ProteomicSignalAcceptanceChecker

Proteomic Signal Acceptance

Liquid Biopsy жидкостная биопсия cfDNA ctDNA CTC exosomes NGS qPCR
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Utility description: Proteomic Signal Acceptance

Proteomic Signal Acceptance Checker — Sample-Level Proteomic Signal Quality Acceptance

Performs per-measurement quality verification per HUPO-PSI, CPTAC QC guidelines, CAP/CLIA proteomics and FDA biomarker qualification standards: detection status (above/below LOD/LOQ, signal-to-LOD ratio), precision (replicate CV ≤20%, minimum 2 replicates), sample controls (IPCC deviation ≤15%, INC counts, extension control for Olink; platform-specific for SomaLogic/LC-MS), specificity flags (cross-reactivity check), normalization (NPX scale factor 0.5–2.0), biological plausibility (context-dependent expected ranges), positional effects (plate edge, statistical outliers). Three-tier classification: ACCEPTED / FLAGGED / REJECTED.

⚠️ Critical: Between LOD and LOQ = DETECTED but NOT QUANTITATIVELY RELIABLE. Do not use for fold-change. Sample control failure affects ALL proteins in that sample. Specificity flag failure requires orthogonal verification (WB, targeted MS). NPX scale factor outside range indicates sample-level issue. Biological ranges are matrix-dependent. Edge effects may be systematic. Tool assesses TECHNICAL QUALITY of individual signal; biological interpretation requires clinical context integration. FLAGGED signals may be biologically real; flag means additional verification needed, not automatic exclusion.

input.csv

SampleID,ProteinTarget,UniProtID,Platform,AssayPanel,RawSignal_NPX_or_RFU,NormalizedValue,Units,LOD_Value,LOQ_Value,AboveLOD,AboveLOQ,SignalToLOD_Ratio,NumTechnicalReplicates,ReplicateCV_Percent,MaxReplicateCV_Percent,ReplicateMean,ReplicateSD,IPCC_Deviation_Percent,MaxIPCC_Deviation_Percent,INC_CountsPerSec,MinINC_CountsPerSec,ExtensionControl_Counts,MinExtensionControl_Counts,SampleControls_Pass,SpecificityFlag_Pass,OutlierFlag_Raised,NPX_ScaleFactor,MinNPX_ScaleFactor,MaxNPX_ScaleFactor,ExpectedRange_Low,ExpectedRange_High,WithinBiologicalRange,TissueContext,PlateID,WellPosition,IsPlateEdge,ReagentLot
PL-042,IL6,P05231,Olink_Explore,Inflammation_92,8.45,8.45,NPX,0.12,0.45,true,true,70.4,2,4.2,20,8.45,0.35,3.5,15,850,100,2500,500,true,true,false,1.02,0.5,2.0,0.5,15.0,true,Plasma,PLT-2026-089,D6,false,OLK-2026-089
PL-055,TNFRSF1A,P19438,Olink_Explore,Inflammation_92,0.38,0.38,NPX,0.15,0.52,true,false,2.5,2,28.5,20,0.38,0.108,18.2,15,95,100,420,500,false,true,true,0.42,0.5,2.0,1.0,12.0,false,Plasma,PLT-2026-090,A1,true,OLK-2026-090
PL-061,MMP9,P14780,SomaLogic,Cardiovascular_200,1250,1180,RFU,50,180,true,true,25.0,3,8.5,20,1250,106,5.0,15,0,0,0,0,true,false,false,1.05,0.5,2.0,200,5000,true,Serum,SL-2026-045,F8,false,SL-2026-112

URS & FS — User Requirements and Functional Specification

This document describes the controlled interface and behaviour of ProteomicSignalAcceptanceChecker for Proteomic Signal Acceptance Checker.

