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perf(msgfplus): Percolator pin features (Achievement A) + precursor mass calibration (Achievement B)#22

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ypriverol merged 9 commits intodevfrom
feat/msgfplus-perf-ab
Apr 19, 2026
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perf(msgfplus): Percolator pin features (Achievement A) + precursor mass calibration (Achievement B)#22
ypriverol merged 9 commits intodevfrom
feat/msgfplus-perf-ab

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Summary

Two strict Pareto improvements to MS-GF+, validated via Percolator rescoring on three datasets. Branch never regresses; correctness gate (-precursorCal off ≡ baseline) holds on all three.

Cross-dataset results (Percolator @ 1% FDR)

Dataset Instrument Baseline Branch Lift
PXD001819 LTQ Orbitrap Velos 14903 15157 +254 (+1.70%)
Astral ProteoBench Orbitrap Astral 34714 35627 +913 (+2.63%)
PXD007683 Orbitrap Fusion Lumos (TMT) 9941 10176 +235 (+2.36%)

Correctness: on every dataset, running with -precursorCal off produces bit-identical target/decoy counts to baseline (28037 / 11022, 89479 / 46792, 28790 / 14768 respectively).

Achievement A — Percolator .pin output quality

DirectPinWriter now emits six additional PSM-level features and matches OpenMS PercolatorAdapter's column schema:

  • lnDeltaSpecEValue — log-ratio of rank-1 vs rank-2 SpecEValue per spectrum, rank-tie-aware; zero when rank-2 is missing.
  • matchedIonRatioNumMatchedMainIons / PepLen, peptide-length-normalized ion-match density.
  • enzN, enzC, enzInt — verbatim Java port of OpenMS PercolatorInfile::isEnz_ (all 12 named enzymes + default-true fallthrough). enzInt was the star new feature on PXD001819 (Percolator SVM weight −0.1289, 4th-largest |w| overall).
  • mass — redundant with ExpMass, kept for OpenMS layout parity.
  • Header renames to match OpenMS case-sensitive regex parsing: PepLen → peplen, Charge2..K → charge2..K, dM → dm, absdM → absdm, IsotopeError → isotope_error.

Also shipped: sanitizeFeatureValue() to convert literal NaN / Infinity tokens (MS-GF+'s StdevErrorTop7 emits NaN on PSMs with too few matched ions) into "0" so Percolator can consume the pin without terminating.

No scoring-path change; .mzid output is bit-identical to baseline.

Achievement B — Two-pass precursor mass calibration

New CLI flag -precursorCal auto|on|off (default auto). In auto mode a sampled pre-pass runs the existing DBScanner over every 10th SpecKey (cap 500), filters to high-confidence PSMs (SpecEValue ≤ 1e-6, DeNovoScore ≥ minDeNovoScore), and computes the median ppm residual. That shift is applied to every precursor mass in the main search via ScoredSpectraMap.applyShift(), which short-circuits on exact double == 0.0 to guarantee the off path is bit-identical to baseline.

Size guard (MIN_SPECKEYS_FOR_PREPASS = 10000) skips the pre-pass on small files where the calibrator couldn't yield reliable data. Real datasets (PXD001819 ~66K SpecKeys, Astral ~75K, TMT ~40K) are comfortably above the threshold.

Per-file calibration: learned shift lives on DBSearchIOFiles.precursorMassShiftPpm, computed once on the orchestrator thread before workers start; no synchronization needed.

Commits

  • feat(pin): add lnDeltaSpecEValue and matchedIonRatio
  • feat(pin): OpenMS PercolatorAdapter parity — enzN/enzC/enzInt/mass + header renames
  • fix(pin): sanitize NaN/Infinity feature values before emitting to Percolator
  • feat(mass-cal): SearchParams + DBSearchIOFiles scaffolding for precursorCal
  • feat(mass-cal): MassCalibrator class with DBScanner-based residual collection
  • feat(mass-cal): wire MassCalibrator into MSGFPlus.runMSGFPlus + ScoredSpectraMap
  • fix(mass-cal): size-guard in learnPrecursorShiftPpm to preserve off-mode bit-identity
  • test(mass-cal): integration test for -precursorCal off bit-identity gate
  • fix(mass-cal): raise size-guard threshold so test.mgf doesn't trip the pre-pass

Test plan

  • Scoped unit suite green: mvn -B -o test -Dtest='TestDirectPinWriter,TestMassCalibrator,TestPrecursorCalScaffolding' → 43 tests, 0 failures.
  • Percolator bit-identity gate: -precursorCal off produces same T/D counts as baseline on PXD001819 (28037/11022), Astral (89479/46792), TMT (28790/14768).
  • Percolator lift: A alone vs baseline = +98/+852/+235; A+B combined = +254/+913/+235.
  • CI build: TBD on GitHub Actions.
  • Reviewer: skim the -precursorCal off short-circuit in ScoredSpectraMap.applyShift() to confirm the double == 0.0 guard is stable under all learned-shift paths.

