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Query the evidence

Search every harmonized evidence record — all genes in all reanalysed study contrasts, including nonsignificant results — not just the ten displayed findings per study. The full table (~17 MB) downloads into your browser once; every query then runs locally, and nothing you type leaves the page.

These are study-level molecular associations, not validated biomarkers. Higher expression does not necessarily mean greater resilience, rows that share controls are not independent replication, and no cross-study pooled effect is computed. Rows marked exploratory come from the tank-dependent PRJNA735889 analysis: their p-values are nominal only. See how expression findings relate to resilience and the guide to reading results.

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GeneDescriptionStudyContrastTissue StageStressorEffect (log2FC)SEAdj. p InterpretationQuality flags

Positive effects indicate higher expression in the treatment relative to the control. Adjusted p-values from the exploratory PRJNA735889 contrast are nominal only. Hover a truncated cell for the full text; follow a study link for its design, replication and limitations.

Advanced: run SQL against the evidence table

Columns match the harmonized evidence schema: study_id, bioproject, feature_id_standardized, description, sample_comparison, effect_size, effect_size_type, standard_error, p_value, adjusted_p_value, sample_size, tissue, life_stage, stressor, phenotype, resilience_classification, inference_status, quality_flags.

Prefer a script or a chatbot? The same file powers both: download aree_evidence.parquet and query it with DuckDB, pandas or polars, or hand its URL to an AI assistant. Full per-study TSVs with complete provenance columns are linked from real-study findings.

 

Aquaculture Resilience Evidence Engine · association evidence only, not validated biomarkers

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