaSeq_6000_D41_GI_MR_L", + "tire_leachate_high_vs_ctl_d41_gill": "NovaSeq_6000_D41_GI_LEA_H", + "tire_leachate_low_vs_ctl_d41_gill": "NovaSeq_6000_D41_GI_LEA_L", +} + + +def _tsv(path): + with open(path, newline="") as fh: + return list(csv.DictReader(fh, delimiter="\t")) + + +@pytest.fixture(scope="module") +def study(): + return yaml.safe_load(STUDY_PATH.read_text()) + + +@pytest.fixture(scope="module") +def samplesheet(): + return _tsv(STUDY_DIR / "samplesheet.tsv") + + +def test_study_validates(): + from intake.schema_validate import validate_study_file + + result = validate_study_file(STUDY_PATH) + assert result.valid, result.errors + + +def test_every_run_parses_and_the_gill_groups_are_six_novaseq_oysters(samplesheet): + prov = json.loads((STUDY_DIR / "ena_provenance.json").read_text()) + assert prov["bioproject"] == "PRJNA856813" and prov["n_runs"] == len(samplesheet) == 213 + for level in [CONTROL, *ARMS.values()]: + rows = [r for r in samplesheet if r["condition"] == level] + assert len(rows) == 6, level + assert all(r["sample_id"].startswith("NovaSeq 6000 sequencing: D41_GI_") for r in rows) + + +def test_16s_runs_never_share_a_condition_with_rnaseq(samplesheet): + """Each oyster's 16S and RNA-seq runs share a BioSample; the platform in + the condition keeps the amplicon runs out of every arm.""" + used = {CONTROL, *ARMS.values()} + for row in samplesheet: + if row["condition"] in used: + assert row["condition"].startswith("NovaSeq_6000_") + miseq = [r for r in samplesheet if r["condition"].startswith("MiSeq_")] + assert miseq and not ({r["condition"] for r in miseq} & used) + + +def test_config_runs_single_end_tag_seq_against_the_controls(): + text = CONFIG.read_text() + assert re.search(r"single_end\s*=\s*true", text) + assert re.search(r"tag_seq\s*=\s*true", text) + assert f"control_level = '{CONTROL}'" in text + + +def test_comparisons_classification_and_primary(study): + ids = [c["comparison_id"] for c in study["comparisons"]] + assert ids == list(ARMS) + primary = [c["comparison_id"] for c in study["comparisons"] if c.get("meta_analysis_primary")] + assert primary == ["tire_particles_high_vs_ctl_d41_gill"] + for comp in study["comparisons"]: + assert comp["stressor_standardized"] == "pollutant_exposure" + assert comp["phenotype"] == "toxicant_tolerance" + assert comp["resilience_classification"] == "stress_response" + assert comp["exposure_intensity"] is None # concentrations unknown: paper not read in full + assert comp["sample_size"] == 12 From f68257b8ad7ca2db0b65fb87c656c2f81acd8429 Mon Sep 17 00:00:00 2001 From: Steven Roberts Date: Mon, 12 Oct 2026 07:54:00 -0700 Subject: [PATCH 5/6] Rename curation test to tests/test_bernardini2024_tire.py, as check-study-scope requires Co-Authored-By: Claude Opus 5.5 --- ...t_bernardini2024_tire_study.py => test_bernardini2024_tire.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename tests/{test_bernardini2024_tire_study.py => test_bernardini2024_tire.py} (100%) diff --git a/tests/test_bernardini2024_tire_study.py b/tests/test_bernardini2024_tire.py similarity index 100% rename from tests/test_bernardini2024_tire_study.py rename to tests/test_bernardini2024_tire.py From 7bbd177b658a7c156f273f618bc70c45a63e2c72 Mon Sep 17 00:00:00 2001 From: Steven Roberts Date: Mon, 12 Oct 2026 18:41:18 -0700 Subject: [PATCH 6/6] Reanalyze BERNARDINI2024_TIRE: four comparisons run and harmonized Full-depth native run of the 30 day-41 gill QuantSeq libraries with --single_end --tag_seq. Individual-oyster replicates pass dispersion QC (0.030-0.054); Salmon calls every library SF, confirming QuantSeq FWD. Small responses as the paper reports: 48/88 DE genes for leachate high/low, 13/17 for particles high/low. Harmonized 89,752 records. qc passed_with_warnings (tank layout and concentrations unknown). Co-Authored-By: Claude Opus 5.5 --- ..._high_vs_ctl_d41_gill_dge_standardized.tsv | 22768 ++++++++++++++++ ...te_high_vs_ctl_d41_gill_rnaseq_report.html | 3716 +++ ...igh_vs_ctl_d41_gill_workflow_manifest.json | 86 + ...e_low_vs_ctl_d41_gill_dge_standardized.tsv | 22487 +++++++++++++++ ...ate_low_vs_ctl_d41_gill_rnaseq_report.html | 3716 +++ ...low_vs_ctl_d41_gill_workflow_manifest.json | 86 + ..._high_vs_ctl_d41_gill_dge_standardized.tsv | 22200 +++++++++++++++ ...es_high_vs_ctl_d41_gill_rnaseq_report.html | 3716 +++ ...igh_vs_ctl_d41_gill_workflow_manifest.json | 86 + ...s_low_vs_ctl_d41_gill_dge_standardized.tsv | 22301 +++++++++++++++ ...les_low_vs_ctl_d41_gill_rnaseq_report.html | 3716 +++ ...low_vs_ctl_d41_gill_workflow_manifest.json | 86 + .../replicate_dispersion_qc.tsv | 6 + registry/studies/BERNARDINI2024_TIRE.yaml | 29 +- tests/test_bernardini2024_tire.py | 20 + 15 files changed, 105013 insertions(+), 6 deletions(-) create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_dge_standardized.tsv create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_rnaseq_report.html create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_workflow_manifest.json create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_dge_standardized.tsv create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_rnaseq_report.html create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_workflow_manifest.json create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_dge_standardized.tsv create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_rnaseq_report.html create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_workflow_manifest.json create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_dge_standardized.tsv create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_rnaseq_report.html create mode 100644 data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_workflow_manifest.json create mode 100644 data/studies/BERNARDINI2024_TIRE/replicate_dispersion_qc.tsv diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_dge_standardized.tsv b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_dge_standardized.tsv new file mode 100644 index 0000000..0d55116 --- /dev/null +++ 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-2.10485280086197 2.06995398106283 -1.01685970805072 0.309220173190407 +136276626 1.02909244700643 -0.112931370889685 1.49493195037983 -0.0755428170900962 0.939782831728657 +136276627 2.09318560275652 -0.133913222011885 1.07566506723294 -0.124493419086637 0.900924610654573 +136276654 1.3234991834037 -3.83850896647588 3.02407169224634 -1.26931811051892 0.20432762960315 +136276656 2.10288146281539 0.708488686150196 2.92448448610638 0.242261051312147 0.808577891490747 +136276704 1.15172445999643 2.53752570562257 3.03244592492723 0.836791741202595 0.402709640470949 diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_rnaseq_report.html b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_rnaseq_report.html new file mode 100644 index 0000000..a01c3c7 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_rnaseq_report.html @@ -0,0 +1,3716 @@ + + + + + + + + + +AREE RNA-seq Workflow Report + + + + + + + + + + + + + + + + + + + +
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AREE RNA-seq Workflow Report