Domain limits and critical parameters

Key fragments from the source description are shown below. Before production use, limits must be verified against the approved specification, registration dossier and local SOPs.
  • Performs per-measurement quality verification per HUPO-PSI, CPTAC QC guidelines, CAP/CLIA proteomics and FDA biomarker qualification standards: detection status (above/below LOD/LOQ, signal-to-LOD ratio), precision (replicate CV ≤20%, minimum 2 replicates), sample controls (IPCC deviation ≤15%, INC counts, extension control for Olink; platform-specific for SomaLogic/LC-MS), specificity flags (cross-reactivity check), normalization (NPX scale factor 0.5–2.0), biological plausibility (context-depe
  • ⚠️ Critical: Between LOD and LOQ = DETECTED but NOT QUANTITATIVELY RELIABLE. Do not use for fold-change. Sample control failure affects ALL proteins in that sample. Specificity flag failure requires orthogonal verification (WB, targeted MS). NPX scale factor outside range indicates sample-level issue. Biological ranges are matrix-dependent. Edge effects may be systematic. Tool assesses TECHNICAL QUALITY of individual signal; biological interpretation requires clinical context integration. FLAGGE

URS — User Requirements Specification

IDRequirementCriticalityAcceptance criterion
URS-001The utility shall accept an input.csv file for Proteomic Signal Acceptance Checker with headers defined in the data contract.HighThe file is processed without manual header editing.
URS-002The utility shall perform deterministic QC evaluation without machine learning and without probabilistic conformance decisions.HighIdentical input data, rule version and configuration produce reproducible results.
URS-003The utility shall validate mandatory fields, data types, ranges, units and domain plausibility.HighSchema, conversion and range errors are explicitly reported.
URS-004The utility shall apply domain limits and rules from the description, approved specification, registration dossier and local SOPs.HighEach check has PASS/WARNING/FAIL and a clear message.
URS-005The utility shall generate output.json with machine-readable results, source values, warnings, failures and critical findings.HighJSON is suitable for LIMS/ELN/MES integration and QA/QC review.
URS-006The utility shall preserve traceability between batch/sample, input file, applied rules and final status.HighOutput contains identifiers, checked parameters and audit metadata.
URS-007The documentation shall support IQ/OQ/PQ, CSV/CSA and review by internal QA or inspectors.MediumURS, FS, input/output contract and test scenarios are supplied with the utility.
URS-008The utility shall be used as a QC decision-support tool and not as a substitute for approved specifications and QA/QP release decision.MediumDocumentation states change control and limit-verification expectations.

