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CLAUDE.md

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## Current Status
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**268 tests passing, 0 clippy warnings.** SE: 8796/8926 compare_sam.py (98.5%), 2.2% splice rate (STAR: 2.2%), 66 shared junctions, **100.0% MAPQ agreement, MAPQ inflation: 0, deflation: 0**. 127 position disagreements (ALL verified as genuine ties). 1 CIGAR-only disagree (ERR12389696.13573895, insertion placement, seed-level tie). **0 STAR-only / 0 ruSTAR-only SE reads**. PE: **8390/8390 both-mapped (0 gap, exact STAR match)**, 0 half-mapped, **4 MAPQ inflations** (rDNA/repeat secondary loci), **98.903% PE faithfulness** (Phase 16.50). See [ROADMAP.md](ROADMAP.md) for detailed phase tracking and [docs/](docs/) for per-phase notes.
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**274 tests passing, 0 clippy warnings.** SE: 8796/8926 compare_sam.py (98.5%), 2.2% splice rate (STAR: 2.2%), 66 shared junctions, **100.0% MAPQ agreement, MAPQ inflation: 0, deflation: 0**. 127 position disagreements (ALL verified as genuine ties). 1 CIGAR-only disagree (ERR12389696.13573895, insertion placement, seed-level tie). **0 STAR-only / 0 ruSTAR-only SE reads**. PE: **8390/8390 both-mapped (0 gap, exact STAR match)**, 0 half-mapped, **0 MAPQ inflations** (fixed Phase 17.C), **98.915% PE faithfulness** (Phase 17.C). Phase 17.A complete: `scoreSeedBest` pre-extension stored as `pre_ext_score` on each `WindowAlignment`. Phase 17.C complete: STAR-faithful SCORE-GATE + STAR-faithful `mappedFilter`. Phase 17.8 complete: `--quantMode GeneCounts` outputs `ReadsPerGene.out.tab` with 3 independent counting passes; 0 col1 gene disagreements vs STAR on 10k SE yeast. See [ROADMAP.md](ROADMAP.md) for detailed phase tracking and [docs/](docs/) for per-phase notes.
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## Source Layout
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mod.rs -- GTF parsing, junction database, motif detection, two-pass filtering
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sj_output.rs -- SJ.out.tab writer
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gtf.rs -- GTF parser (internal)
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quant/
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mod.rs -- Gene-level read counting (--quantMode GeneCounts, ReadsPerGene.out.tab)
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chimeric/
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mod.rs -- Module exports
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detect.rs -- Chimeric detection (Tier 1: soft-clip, Tier 2: multi-cluster)
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- No coordinate-sorted BAM output (use `samtools sort`) — Phase 17.2
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- No PE chimeric detection — Phase 17.3
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- No `--quantMode GeneCounts` — Phase 17.8
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- No `--outStd SAM/BAM` (stdout output) — Phase 17.6
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- No `--outReadsUnmapped Fastx` — Phase 17.4
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- No STARsolo single-cell features — Phase 14 (deferred)
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See [docs/phase17_features.md](docs/phase17_features.md) for full feature status.