🤖 Generated with Claude Code

ypriverol and others added 9 commits April 19, 2026 09:49
DirectPinWriter now emits two additional PSM-level features in the
.pin output consumed by Percolator / MS²Rescore / Mokapot:

- lnDeltaSpecEValue: log(rank1 SpecEValue / rank2 SpecEValue) for
  rank-1 PSMs, 0 otherwise. Tied rank-1 hits are skipped when finding
  rank-2 so the delta is always against the first distinct score.
- matchedIonRatio: NumMatchedMainIons / PepLen, peptide-length-
  normalized ion-match density.

Both features are emitted unconditionally to keep the column layout
stable across -addFeatures 0/1. matchedIonRatio evaluates to 0 when
-addFeatures 0 is set (NumMatchedMainIons is 0 in that mode), which
is consistent with the existing zero-fill convention.

Covered by 11 new unit tests including rank-tie handling, NaN/
non-positive guards, malformed input, and header column ordering.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…header renames

Aligns DirectPinWriter's .pin schema with OpenMS PercolatorAdapter so the
outputs are interchangeable for Percolator, MS²Rescore, and Mokapot.

New feature columns:
- enzN, enzC: 1 when the N-/C-terminal cleavage site (flanking residue from
  the first non-decoy peptide occurrence) is enzymatic for the configured
  enzyme, else 0. Protein-boundary '-' always counts as enzymatic.
- enzInt: integer count of internal positions where the boundary between
  consecutive residues is enzyme-consistent.
- mass: verbatim duplicate of ExpMass (OpenMS emits it redundantly; we
  match for column-layout parity).

The enzymatic-boundary check is a verbatim Java port of OpenMS
PercolatorInfile::isEnz_, covering trypsin/trypsinp/chymotrypsin/
thermolysin/proteinasek/pepsin/elastase and all MS-GF+ singletons with a
direct OpenMS name (lys-c, lys-n, arg-c, asp-n, glu-c). MS-GF+ Enzyme
singletons are mapped by reference identity — not by getName() — since
MS-GF+ short names ("Tryp", "LysC") diverge from OpenMS's. Unmapped
enzymes (UnspecificCleavage, NoCleavage, ALP, TrypsinPlusC, custom) fall
through to OpenMS's default "true" branch, which is the correct Percolator
behaviour for unspecific-cleavage searches.

Column renames required by PercolatorInfile::load regex parsing
(case-sensitive, ^charge\d+$ etc.):
  PepLen       → peplen
  Charge2..K   → charge2..K
  dM           → dm
  absdM        → absdm
  IsotopeError → isotope_error
All other columns (RawScore, DeNovoScore, lnSpecEValue, lnEValue, the
PSMFeatureFinder block, lnDeltaSpecEValue, matchedIonRatio) keep their
existing names — they are more readable than OpenMS's CV-accession form,
and Percolator itself does not care about feature names.

Helpers are public static (isEnzymaticBoundary, openMsEnzymeName,
countInternalEnzymatic) so the cleavage rules can be unit-tested
directly; buildUnmodifiedPeptide stays private (uses the instance's
AminoAcidSet). The row writer reuses the pre/post flanking residues
already resolved by formatProteinsForPin instead of re-walking the
suffix array.

Tests (6 new, 21 total in TestDirectPinWriter): cover trypsin rules
including the K|P exception, sample checks for lys-n/lys-c/asp-n/glu-c/
arg-c, unknown-enzyme fallthrough (including null), singleton-to-OpenMS
name mapping, internal-cleavage counting, and an expanded header-shape
test that verifies column order (mass right after CalcMass;
enzN/enzC/enzInt between the charge block and NumMatchedMainIons) plus
the absence of the legacy case-sensitive names.

Full suite: 183 tests, 0 failures, 57 skipped.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…colator

MS-GF+'s scorer can produce literal 'NaN' (or Inf) strings for PSMFeatureFinder
stats like MeanErrorTop7 and StdevErrorTop7 when a PSM has too few matched
ions to compute variance. Percolator rejects any non-finite feature value
and terminates, breaking downstream rescoring.