input.csv contract

#FieldTypeSamplePurpose
1SampleIDstring / controlled vocabularyPL-042Sample or laboratory specimen identifier.
2ProteinTargetstring / controlled vocabularyIL6Biological/molecular component controlled as a CQA.
3UniProtIDstring / controlled vocabularyP05231Controlled input parameter for deterministic QC rules.
4Platformstring / controlled vocabularyOlink_ExploreControlled input parameter for deterministic QC rules.
5AssayPanelstring / controlled vocabularyInflammation_92Controlled input parameter for deterministic QC rules.
6RawSignal_NPX_or_RFUdecimal8.45Controlled input parameter for deterministic QC rules.
7NormalizedValuedecimal8.45Controlled input parameter for deterministic QC rules.
8Unitsstring / controlled vocabularyNPXControlled input parameter for deterministic QC rules.
9LOD_Valuedecimal0.12Controlled input parameter for deterministic QC rules.
10LOQ_Valuedecimal0.45Controlled input parameter for deterministic QC rules.
11AboveLODstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
12AboveLOQstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
13SignalToLOD_Ratiodecimal70.4Component ratio; structural or formulation CQA.
14NumTechnicalReplicatesinteger / decimal2Controlled input parameter for deterministic QC rules.
15ReplicateCV_Percentdecimal4.2Controlled input parameter for deterministic QC rules.
16MaxReplicateCV_Percentdecimal20Controlled input parameter for deterministic QC rules.
17ReplicateMeaninteger / decimal8.45Controlled input parameter for deterministic QC rules.
18ReplicateSDinteger / decimal0.35Controlled input parameter for deterministic QC rules.
19IPCC_Deviation_Percentdecimal3.5Controlled input parameter for deterministic QC rules.
20MaxIPCC_Deviation_Percentdecimal15Controlled input parameter for deterministic QC rules.
21INC_CountsPerSecinteger / decimal850Count parameter used for microbiological, particulate or cellular control.
22MinINC_CountsPerSecinteger / decimal100Count parameter used for microbiological, particulate or cellular control.
23ExtensionControl_Countsinteger / decimal2500Count parameter used for microbiological, particulate or cellular control.
24MinExtensionControl_Countsinteger / decimal500Count parameter used for microbiological, particulate or cellular control.
25SampleControls_Passstring / controlled vocabularytrueSample or laboratory specimen identifier.
26SpecificityFlag_Passstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
27OutlierFlag_Raisedstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
28NPX_ScaleFactordecimal1.02Controlled input parameter for deterministic QC rules.
29MinNPX_ScaleFactordecimal0.5Controlled input parameter for deterministic QC rules.
30MaxNPX_ScaleFactordecimal2.0Controlled input parameter for deterministic QC rules.
31ExpectedRange_Lowdecimal0.5Controlled input parameter for deterministic QC rules.
32ExpectedRange_Highdecimal15.0Controlled input parameter for deterministic QC rules.
33WithinBiologicalRangestring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
34TissueContextstring / controlled vocabularyPlasmaControlled input parameter for deterministic QC rules.
35PlateIDstring / controlled vocabularyPLT-2026-089Controlled input parameter for deterministic QC rules.
36WellPositionstring / controlled vocabularyD6Controlled input parameter for deterministic QC rules.
37IsPlateEdgestring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
38ReagentLotstring / controlled vocabularyOLK-2026-089Batch or lot identifier used for traceability.
SampleID,ProteinTarget,UniProtID,Platform,AssayPanel,RawSignal_NPX_or_RFU,NormalizedValue,Units,LOD_Value,LOQ_Value,AboveLOD,AboveLOQ,SignalToLOD_Ratio,NumTechnicalReplicates,ReplicateCV_Percent,MaxReplicateCV_Percent,ReplicateMean,ReplicateSD,IPCC_Deviation_Percent,MaxIPCC_Deviation_Percent,INC_CountsPerSec,MinINC_CountsPerSec,ExtensionControl_Counts,MinExtensionControl_Counts,SampleControls_Pass,SpecificityFlag_Pass,OutlierFlag_Raised,NPX_ScaleFactor,MinNPX_ScaleFactor,MaxNPX_ScaleFactor,ExpectedRange_Low,ExpectedRange_High,WithinBiologicalRange,TissueContext,PlateID,WellPosition,IsPlateEdge,ReagentLot
PL-042,IL6,P05231,Olink_Explore,Inflammation_92,8.45,8.45,NPX,0.12,0.45,true,true,70.4,2,4.2,20,8.45,0.35,3.5,15,850,100,2500,500,true,true,false,1.02,0.5,2.0,0.5,15.0,true,Plasma,PLT-2026-089,D6,false,OLK-2026-089
PL-055,TNFRSF1A,P19438,Olink_Explore,Inflammation_92,0.38,0.38,NPX,0.15,0.52,true,false,2.5,2,28.5,20,0.38,0.108,18.2,15,95,100,420,500,false,true,true,0.42,0.5,2.0,1.0,12.0,false,Plasma,PLT-2026-090,A1,true,OLK-2026-090
PL-061,MMP9,P14780,SomaLogic,Cardiovascular_200,1250,1180,RFU,50,180,true,true,25.0,3,8.5,20,1250,106,5.0,15,0,0,0,0,true,false,false,1.05,0.5,2.0,200,5000,true,Serum,SL-2026-045,F8,false,SL-2026-112