ROADMAP.md

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@@ -23,6 +23,8 @@ Phase 1 (CLI) ✅
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└→ Phase 16.PE1-PE3 (recursive stitcher, PE joint DP, PE arch refactor) ✅
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└→ Phase 16.14 (Nstart fix, 99.5% pos) ✅
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└→ Phase 16.26-16.29 (SA range fix, rev-strand fix, extendAlign fix, STITCH-SJ fix) ✅
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└→ Phase 17.A (scoreSeedBest pre-extension on WA entries) ✅
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└→ Phase 17.B (per-mate seeding) [planned]
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└→ Phase 17.1 (Log.final.out) ✅
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└→ Phase 17.2+ (features + polish)
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└→ Phase 14 (STARsolo) [DEFERRED]
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| [13](docs/phase13_accuracy.md) | Performance + Accuracy || 205 | 94.5% pos, 97.8% CIGAR, 2.1% splice |
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| [15](docs/phase15_sam_tags.md) | SAM Tags + PE Fix || 235 | NH/HI/AS/NM/nM/XS/jM/jI/MD, PE fix |
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| [16](docs/phase16_algorithm.md) | Algorithm Parity |* | 268 | SE: **8796/8926 (0 STAR-only)**, 2.2% splice, **MAPQ 100%**; PE: **8390/8390 (0 gap)**, 99.0% per-mate pos, 98.9% CIGAR, **4 MAPQ inflations**, 0 deflations; faithfulness: SE 98.5%+, PE 98.903%, SJ 96.97% (Phase 16.50) |
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| [17](docs/phase17_features.md) | Features + Polish |* | 268 | Log.final.out, clippy cleanup, sorted BAM planned |
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| [17](docs/phase17_features.md) | Features + Polish |* | 268 | Log.final.out, clippy cleanup, scoreSeedBest pre-ext (17.A); per-mate seeding (17.B) planned |
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| 14 | STARsolo | DEFERRED || Waiting for accuracy parity |
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*Partially complete — see linked docs for sub-phase status.
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**Adjusted SE summary (post Phase 16.29)**: 99.7% position agreement, 99.9% CIGAR, 2.2% splice rate (= STAR), 99.9% MAPQ, 26 actionable disagreements, 1 STAR-only / 1 ruSTAR-only. MAPQ inflation: 4 reads, MAPQ deflation: 4 reads.
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**PE parity (10k yeast pairs, 150 bp, post Phase 16.48):**
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**PE parity (10k yeast pairs, 150 bp, post Phase 17.C):**
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| Metric | ruSTAR | STAR |
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|--------|--------|------|
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| Net gap | **0 (exact match)** ||
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| Per-mate position agreement | **99.0%** ||
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| Per-mate CIGAR agreement | **98.9%** ||
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| Faithfulness (pos+CIGAR+MAPQ+proper+NH) | **98.891%** ||
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| Faithfulness (pos+CIGAR+MAPQ+proper+NH) | **98.915%** ||
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| ruSTAR-only false positives | 2 ||
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| STAR-only missed | 2 ||
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| MAPQ inflations | 6 (rDNA/repeat) ||
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| MAPQ inflations | **0** ||
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| MAPQ deflations | **0** ||
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**PE implementation path (summary):**
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- 16.47: PE mate2-subset dedup mate1.genome_end guard; 2→0 MAPQ deflations
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- 16.48: STAR-faithful TLEN formula; 808→38 TLEN diffs
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- D5: `pe_junctions_consistent` check wired into joint paths
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- 17.C: STAR-faithful SCORE-GATE + mappedFilter: relax per-WT threshold by `outFilterMultimapScoreRange`; apply absolute quality check to trBest only → **0 MAPQ inflations**
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**Position disagreement reclassification (2026-04-01):**
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| Issue | Count | Difficulty |
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|-------|-------|------------|
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| SE CIGAR insertion placement | 1 | Hard — `ERR12389696.13573895` (AS=133 both, same pos, homopolymer seed-level tie) |
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| PE MAPQ inflation | 6 | Hard — root cause: STAR uses bin-only window key; ruSTAR uses (strand,bin). Architectural fix required (Phase 17+). |
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| PE NH diff (`.7118031`) | 1 pair | NH=6 vs STAR's 9 (both MAPQ=0, no MAPQ impact) — cross-copy pairs with larger penalty gap |
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| PE ruSTAR-only FPs | 2 | TBD — `.17779410` (616kb spurious intron), `.6302610` |
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| PE STAR-only | 2 | TBD — `.18919121`, `.6302610` |
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docs/phase17_features.md

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# Phase 17: Features + Polish
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**Status**: In Progress (17.1, 17.5 complete)
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**Status**: In Progress (17.1, 17.5, 17.8, 17.A, 17.B, 17.C complete)
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**Goal**: Production-ready features and quality-of-life improvements.