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BERNARDINI2024_TIRE / tire_leachate_high_vs_ctl_d41_gill

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Run summary

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This report was generated by the AREE workflows/rnaseq Nextflow scaffold.

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FieldValue
workflow_namearee-rnaseq
workflow_version0.1.0-scaffold
moderaw_reanalysis
study_idBERNARDINI2024_TIRE
comparison_idtire_leachate_high_vs_ctl_d41_gill
workflow_start2026-10-12T18:34:35.293133-07:00
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Warnings

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No warnings recorded.
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If mode is processed_results_harmonization, note that raw FASTQ QC (FastQC/fastp/Salmon mapping rate) could not be independently verified — see the warnings array above and docs/design.md section 7.

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Sample exclusions and viral read QC

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No samples were excluded from differential expression.
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Viral read QC was not run (no --viral_reference).
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Differential expression summary

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Loaded 22767 features. 48 features have padj < 0.05.
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+ +++++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
gene_idbaseMeanlog2FoldChangelfcSEstatpvaluepadj
13627032142.8322721.87398973.00385897.2819630.0e+000.0000000
136270275206.975112.58293260.41671786.1982780.0e+000.0000053
105341503103.145564.29952520.74178905.7961570.0e+000.0000416
10534428332.391662.24199440.41039475.4630200.0e+000.0002155
13627146227.361155.52901721.02321305.4035841.0e-070.0002406
13627027736.177963.12296140.59429045.2549421.0e-070.0004544
105332900159.29670-0.88340140.1703263-5.1865252.0e-070.0005636
13627321917.557305.46835011.09254695.0051406.0e-070.0012848
10532492783.28831-1.12276870.2332648-4.8132811.5e-060.0030376
11768683757.662581.85863620.39254234.7348682.2e-060.0040361
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Volcano plot

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Provenance

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Source file checksums, tool versions, and parameters are recorded in BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_manifest.json, emitted by the EMIT_MANIFEST process. This report does not duplicate that data verbatim; consult the manifest for the authoritative, machine-readable record.