Input validation rules

IDFieldRuleCriticality
VR-001SampleIDThe field shall match an approved dictionary or accepted string representation.High
VR-002ProteinTargetThe field shall match an approved dictionary or accepted string representation.High
VR-003UniProtIDThe field shall match an approved dictionary or accepted string representation.High
VR-004PlatformThe field shall match an approved dictionary or accepted string representation.Medium
VR-005AssayPanelThe field shall match an approved dictionary or accepted string representation.Medium
VR-006RawSignal_NPX_or_RFUThe field shall match an approved dictionary or accepted string representation.Medium
VR-007NormalizedValueThe field shall match an approved dictionary or accepted string representation.Medium
VR-008UnitsThe field shall match an approved dictionary or accepted string representation.Medium
VR-009LOD_ValueThe field shall match an approved dictionary or accepted string representation.Medium
VR-010LOQ_ValueThe field shall match an approved dictionary or accepted string representation.Medium
VR-011AboveLODThe field shall match an approved dictionary or accepted string representation.Medium
VR-012AboveLOQThe field shall match an approved dictionary or accepted string representation.Medium
VR-013SignalToLOD_RatioThe field shall match an approved dictionary or accepted string representation.Medium
VR-014NumTechnicalReplicatesThe field shall match an approved dictionary or accepted string representation.Medium
VR-015ReplicateCV_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-016MaxReplicateCV_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-017ReplicateMeanThe field shall match an approved dictionary or accepted string representation.Medium
VR-018ReplicateSDThe field shall match an approved dictionary or accepted string representation.Medium
VR-019IPCC_Deviation_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-020MaxIPCC_Deviation_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-021INC_CountsPerSecThe field shall match an approved dictionary or accepted string representation.Medium
VR-022MinINC_CountsPerSecThe field shall match an approved dictionary or accepted string representation.Medium
VR-023ExtensionControl_CountsThe field shall match an approved dictionary or accepted string representation.Medium
VR-024MinExtensionControl_CountsThe field shall match an approved dictionary or accepted string representation.Medium
VR-025SampleControls_PassThe field shall match an approved dictionary or accepted string representation.Medium
VR-026SpecificityFlag_PassThe field shall match an approved dictionary or accepted string representation.Medium
VR-027OutlierFlag_RaisedThe field shall match an approved dictionary or accepted string representation.Medium
VR-028NPX_ScaleFactorThe field shall match an approved dictionary or accepted string representation.Medium
VR-029MinNPX_ScaleFactorThe field shall match an approved dictionary or accepted string representation.Medium
VR-030MaxNPX_ScaleFactorThe field shall match an approved dictionary or accepted string representation.Medium
VR-031ExpectedRange_LowThe field shall match an approved dictionary or accepted string representation.Medium
VR-032ExpectedRange_HighThe field shall match an approved dictionary or accepted string representation.Medium
VR-033WithinBiologicalRangeThe field shall match an approved dictionary or accepted string representation.Medium
VR-034TissueContextThe field shall match an approved dictionary or accepted string representation.Medium
VR-035PlateIDThe field shall match an approved dictionary or accepted string representation.Medium
VR-036WellPositionThe field shall match an approved dictionary or accepted string representation.Medium
VR-037IsPlateEdgeThe field shall match an approved dictionary or accepted string representation.Medium
VR-038ReagentLotThe field shall match an approved dictionary or accepted string representation.Medium

FS — Functional Specification

IDFunctionImplementation
FS-001CLI executionSupport execution modes: demo mode without arguments and production mode input.csv output.json.
FS-002CSV importRead input.csv in UTF-8/CSV-compatible format and validate header and expected columns.
FS-003Schema validationCheck mandatory fields, column count, unknown key fields and empty mandatory values.
FS-004Type conversionConvert numeric, flag and text values; invalid format is recorded as a row-level error.
FS-005Domain rule engineApply rules for Proteomic Signal Acceptance Checker, including critical limits from the description and approved specification.
FS-006Status aggregationProduce final status: FAIL for critical failure, WARNING for non-critical deviation, PASS for conformance.
FS-007JSON exportWrite output.json with detailed checks, source values, warnings, failures and critical findings.
FS-008Audit supportKeep result structure suitable for review, deviation investigation and calculation reproduction.
FS-009Integration contractSupport the scenario LIMS/ELN/MES → input.csv → utility → output.json → portal/admin review.
FS-010Error handlingReturn explicit messages for missing file, empty CSV, invalid schema, output write failure and invalid format.