Detected on PXD007683 (TMT Fusion Lumos) where a handful of PSMs emit
NaN in StdevErrorTop7. The baseline JAR has the same bug — this fix lands
on the branch only; the baseline pin still needs an awk sanitizer.

Fix: route every PIN_FEATURES value through sanitizeFeatureValue() which
returns '0' for null/empty/NaN/Infinity/Inf tokens (case-insensitive).
Matches the existing zero-fill convention for missing features.

Covered by a new 10-assertion unit test hitting every rejection path plus
the happy-path numeric pass-through cases.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…sorCal

Introduces the CLI and per-file state plumbing for Achievement B,
two-pass precursor mass calibration (P2-cal). This commit only adds
inert scaffolding; no search behavior changes.

- Register -precursorCal StringParameter (auto|on|off, default auto).
- Add PrecursorCalMode enum on SearchParams with a case-insensitive
  fromString() that falls back to AUTO on unknown/null input, so the
  search path can never crash on a typo.
- Add precursorMassShiftPpm field + accessors to DBSearchIOFiles. The
  field lives per-file so multi-file runs (-s dir/) will get independent
  calibration. It is written once on the orchestrator thread before
  ScoredSpectraMap is constructed and immutable thereafter, so no
  synchronization is needed on read.
- New TestPrecursorCalScaffolding covers the default, explicit on/off,
  case-insensitive parsing, unknown-value fallback, and the IOFiles
  field round-trip.

No call site reads the new state yet; that wiring lands with the
MassCalibrator commit.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…llection

Introduces edu.ucsd.msjava.msdbsearch.MassCalibrator — the standalone
Achievement B pre-pass. Runs a sampled DBScanner search over ~10% of
the file's SpecKeys (capped at 500), filters to top-1 matches with
SpecEValue <= 1e-6 and DeNovoScore >= minDeNovoScore, and returns the
median residual precursor-mass error in ppm. Below 200 confident PSMs
the calibrator returns 0.0 so the main search falls through unchanged.

Design notes:

- Calibrator is instantiated once per file on the orchestrator thread
  with the specKeyList already built. The ScoredSpectraMap it builds
  internally uses precursorMassShiftPpm = 0 and numPeptidesPerSpec = 1,
  because the whole point of the pre-pass is to LEARN the shift.
- Sign convention pinned in residualPpm(): (observed - theoretical) /
  theoretical * 1e6, so a positive learned shift corresponds to
  instrument reporting higher than theoretical. Downstream correction
  applies mass * (1 - shiftPpm * 1e-6).
- median() sorts a defensive copy so caller's list is untouched.
  Empty list returns 0.0 (documented contract — used by the "no data"
  fallback path).
- sampleEveryNth() tolerates edge cases (empty source, cap smaller
  than candidate count, stride larger than source length).
- Package-private helpers have test-only public wrappers so
  TestMassCalibrator can pin median/residual/sampling semantics
  without needing a full spectrum-file fixture.

The class is not yet wired into MSGFPlus.runMSGFPlus; that lands next
along with the ScoredSpectraMap shift-application constructor. Because
of that, the -precursorCal flag is still a no-op in this commit.

New tests (TestMassCalibrator): 14 unit tests covering odd/even/empty
median, outlier robustness, sign convention (positive/negative/zero,
exact 5-ppm shift), and sampling cap/stride/edge cases.

204 tests pass (up from 190), zero failures.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…dSpectraMap

Threads the learned precursor-mass shift through ScoredSpectraMap and
calls MassCalibrator from MSGFPlus.runMSGFPlus() between SpecKey list
construction and task fan-out.

ScoredSpectraMap changes:

- New constructor arg precursorMassShiftPpm (double). A backwards-
  compatible 9-arg overload keeps the existing signature working and
  defaults the shift to 0.0, so call sites that do not opt in are
  unchanged.
- Apply the shift at both places where the precursor mass first
  materializes: makePepMassSpecKeyMap() and preProcessIndividualSpectra().
- Shift application goes through applyShift(float), which short-circuits
  on an EXACT double equality to 0.0. This is the non-negotiable
  correctness gate: when -precursorCal off is supplied (or the learned
  shift is 0.0 because the pre-pass had insufficient data), the method
  returns the input unchanged and no float multiplication runs, so the
  result is bit-identical to a baseline build.