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Generated by the AREE workflows/rnaseq scaffold. This report template has not been rendered against real pipeline outputs in this build — see workflows/rnaseq/README.md.

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+ + + + + \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_workflow_manifest.json b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_workflow_manifest.json new file mode 100644 index 0000000..520c571 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_workflow_manifest.json @@ -0,0 +1,86 @@ +{ + "workflow_name": "aree-rnaseq", + "workflow_version": "0.1.0-scaffold", + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_leachate_high_vs_ctl_d41_gill", + "input_files": [ + { + "name": "BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_dge_standardized.tsv", + "sha256": "fe6125a7b32ce731c89dbf45bfd2e5e19f791147c6c2398159ee97742358dbf7" + } + ], + "parameters": { + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_leachate_high_vs_ctl_d41_gill", + "outdir": "results/rnaseq/BERNARDINI2024_TIRE", + "exclude_samples": [], + "control_levels": [ + "NovaSeq_6000_D41_GI_CTL" + ], + "treatment_levels": [ + "NovaSeq_6000_D41_GI_LEA_H" + ], + "replicate_unit": null, + "covariates": [], + "single_end": true, + "se_adapter": "AGATCGGAAGAGCACACGTCTGAACTCCAGTCA", + "tag_seq": true, + "viral_reference": null + }, + "deseq2_design": { + "design": "~condition", + "covariates_requested": [], + "covariates_used": [], + "covariates_dropped_constant": [], + "n_libraries_or_units": 12, + "residual_df": 10 + }, + "software_versions": { + "DIFFERENTIAL_EXPRESSION_DESEQ2": { + "bioconductor-deseq2": "1.42.1", + "bioconductor-tximport": "1.30.0", + "r-base": "4.3.2" + }, + "FASTQC": { + "fastqc": "0.12.1" + }, + "SALMON_INDEX": { + "salmon": "2.3.4" + }, + "SALMON_QUANT": { + "salmon": "2.3.4" + }, + "SAMPLE_QC": { + "multiqc": "1.9" + }, + "STANDARDIZE_OUTPUT": { + "pandas": "2.3.3", + "python": "3.9.6" + }, + "TRIM_FASTP": { + "fastp": "1.3.6" + }, + "EMIT_MANIFEST": { + "python": "3.9.6" + } + }, + "software_versions_not_captured": { + "RENDER_REPORT": "renders this manifest, so it runs afterwards; its versions.yml is published to rnaseq/reports/" + }, + "container_engine": null, + "reference": { + "genome_assembly": "GCF_963853765.1", + "annotation_version": "GCF_963853765.1-RS_2024_06" + }, + "workflow_start": "2026-10-12T18:34:35.293133-07:00", + "qc_metrics": { + "mean_reads_per_sample": null, + "mean_mapping_rate_percent": null, + "n_samples": null, + "note": "QC metrics are not populated in processed_results_harmonization mode or in this unexecuted scaffold run." + }, + "viral_load": null, + "warnings": [] +} \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_dge_standardized.tsv b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_dge_standardized.tsv new file mode 100644 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-0,0 +1,3716 @@ + + + + + + + + + +AREE RNA-seq Workflow Report + + + + + + + + + + + + + + + + + + + +
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AREE RNA-seq Workflow Report

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BERNARDINI2024_TIRE / tire_leachate_low_vs_ctl_d41_gill

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Run summary

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This report was generated by the AREE workflows/rnaseq Nextflow scaffold.

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FieldValue
workflow_namearee-rnaseq
workflow_version0.1.0-scaffold
moderaw_reanalysis
study_idBERNARDINI2024_TIRE
comparison_idtire_leachate_low_vs_ctl_d41_gill
workflow_start2026-10-12T18:35:34.948894-07:00
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Warnings

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No warnings recorded.
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If mode is processed_results_harmonization, note that raw FASTQ QC (FastQC/fastp/Salmon mapping rate) could not be independently verified — see the warnings array above and docs/design.md section 7.