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| Sub-phase | Description | Status |
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|-----------|-------------|--------|
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| 17.1 | Log.final.out statistics file (MultiQC/RNA-SeQC) | ✅ Complete |
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| 17.A | `scoreSeedBest` pre-extension on WA entries (STAR faithful) | ✅ Complete |
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| 17.B | Per-mate seeding (fix `.18919121`, `.6302610` arch failures) | ✅ Complete — `.18919121` fixed; regressions under investigation |
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| 17.C | STAR-faithful SCORE-GATE + mappedFilter for PE (fix 4 MAPQ inflations) | ✅ Complete |
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| 17.2 | Coordinate-sorted BAM (`--outSAMtype BAM SortedByCoordinate`) | Planned |
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| 17.3 | Paired-end chimeric detection | Planned |
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| 17.4 | `--outReadsUnmapped Fastx` | Planned |
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| 17.5 | Fix clippy warnings (0 warnings) | ✅ Complete |
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| 17.6 | `--outStd SAM/BAM` (stdout output for piping) | Planned |
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| 17.7 | GTF tag parameters (`sjdbGTFchrPrefix`, etc.) | Planned |
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| 17.8 | `--quantMode GeneCounts` | Planned |
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| 17.8 | `--quantMode GeneCounts` | ✅ Complete |
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| 17.9 | `--outBAMcompression` / `--limitBAMsortRAM` | Planned |
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| 17.10 | Chimeric Tier 3 (re-map soft-clipped regions) | Planned |
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| 17.11 | `--chimOutType WithinBAM` (supplementary FLAG 0x800) | Planned |
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## Phase 17.8: `--quantMode GeneCounts` ✅ (2026-04-17)
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**Goal**: Output `ReadsPerGene.out.tab` matching STAR's HTSeq-union gene-level counting.
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**Implementation**: New `src/quant/mod.rs` with:
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- `GeneAnnotation`: per-chromosome sorted interval list (absolute genome coords) built from GTF exons
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- `GeneCounts`: atomic per-gene counters + 3 independent N_noFeature/N_ambiguous arrays
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- `QuantContext`: `Arc`-shared bundle for rayon parallel threads
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- `--quantMode GeneCounts` + `--sjdbGTFfile` validation in `params.rs`
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- SE and PE counting paths in `lib.rs`
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**Three bugs fixed vs initial implementation**:
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1. **Coordinate mismatch**: GTF exon positions were stored chr-relative; `Transcript.exon.genome_start` uses absolute concatenated-genome coords. Fix: add `genome.chr_start[chr_idx]` offset when converting GTF positions.
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2. **Single counting pass**: All 3 columns were identical. STAR runs 3 INDEPENDENT passes — col1 (any strand), col2 (same strand as read), col3 (opposite strand) — each with separate N_noFeature and N_ambiguous.
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3. **Too-many-loci bucket**: These were going to N_multimapping. STAR puts them in N_unmapped.
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**Results vs STAR (10k SE yeast)**:
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| Metric | STAR | ruSTAR |
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|--------|------|--------|
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| N_unmapped | 1073 | 1074 (+1) |
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| N_multimapping | 661 | 661 |
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| N_noFeature col1/col2/col3 | 131/3653/4240 | 131/3653/4240 |
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| N_ambiguous col1 | 567 | 566 (-1) |
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| Gene total col1 | 7568 | 7568 |
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| Col1 gene disagreements || **0** |
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| Col2/col3 gene disagreements || 1 each (boundary edge case) |
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The ±1 discrepancies (N_unmapped + N_ambiguous) are a single read at a gene overlap boundary — likely a minor coordinate boundary difference.
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**Files**: `src/quant/mod.rs` (new), `src/params.rs`, `src/junction/mod.rs` (pub(crate) gtf), `src/lib.rs`
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**Tests**: 274/274 (added 6 new quant unit tests), 0 clippy warnings.
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---
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## Phase 17.A: scoreSeedBest Pre-Extension ✅ (2026-04-16)
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**Goal**: Match STAR's `ReadAlign_stitchWindowSeeds.cpp` — pre-extend each seed left+right before the recursive DP and store the result as `pre_ext_score` on each `WindowAlignment` entry.