Example output.json

{
  "utilityId": "proteomicsignalacceptancechecker",
  "utilityFolder": "ProteomicSignalAcceptanceChecker",
  "package": "LiquidBiopsy",
  "overallStatus": "PASS|WARNING|FAIL",
  "sourceFile": "input.csv",
  "processedAtUtc": "2026-06-10T00:00:00Z",
  "checks": [
    {
      "parameter": "SampleID",
      "value": "PL-042",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-001"
    },
    {
      "parameter": "ProteinTarget",
      "value": "IL6",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-002"
    },
    {
      "parameter": "UniProtID",
      "value": "P05231",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-003"
    },
    {
      "parameter": "Platform",
      "value": "Olink_Explore",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-004"
    },
    {
      "parameter": "AssayPanel",
      "value": "Inflammation_92",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-005"
    },
    {
      "parameter": "RawSignal_NPX_or_RFU",
      "value": "8.45",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-006"
    },
    {
      "parameter": "NormalizedValue",
      "value": "8.45",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-007"
    },
    {
      "parameter": "Units",
      "value": "NPX",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-008"
    },
    {
      "parameter": "LOD_Value",
      "value": "0.12",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-009"
    },
    {
      "parameter": "LOQ_Value",
      "value": "0.45",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-010"
    },
    {
      "parameter": "AboveLOD",
      "value": "true",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-011"
    },
    {
      "parameter": "AboveLOQ",
      "value": "true",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-012"
    }
  ],
  "criticalFindings": [],
  "warnings": [],
  "audit": {
    "inputHash": "sha256:<calculated at runtime>",
    "rulesVersion": "<utility executable version>",
    "documentation": "ProteomicSignalAcceptanceChecker.documentation.html"
  }
}

Traceability matrix

URSFSTestEvidence
URS-001FS-001, FS-002OQ-001Verify execution and import of valid input.csv.
URS-002FS-005, FS-006OQ-004Repeat the same dataset and compare output.json.
URS-003FS-003, FS-004, FS-010OQ-002, OQ-003Verify missing columns and invalid types.
URS-004FS-005, FS-006OQ-004, PQ-001Verify critical deviations on real/boundary data.
URS-005FS-007, FS-009OQ-005Verify JSON schema and downstream-system suitability.
URS-006FS-008OQ-006Verify identifiers and audit metadata.
URS-007FS-008, FS-010IQ-001, OQ-007Verify documentation completeness and control evidence.
URS-008FS-005, FS-008PQ-002Verify review workflow and no replacement of QA decision.

IQ/OQ/PQ test scenarios

IDScenarioExpected result
IQ-001Verify executable, input.csv, documentation and checksum availability.Delivery set is complete; version is recorded.
OQ-001Valid sample row from input.csv.PASS or acceptable WARNING according to rules.
OQ-002Remove a mandatory CSV column.Schema error or FAIL with missing-column reference.
OQ-003Place a non-numeric value into a numeric field.Type-conversion error with row/field reference.
OQ-004Set a critical parameter outside the limit.FAIL and critical finding.
OQ-005Verify output.json structure.All mandatory sections are present and JSON is valid.
OQ-006Verify batch/sample traceability.Input and result identifiers match.
PQ-001Verify 3–5 real user batches/samples.Result is confirmed by QC/QA review.
PQ-002Verify deviation workflow and manual QA decision.Utility supports review but does not replace approved decision.

QA/QC and change control

  • Do not rename columns without updating validator, documentation and test set.
  • Retain input.csv, output.json, executable version and checksum.
  • Before production use, perform IQ/OQ/PQ or equivalent CSV/CSA verification.
  • Critical limits shall be verified against the approved specification, registration dossier and local SOPs.
  • The utility provides structured QC decision support; final release decision remains with QA/QP and approved procedures.

Included in packages

Liquid Biopsy QC Suite

QC and pre-analytical control package for liquid biopsy workflows: cfDNA/ctDNA, CTC, EV/exosomes, methylation, NGS/qPCR/ddPCR, sample quality, contamination, sensitivity and reporting checks.

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