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Sample exclusions and viral read QC

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No samples were excluded from differential expression.
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Viral read QC was not run (no --viral_reference).
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Differential expression summary

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Loaded 22486 features. 88 features have padj < 0.05.
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+ +++++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
gene_idbaseMeanlog2FoldChangelfcSEstatpvaluepadj
13627157493.5878824.28705943.00349358.0862700.0e+000.0000000
10533114381.245102.24145830.31704037.0699470.0e+000.0000000
105332528392.689202.47698980.42485295.8302290.0e+000.0000306
105334531444.110241.37483510.24018795.7239990.0e+000.0000431
10532189766.958031.23595040.23580845.2413332.0e-070.0005286
13627627052.878733.67485670.72187075.0907414.0e-070.0009855
105326051779.75645-1.27881170.2532661-5.0492804.0e-070.0010503
105321045269.903440.70655740.14443844.8917561.0e-060.0018624
10534625190.681701.68145620.34481314.8764281.1e-060.0018624
136271521167.4660710.45424502.14724094.8686871.1e-060.0018624
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Volcano plot

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Provenance

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Source file checksums, tool versions, and parameters are recorded in BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_manifest.json, emitted by the EMIT_MANIFEST process. This report does not duplicate that data verbatim; consult the manifest for the authoritative, machine-readable record.

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Generated by the AREE workflows/rnaseq scaffold. This report template has not been rendered against real pipeline outputs in this build — see workflows/rnaseq/README.md.

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+ + + + + \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_workflow_manifest.json b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_workflow_manifest.json new file mode 100644 index 0000000..565518c --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_workflow_manifest.json @@ -0,0 +1,86 @@ +{ + "workflow_name": "aree-rnaseq", + "workflow_version": "0.1.0-scaffold", + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_leachate_low_vs_ctl_d41_gill", + "input_files": [ + { + "name": "BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_dge_standardized.tsv", + "sha256": "f0068a4173d2fb7ef43cd0a17a4673e9f8f113b1224b4c35bf388922f9d512f2" + } + ], + "parameters": { + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_leachate_low_vs_ctl_d41_gill", + "outdir": "results/rnaseq/BERNARDINI2024_TIRE", + "exclude_samples": [], + "control_levels": [ + "NovaSeq_6000_D41_GI_CTL" + ], + "treatment_levels": [ + "NovaSeq_6000_D41_GI_LEA_L" + ], + "replicate_unit": null, + "covariates": [], + "single_end": true, + "se_adapter": "AGATCGGAAGAGCACACGTCTGAACTCCAGTCA", + "tag_seq": true, + "viral_reference": null + }, + "deseq2_design": { + "design": "~condition", + "covariates_requested": [], + "covariates_used": [], + "covariates_dropped_constant": [], + "n_libraries_or_units": 12, + "residual_df": 10 + }, + "software_versions": { + "DIFFERENTIAL_EXPRESSION_DESEQ2": { + "bioconductor-deseq2": "1.42.1", + "bioconductor-tximport": "1.30.0", + "r-base": "4.3.2" + }, + "FASTQC": { + "fastqc": "0.12.1" + }, + "SALMON_INDEX": { + "salmon": "2.3.4" + }, + "SALMON_QUANT": { + "salmon": "2.3.4" + }, + "SAMPLE_QC": { + "multiqc": "1.9" + }, + "STANDARDIZE_OUTPUT": { + "pandas": "2.3.3", + "python": "3.9.6" + }, + "TRIM_FASTP": { + "fastp": "1.3.6" + }, + "EMIT_MANIFEST": { + "python": "3.9.6" + } + }, + "software_versions_not_captured": { + "RENDER_REPORT": "renders this manifest, so it runs afterwards; its versions.yml is published to rnaseq/reports/" + }, + "container_engine": null, + "reference": { + "genome_assembly": "GCF_963853765.1", + "annotation_version": "GCF_963853765.1-RS_2024_06" + }, + "workflow_start": "2026-10-12T18:35:34.948894-07:00", + "qc_metrics": { + "mean_reads_per_sample": null, + "mean_mapping_rate_percent": null, + "n_samples": null, + "note": "QC metrics are not populated in processed_results_harmonization mode or in this unexecuted scaffold run." + }, + "viral_load": null, + "warnings": [] +} \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_dge_standardized.tsv b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_dge_standardized.tsv new file mode 100644 index 0000000..37222b0 --- /dev/null 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a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_rnaseq_report.html b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_rnaseq_report.html new file mode 100644 index 0000000..9adcf61 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_rnaseq_report.html @@ -0,0 +1,3716 @@ + + + + + + + + + +AREE RNA-seq Workflow Report + + + + + + + + + + + + + + + + + + + +
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AREE RNA-seq Workflow Report

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BERNARDINI2024_TIRE / tire_particles_high_vs_ctl_d41_gill

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Run summary

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This report was generated by the AREE workflows/rnaseq Nextflow scaffold.

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FieldValue
workflow_namearee-rnaseq
workflow_version0.1.0-scaffold
moderaw_reanalysis
study_idBERNARDINI2024_TIRE
comparison_idtire_particles_high_vs_ctl_d41_gill
workflow_start2026-10-12T17:20:18.393451-07:00
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Warnings

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No warnings recorded.
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If mode is processed_results_harmonization, note that raw FASTQ QC (FastQC/fastp/Salmon mapping rate) could not be independently verified — see the warnings array above and docs/design.md section 7.