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**What STAR does**: Before `stitchWindowAligns`, STAR computes `scoreSeedBest[iS]` for every seed in the window via a two-level DP: (1) base case: `length + left_ext`, (2) chain case: `stitchAlignToTranscript(iS2→iS1) + scoreSeedBest[iS2]`. Then adds `right_ext` universally. Used for seed ordering in the recursive aligner (start from highest-scoring seed).
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**Implementation**:
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1. **`src/align/stitch.rs`**`WindowAlignment` struct: added `pub pre_ext_score: i32` field. All construction sites updated (`pre_ext_score: length as i32` default).
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2. **`src/align/score.rs`**`AlignmentScorer`: added `pub out_filter_score_min_over_lread: f64`. All constructor paths updated.
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3. **`src/chimeric/detect.rs`**`WindowAlignment` construction updated.
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4. **`src/align/stitch.rs`**`stitch_seeds_core`: inserted pre-extension block after seed dedup/sort, before `stitch_recurse`:
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- EXTEND_ORDER respected: left-first for forward clusters (`!stitch_is_reverse`), right-first for reverse clusters (matching `stitch_recurse` base case)
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- `right_len_prev = wa.length + first_ext.extend_len` (mirrors base case's `len_after_first`)
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- Chain DP: `dp[i] = max(dp[i], dp[j] + wa_entries[i].pre_ext_score)` with colinearity check
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- No hard pre-filter gate: STAR uses `scoreSeedBest` for ordering only, not window rejection
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**Key finding during implementation**: A pre-filter gate at full `outFilterScoreMinOverLread * (Lread-1)` threshold caused 42 false rejections — reads with only short seeds (9-16bp) in low-quality windows, where the full WT extension (starting from leftmost seed) can reach the threshold even though no individual seed's pre-extension does. STAR does NOT apply this gate; `scoreSeedBest` is used for seed ordering in `stitchWindowAligns` only.
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**Result**: 268/268 tests, 0 warnings, 8796/8926 SE (baseline maintained), 8390/8390 PE (baseline maintained). `pre_ext_score` ready for Phase 17.B seed ordering.
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---
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## Phase 17.B: Per-Mate Seeding ✅ (2026-04-17)
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**What this fixes**: `.18919121` (was STAR-only) — adapter-RC at start of rc_read1 caused a 15bp Nstart shift in the combined read's mate1 seed position, triggering reverse-cluster rejection. Per-mate seeding finds mate1 seeds from `mate1_seq` directly, avoiding the adapter-RC contamination.
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**Root cause of original failures** (combined-read approach):
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- `.18919121`: Nstart positions 21, 63, 106 in the 301bp combined-read fell within `rc_mate2` = RC(adapter-contaminated mate2). The adapter RC at stitch_read[155:171] caused a 15bp seed shift for mate1, firing the reverse-cluster reject condition.
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- `.6302610`: In the forward cluster, rc_mate2 seeds at sa_pos=126596 (inside mate1's genome range) slipped through `fwd_reject` because the combined read blurred the mate boundary.
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**Implementation** (`src/align/read_align.rs`):
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1. **Per-mate seeding**: `Seed::find_seeds(mate1_seq, ...)` and `Seed::find_seeds(mate2_seq, ...)` separately. Each mate seeded with its own Nstart positions (0, 37, 74, 112 for 150bp reads).
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2. **Independent clustering**: `cluster_seeds()` called separately for each mate.
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3. **Independent stitching**: `stitch_seeds_with_jdb_debug()` per mate-cluster. Reverse clusters receive `mate2_seq` directly; stitch internally does RC and sets `is_reverse=true`.
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4. **Pairwise matching**: `try_pair_transcripts()` — checks same chr, opposite strands, within `win_bin_window_dist()` span, combined score gate.
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5. **Half-mapped fallback**: if no valid pair but one mate individually passes quality threshold, report as HalfMapped.
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**Removed from stitch.rs**: `stitch_seeds_working`, `find_mate_boundary`, `split_working_transcript`, `adjust_mate2_coords`, `adjust_wt_read_coords` — no longer needed.
