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Add workflow diagram to README — visual pipeline overview
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README.md

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@@ -18,6 +18,33 @@ Reproducible bulk RNA-seq differential expression pipeline using DESeq2: QC, shr
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- Extracts full GEO covariates (viral load Ct, age, sex, sequencing batch) for covariate-aware analyses
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- Raw and shrunken DE outputs, analysis summary metrics, and git/session provenance are generated automatically
2020

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## Workflow
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```
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GSE152075 (n=484, GEO)
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00 Download ────── Fetch counts + metadata from GEO, extract covariates (Ct, age, sex, batch)
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01 QC ──────────── Library size filtering (>100k reads), gene filtering (CPM ≥1 in ≥10 samples)
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02 PCA ─────────── VST (blind=TRUE) → PCA for sample-level exploratory analysis
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03 DE ──────────── Balanced subset (n=60) → DESeq2 (~ condition) → apeglm shrinkage
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├──→ 04 Sensitivity ─── Full cohort (n=484) DE → concordance check (99.7% sign agreement)
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├──→ 05 Diagnostics ─── Cook's distance, dispersion, MA, volcano, scree
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├──→ 06 Enrichment ──── GO/KEGG via clusterProfiler (top: "Coronavirus disease", FDR=4.5e-39)
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├──→ 08 Viral load ──── High/low Ct stratification → independent DE + ISG-Ct correlation
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└──→ 09 Sex interaction ── ~ condition * gender → 12 sex-biased genes (9 male, 3 female)
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07 Provenance ──── Git commit, session info, config, package versions → REPRODUCIBILITY.md
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```
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## Methods Overview
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- Bulk RNA-seq preprocessing and quality control

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