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Sample exclusions and viral read QC

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No samples were excluded from differential expression.
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Viral read QC was not run (no --viral_reference).
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Differential expression summary

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Loaded 22199 features. 13 features have padj < 0.05.
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+ +++++++++ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
gene_idbaseMeanlog2FoldChangelfcSEstatpvaluepadj
10961770416.5979614.9073840.94121995.2138552.00e-070.0023795
10962071122.3068583.2209750.62467905.1562093.00e-070.0023795
13627627062.2439243.9626350.79595024.9784966.00e-070.0040339
13627499261.642170-1.3624050.2784404-4.8929841.00e-060.0046891
105346492215.2432420.8036340.16828754.7753641.80e-060.0067753
105332528342.6680542.2767440.51077874.4573988.30e-060.0261118
1362746334.9601494.8825321.11407494.3825881.17e-050.0316398
10533230012.704396-2.0493790.4787395-4.2807811.86e-050.0351711
10533699242.979539-2.3378270.5412775-4.3190921.57e-050.0351711
11768725332.433683-2.7751490.6459023-4.2965461.73e-050.0351711
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Volcano plot

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Provenance

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Source file checksums, tool versions, and parameters are recorded in BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_manifest.json, emitted by the EMIT_MANIFEST process. This report does not duplicate that data verbatim; consult the manifest for the authoritative, machine-readable record.

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Generated by the AREE workflows/rnaseq scaffold. This report template has not been rendered against real pipeline outputs in this build — see workflows/rnaseq/README.md.

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+ + + + + \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_workflow_manifest.json b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_workflow_manifest.json new file mode 100644 index 0000000..e5c3d99 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_workflow_manifest.json @@ -0,0 +1,86 @@ +{ + "workflow_name": "aree-rnaseq", + "workflow_version": "0.1.0-scaffold", + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_particles_high_vs_ctl_d41_gill", + "input_files": [ + { + "name": "BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_dge_standardized.tsv", + "sha256": "7bb91070723c8cc0f6fbaeac7eb143089904d57f73ade588f51070bb65907028" + } + ], + "parameters": { + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_particles_high_vs_ctl_d41_gill", + "outdir": "results/rnaseq/BERNARDINI2024_TIRE", + "exclude_samples": [], + "control_levels": [ + "NovaSeq_6000_D41_GI_CTL" + ], + "treatment_levels": [ + "NovaSeq_6000_D41_GI_MR_H" + ], + "replicate_unit": null, + "covariates": [], + "single_end": true, + "se_adapter": "AGATCGGAAGAGCACACGTCTGAACTCCAGTCA", + "tag_seq": true, + "viral_reference": null + }, + "deseq2_design": { + "design": "~condition", + "covariates_requested": [], + "covariates_used": [], + "covariates_dropped_constant": [], + "n_libraries_or_units": 12, + "residual_df": 10 + }, + "software_versions": { + "DIFFERENTIAL_EXPRESSION_DESEQ2": { + "bioconductor-deseq2": "1.42.1", + "bioconductor-tximport": "1.30.0", + "r-base": "4.3.2" + }, + "FASTQC": { + "fastqc": "0.12.1" + }, + "SALMON_INDEX": { + "salmon": "2.3.4" + }, + "SALMON_QUANT": { + "salmon": "2.3.4" + }, + "SAMPLE_QC": { + "multiqc": "1.9" + }, + "STANDARDIZE_OUTPUT": { + "pandas": "2.3.3", + "python": "3.9.6" + }, + "TRIM_FASTP": { + "fastp": "1.3.6" + }, + "EMIT_MANIFEST": { + "python": "3.9.6" + } + }, + "software_versions_not_captured": { + "RENDER_REPORT": "renders this manifest, so it runs afterwards; its versions.yml is published to rnaseq/reports/" + }, + "container_engine": null, + "reference": { + "genome_assembly": "GCF_963853765.1", + "annotation_version": "GCF_963853765.1-RS_2024_06" + }, + "workflow_start": "2026-10-12T17:20:18.393451-07:00", + "qc_metrics": { + "mean_reads_per_sample": null, + "mean_mapping_rate_percent": null, + "n_samples": null, + "note": "QC metrics are not populated in processed_results_harmonization mode or in this unexecuted scaffold run." + }, + "viral_load": null, + "warnings": [] +} \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_dge_standardized.tsv b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_dge_standardized.tsv new file mode 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+136276701 2.39083238794256 4.76708873950091 3.01531805781255 1.58095718199598 diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_rnaseq_report.html b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_rnaseq_report.html new file mode 100644 index 0000000..4197555 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_rnaseq_report.html @@ -0,0 +1,3716 @@ + + + + + + + + + +AREE RNA-seq Workflow Report + + + + + + + + + + + + + + + + + + + +
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AREE RNA-seq Workflow Report

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BERNARDINI2024_TIRE / tire_particles_low_vs_ctl_d41_gill

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Run summary

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This report was generated by the AREE workflows/rnaseq Nextflow scaffold.