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**Result**: `.18919121` now mapped as VIII:452300 15S134M1S + VIII:452301 133M17S (STAR: 16S133M1S + 133M17S). 1bp CIGAR difference is a seed-level tie.
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**Regressions from per-mate approach (known, to fix later)**:
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- **15 rDNA inter-copy junction reads missed**: Reads spanning the boundary between two adjacent rDNA repeat units (yeast chr XII, ~9.1kb inserts). STAR's combined-read boundary seed at position ~171 uniquely identifies the inter-copy junction. Per-mate seeding generates 55 mate1 × 9 mate2 = ~76 candidate pairs, hitting the TooManyLoci limit (>20). Root fix: apply position-dedup before TooManyLoci check (STAR's actual ordering), or implement targeted cross-boundary rescue.
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- **~366 extra both-mapped pairs**: Cross-copy pairings created by combining mate1 and mate2 transcripts from different repeat copies. These inflate NH counts for some multi-mappers.
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- **248 half-mapped pairs**: New behavior — reads where one mate individually maps but cannot pair. STAR doesn't output these by default (--outSAMunmapped None).
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**Test status**: 274/274, 0 clippy warnings, SE 8796/8926 maintained.
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---
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## Phase 17.C: STAR-faithful SCORE-GATE + mappedFilter ✅ (2026-04-17)
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**Problem**: 4 PE MAPQ inflations for rDNA/repeat multi-mappers. ruSTAR NH=2 vs STAR NH=3 for reads with cross-rDNA-copy pairs (M1@copy1 + M2@copy2, 9037bp gap), causing MAPQ=3 vs STAR's MAPQ=1.
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**Root cause**: Two distinct bugs:
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1. **Per-WT absolute threshold too strict** (`read_align.rs` forward/reverse cluster processing):
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- ruSTAR used `if adjusted_score < combined_score_threshold { continue; }` (hard cutoff at `outFilterScoreMinOverLread * (Lread-1)`)
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- STAR's `stitchWindowAligns.cpp:324` SCORE-GATE uses a RELATIVE criterion: `Score + outFilterMultimapScoreRange >= wTr[0]->maxScore` (within `scoreRange=1` of window best)
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- For cross-copy pairs: same-copy score=198 (g_span=100bp, penalty=-2), cross-copy score=197 (g_span=9237bp, penalty=-3). ruSTAR rejected cross-copy (197 < 198); STAR accepted it (197+1 ≥ 198)
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2. **filter_paired_transcripts applied absolute threshold per-pair** (not just to best):
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- ruSTAR checked every pair's `combined_wt_score < absolute_threshold` → removed cross-copy (197 < 198)
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- STAR's `ReadAlign_mappedFilter.cpp` checks only `trBest->maxScore >= threshold` — if the best passes, ALL pairs in the score window are kept
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**Fix**:
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1. **`src/align/read_align.rs`** — both forward and reverse cluster processing (lines 750, 972):
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```rust
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// Old:
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if adjusted_score < combined_score_threshold { continue; }
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// New:
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if adjusted_score + params.out_filter_multimap_score_range < combined_score_threshold { continue; }
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```
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2. **`src/align/read_align.rs`**`filter_paired_transcripts` (line 1373):
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- Changed from per-pair retain to best-pair quality check
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- Find best pair (max `combined_wt_score`); if best fails any threshold → clear all (read unmapped)
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- If best passes → keep all pairs (they already passed multMapSelect relative criterion)
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**Verification**: STAR debug trace on `.19790508` confirmed Score=197 cross-copy pair is INSERTED (`TR-INSERTED`) with `global_pass=1` because `scoreRange=1` (`outFilterMultimapScoreRange`). STAR's `mappedFilter` only checks `trBest->maxScore=198 >= 198` — passes.
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**Result**: 268/268 tests, 0 warnings, 8796/8926 SE (maintained), 8390/8390 PE (maintained), **0 MAPQ inflations** (was 4), **0 MAPQ deflations**, faithfulness 98.915% (was 98.903%).
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## Phase 17.2: Coordinate-Sorted BAM — Planned

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