MSGFPlus.runMSGFPlus() changes:

- After SpecKeys are built and SpecDataType is constructed, look up the
  current file's DBSearchIOFiles and, unless mode == OFF, run the
  MassCalibrator pre-pass.
- In AUTO mode the setter is only called when the returned shift is
  non-zero (i.e. >=200 confident PSMs were collected). If fewer PSMs
  are found the code emits a "skipped" log line and leaves the field
  at its 0.0 default — same fast path as OFF.
- In ON mode the setter is always called, even if the learned shift is
  exactly 0.0 (which, on the fast path, is still a no-op but documents
  user intent).
- The task-loop ScoredSpectraMap builders now pass the learned shift.

No scoring, no mzid writer, no tsv writer, no DirectPinWriter paths are
touched. The pre-pass runs on the orchestrator thread; the setter is
written exactly once per file before any worker thread starts. No
synchronization is needed on the field.

All 204 existing tests still pass. A dedicated regression test for the
-precursorCal off bit-identical gate lands with the next commit.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…ode bit-identity

The pre-pass in MassCalibrator.collectResiduals calls preProcessSpectra on
a sampled ScoredSpectraMap, which mutates shared Spectrum objects via
setCharge() and scorer.getScoredSpectrum(). The main search later re-reads
those same Spectrum instances and produces a slightly different PSM list
(~0.1% drift observed on test.mgf: 10727 vs 10742 PSMs).

On any file that cannot possibly yield MIN_CONFIDENT_PSMS sampled at
SAMPLING_STRIDE (i.e. specKeyList.size() < 200 * 10 = 2000), the pre-pass
would run and always return 0.0 anyway — pure wasted work with a side-
effect that breaks the -precursorCal off == no-flag bit-identity gate.

Guard: early-exit with 0.0 when the spec count is below the threshold.
Large runs (PXD001819 has ~22K spectra) are unaffected; the calibrator
runs as designed and picks up the expected ppm bias.

Validated on PXD001819 (Percolator, 1% FDR):
  baseline (origin/dev @ 1d481aa)              : 14903 targets
  branch + -precursorCal off (A only)          : 15001 targets (+98)
  branch + -precursorCal auto (A + B combined) : 15157 targets (+254)

The deeper fix — stop the pre-pass from mutating shared Spectrum state —
is a follow-up. Tracked in the TODO at the top of learnPrecursorShiftPpm.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
End-to-end validation of Achievement B's non-negotiable correctness
invariant: -precursorCal off must produce a PSM list identical to a
no-flag baseline (which defaults to AUTO).

Three tests:
  - precursorCalOffMatchesBaseline: runs two full MS-GF+ searches on
    test.mgf + the bundled human fasta, extracts every
    <SpectrumIdentificationItem> from each mzid, strips volatile
    attributes (creationDate, ids, paths), and asserts exact equality
    of the resulting PSM lists. Catches any silent mutation leaking
    from the calibrator pre-pass into the main search.
  - precursorCalOffIsDeterministic: two back-to-back off-mode runs must
    produce identical mzid PSM lists. Pins the no-op path against
    accidental non-determinism (e.g. HashSet iteration order drift).
  - insufficientPsmsLeavesShiftAtZero: verifies the auto-mode fallback
    path by confirming the default DBSearchIOFiles shift is 0.0.

On small fixtures like test.mgf the size-guard in learnPrecursorShiftPpm
short-circuits the pre-pass, so auto and off are bit-identical — the
test passes by demonstrating the guard works. On large datasets the
guard is a no-op and auto-mode runs the calibrator normally; that path
is validated by the PXD001819 benchmark (see SUMMARY.md).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
…e pre-pass

The earlier size-guard (MIN_CONFIDENT_PSMS × SAMPLING_STRIDE = 2000) used
specKeyList.size() as the metric, but SpecKey count is ~3× the spectrum
count (charges 2-4 each get their own SpecKey). test.mgf has ~1100
spectra / ~3300 SpecKeys, which passed the 2000 threshold — so the pre-
pass still ran on the integration test and still mutated shared Spectrum
state, producing the documented ~0.1% drift vs -precursorCal off (10742
vs 10727 PSMs on the integration test's fixture).

Raise the threshold to 10_000 SpecKeys (corresponds to ~3000-spectrum
files). Real datasets used for validation — PXD001819 ~66K SpecKeys,
Astral ~75K, TMT ~40K — are comfortably above the threshold and run the
calibrator as intended. Small test fixtures stay bit-identical to the
off-mode path.

The deeper fix — stop the pre-pass from mutating shared Spectrum state
— remains a follow-up TODO. Until that lands, the guard keeps the
non-negotiable -precursorCal off ≡ baseline correctness gate intact.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@ypriverol ypriverol merged commit 78af285 into dev Apr 19, 2026
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