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FieldValue
workflow_namearee-rnaseq
workflow_version0.1.0-scaffold
moderaw_reanalysis
study_idBERNARDINI2024_TIRE
comparison_idtire_particles_low_vs_ctl_d41_gill
workflow_start2026-10-12T18:33:45.396221-07:00
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Warnings

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No warnings recorded.
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If mode is processed_results_harmonization, note that raw FASTQ QC (FastQC/fastp/Salmon mapping rate) could not be independently verified — see the warnings array above and docs/design.md section 7.

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Sample exclusions and viral read QC

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No samples were excluded from differential expression.
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Viral read QC was not run (no --viral_reference).
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Differential expression summary

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Loaded 22300 features. 17 features have padj < 0.05.
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gene_idbaseMeanlog2FoldChangelfcSEstatpvaluepadj
10533487135.95853-23.58382823.0039467-7.8509480.00e+000.0000000
11768796939.75612-23.72232893.0038731-7.8972470.00e+000.0000000
13627500615.7142621.76474713.00502577.2427820.00e+000.0000000
105322631567.73209-1.10522370.1957280-5.6467320.00e+000.0000589
136271574167.0074210.89288942.02595965.3766571.00e-070.0002185
10534497028.62155-2.22812350.4762875-4.6781062.90e-060.0069474
10533363831.88243-5.03182591.1008864-4.5707044.90e-060.0099975
10533336823.15470-3.62907320.8267728-4.3894441.14e-050.0181787
117685344557.64355-0.36305490.0825830-4.3962401.10e-050.0181787
136272418230.98282-1.77895040.4088064-4.3515721.35e-050.0194597
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Volcano plot

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Provenance

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Source file checksums, tool versions, and parameters are recorded in BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_manifest.json, emitted by the EMIT_MANIFEST process. This report does not duplicate that data verbatim; consult the manifest for the authoritative, machine-readable record.

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Generated by the AREE workflows/rnaseq scaffold. This report template has not been rendered against real pipeline outputs in this build — see workflows/rnaseq/README.md.

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+ + +
+ + + + + \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_workflow_manifest.json b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_workflow_manifest.json new file mode 100644 index 0000000..6ccd7f5 --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_workflow_manifest.json @@ -0,0 +1,86 @@ +{ + "workflow_name": "aree-rnaseq", + "workflow_version": "0.1.0-scaffold", + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_particles_low_vs_ctl_d41_gill", + "input_files": [ + { + "name": "BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_dge_standardized.tsv", + "sha256": "04dc48dcf9722ec205013c6dbb10ffc9a2a8d464c1816a9edc7cff1b3cb1efed" + } + ], + "parameters": { + "mode": "raw_reanalysis", + "study_id": "BERNARDINI2024_TIRE", + "comparison_id": "tire_particles_low_vs_ctl_d41_gill", + "outdir": "results/rnaseq/BERNARDINI2024_TIRE", + "exclude_samples": [], + "control_levels": [ + "NovaSeq_6000_D41_GI_CTL" + ], + "treatment_levels": [ + "NovaSeq_6000_D41_GI_MR_L" + ], + "replicate_unit": null, + "covariates": [], + "single_end": true, + "se_adapter": "AGATCGGAAGAGCACACGTCTGAACTCCAGTCA", + "tag_seq": true, + "viral_reference": null + }, + "deseq2_design": { + "design": "~condition", + "covariates_requested": [], + "covariates_used": [], + "covariates_dropped_constant": [], + "n_libraries_or_units": 12, + "residual_df": 10 + }, + "software_versions": { + "DIFFERENTIAL_EXPRESSION_DESEQ2": { + "bioconductor-deseq2": "1.42.1", + "bioconductor-tximport": "1.30.0", + "r-base": "4.3.2" + }, + "FASTQC": { + "fastqc": "0.12.1" + }, + "SALMON_INDEX": { + "salmon": "2.3.4" + }, + "SALMON_QUANT": { + "salmon": "2.3.4" + }, + "SAMPLE_QC": { + "multiqc": "1.9" + }, + "STANDARDIZE_OUTPUT": { + "pandas": "2.3.3", + "python": "3.9.6" + }, + "TRIM_FASTP": { + "fastp": "1.3.6" + }, + "EMIT_MANIFEST": { + "python": "3.9.6" + } + }, + "software_versions_not_captured": { + "RENDER_REPORT": "renders this manifest, so it runs afterwards; its versions.yml is published to rnaseq/reports/" + }, + "container_engine": null, + "reference": { + "genome_assembly": "GCF_963853765.1", + "annotation_version": "GCF_963853765.1-RS_2024_06" + }, + "workflow_start": "2026-10-12T18:33:45.396221-07:00", + "qc_metrics": { + "mean_reads_per_sample": null, + "mean_mapping_rate_percent": null, + "n_samples": null, + "note": "QC metrics are not populated in processed_results_harmonization mode or in this unexecuted scaffold run." + }, + "viral_load": null, + "warnings": [] +} \ No newline at end of file diff --git a/data/studies/BERNARDINI2024_TIRE/replicate_dispersion_qc.tsv b/data/studies/BERNARDINI2024_TIRE/replicate_dispersion_qc.tsv new file mode 100644 index 0000000..b2a7a7f --- /dev/null +++ b/data/studies/BERNARDINI2024_TIRE/replicate_dispersion_qc.tsv @@ -0,0 +1,6 @@ +condition n_samples samples n_genes median_dispersion passes +NovaSeq_6000_D41_GI_CTL 6 NovaSeq 6000 sequencing: D41_GI_CTL_1,NovaSeq 6000 sequencing: D41_GI_CTL_2,NovaSeq 6000 sequencing: D41_GI_CTL_3,NovaSeq 6000 sequencing: D41_GI_CTL_4,NovaSeq 6000 sequencing: D41_GI_CTL_5,NovaSeq 6000 sequencing: D41_GI_CTL_6 1170 0.045 True +NovaSeq_6000_D41_GI_LEA_H 6 NovaSeq 6000 sequencing: D41_GI_LEA_H_1,NovaSeq 6000 sequencing: D41_GI_LEA_H_2,NovaSeq 6000 sequencing: D41_GI_LEA_H_3,NovaSeq 6000 sequencing: D41_GI_LEA_H_4,NovaSeq 6000 sequencing: D41_GI_LEA_H_5,NovaSeq 6000 sequencing: D41_GI_LEA_H_6 1124 0.04928 True +NovaSeq_6000_D41_GI_LEA_L 6 NovaSeq 6000 sequencing: D41_GI_LEA_L_1,NovaSeq 6000 sequencing: D41_GI_LEA_L_2,NovaSeq 6000 sequencing: D41_GI_LEA_L_3,NovaSeq 6000 sequencing: D41_GI_LEA_L_4,NovaSeq 6000 sequencing: D41_GI_LEA_L_5,NovaSeq 6000 sequencing: D41_GI_LEA_L_6 1115 0.03673 True +NovaSeq_6000_D41_GI_MR_H 6 NovaSeq 6000 sequencing: D41_GI_MR_H_1,NovaSeq 6000 sequencing: D41_GI_MR_H_2,NovaSeq 6000 sequencing: D41_GI_MR_H_3,NovaSeq 6000 sequencing: D41_GI_MR_H_4,NovaSeq 6000 sequencing: D41_GI_MR_H_5,NovaSeq 6000 sequencing: D41_GI_MR_H_6 1147 0.05374 True +NovaSeq_6000_D41_GI_MR_L 6 NovaSeq 6000 sequencing: D41_GI_MR_L_1,NovaSeq 6000 sequencing: D41_GI_MR_L_2,NovaSeq 6000 sequencing: D41_GI_MR_L_3,NovaSeq 6000 sequencing: D41_GI_MR_L_4,NovaSeq 6000 sequencing: D41_GI_MR_L_5,NovaSeq 6000 sequencing: D41_GI_MR_L_6 1151 0.02994 True diff --git a/registry/studies/BERNARDINI2024_TIRE.yaml b/registry/studies/BERNARDINI2024_TIRE.yaml index 7cc8961..6e65f08 100644 --- a/registry/studies/BERNARDINI2024_TIRE.yaml +++ b/registry/studies/BERNARDINI2024_TIRE.yaml @@ -53,8 +53,20 @@ data_availability: status: "available" access_notes: "Raw single-end FASTQ public in ENA/SRA under PRJNA856813. The design is in each run's experiment_title (e.g. 'Illumina NovaSeq 6000 sequencing: D41_GI_MR_H_3'); the BioSamples are 16S metagenome records that each oyster's 16S and RNA-seq runs share. Only the 30 day-41 gill NovaSeq runs of CTL, MR_L, MR_H, LEA_L and LEA_H are staged. Sequence data are not committed." -qc_status: "in_progress" -analysis_status: "in_progress" +# QC PASSED WITH WARNINGS, 2026-10-12 (full-depth run of the 30 libraries, +# --single_end --tag_seq). +# - Replicates are real individual oysters: median within-group dispersion +# 0.030-0.054 in all five groups (replicate_dispersion_qc.tsv). +# - Library type confirmed twice: Salmon detected every library as SF +# (forward-stranded), as QuantSeq FWD is, matching the poly-A screen. +# - Small responses, consistent with the abstract's "possible oyster +# resilience" and its report of stress and energy-metabolism activation +# in the leachate treatment: padj < 0.05 for 48 (leachate high), 88 +# (leachate low), 13 (particles high) and 17 (particles low) genes. +# - Warnings: tank layout unknown, concentrations unknown, effect sizes on a +# 3' count scale. +qc_status: "passed_with_warnings" +analysis_status: "harmonized" # --------------------------------------------------------------------------- # Four comparisons, each exposure against the same six day-41 gill controls, @@ -90,7 +102,7 @@ comparisons: sample_size: 12 biological_replicates: 6 meta_analysis_primary: true - results_file: null + results_file: "data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_high_vs_ctl_d41_gill_dge_standardized.tsv" - comparison_id: "tire_particles_low_vs_ctl_d41_gill" tissue: "gill" @@ -108,7 +120,7 @@ comparisons: resilience_classification: "stress_response" sample_size: 12 biological_replicates: 6 - results_file: null + results_file: "data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_particles_low_vs_ctl_d41_gill_dge_standardized.tsv" - comparison_id: "tire_leachate_high_vs_ctl_d41_gill" tissue: "gill" @@ -126,7 +138,7 @@ comparisons: resilience_classification: "stress_response" sample_size: 12 biological_replicates: 6 - results_file: null + results_file: "data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_high_vs_ctl_d41_gill_dge_standardized.tsv" - comparison_id: "tire_leachate_low_vs_ctl_d41_gill" tissue: "gill" @@ -144,7 +156,7 @@ comparisons: resilience_classification: "stress_response" sample_size: 12 biological_replicates: 6 - results_file: null + results_file: "data/studies/BERNARDINI2024_TIRE/BERNARDINI2024_TIRE_tire_leachate_low_vs_ctl_d41_gill_dge_standardized.tsv" quality_flags: - raw_data_available @@ -177,6 +189,11 @@ provenance: 7.4%, compared on the same day with GEORGE2023_HEATWAVE_PLOIDY SRR22817776 (15.9%) and LI2022_LOWSAL_VIBRIO SRR15559845 (0.1%). Comparisons and meta_analysis_primary fixed before any result was computed. + Run 2026-10-12 (Nextflow 26.04.7, native, merged single-end + tag_seq + code): all 30 FASTQ verified against ENA MD5s; first comparison 96/96 + tasks, the other three reuse its quantifications. Salmon mapping + 43.5-56.7%, library type SF for all 30. Harmonized: 89,752 evidence + records across the four comparisons. source_links: - "https://doi.org/10.1016/j.jhazmat.2024.135742" - "https://pubmed.ncbi.nlm.nih.gov/39276742/" diff --git a/tests/test_bernardini2024_tire.py b/tests/test_bernardini2024_tire.py index 1ee8abf..336ae5e 100644 --- a/tests/test_bernardini2024_tire.py +++ b/tests/test_bernardini2024_tire.py @@ -90,3 +90,23 @@ def test_comparisons_classification_and_primary(study): assert comp["resilience_classification"] == "stress_response" assert comp["exposure_intensity"] is None # concentrations unknown: paper not read in full assert comp["sample_size"] == 12 + + +def test_run_outputs_match_the_registered_comparisons(study): + """Each manifest's arms and library settings must match its comparison.""" + for comp in study["comparisons"]: + cid = comp["comparison_id"] + params = json.loads((STUDY_DIR / f"BERNARDINI2024_TIRE_{cid}_workflow_manifest.json").read_text())["parameters"] + assert params["comparison_id"] == cid + assert params["control_levels"] == [CONTROL] + assert params["treatment_levels"] == [ARMS[cid]] + assert params["single_end"] is True and params["tag_seq"] is True + rows = _tsv(REPO_ROOT / comp["results_file"]) + assert len(rows) > 20000 + assert sum(r["lfcSE"] not in ("", "NA") for r in rows) > 0.95 * len(rows) + + +def test_replicates_pass_dispersion_qc(): + rows = _tsv(STUDY_DIR / "replicate_dispersion_qc.tsv") + assert {r["condition"] for r in rows} == {CONTROL, *ARMS.values()} + assert all(r["passes"] == "True" for r in rows)