RecurrenceSignalGateChecker

Recurrence Signal Gate

Liquid Biopsy жидкостная биопсия cfDNA ctDNA CTC exosomes NGS qPCR
Open selection

Utility description: Recurrence Signal Gate

Recurrence Signal Gate Checker — Multi-Tier Validation of Molecular Recurrence Signals

Performs cascaded verification of MRD recurrence signals per ESMO MRD Guidelines, NCCN Surveillance, CAP/CLIA and TRACERx standards: technical validity (above LOD, S/LOD ≥3.0, supporting reads ≥3, UMI families ≥3), artifact exclusion (CHIP filter, germline exclusion, index hopping, strand bias, homopolymer, PoN, background noise), confirmation evidence (repeat test concordance, orthogonal method, consecutive positives ≥2), kinetics assessment (rising trend, biologically plausible doubling time 14–365 days), biological plausibility (matches primary tumor, tissue of origin), and imaging/symptom correlation. Four-tier classification: CONFIRMED_RECURRENCE / SUSPICIOUS_NEEDS_CONFIRMATION / LIKELY_ARTIFACT / INDETERMINATE.

⚠️ Critical: Cost of FP in recurrence screening = unnecessary toxic therapy + psychological harm. Cost of FN = missed curability window. Single detection without confirmation IS NOT basis for clinical action. CHIP variants account for up to 30% of false-positive MRD signals in patients >60. Molecular lead time (MRD+/Imaging-) averages 2–6 months. Action decisions made by MULTIDISCIPLINARY TEAM, not automatically. For asymptomatic MRD+ patients, confirmation recommended BEFORE therapy initiation. Tool provides STRUCTURED ASSESSMENT only; final clinical decision by treating team. CONFIRMED = high probability, not absolute certainty. SUSPICIOUS = needs more data, not ignoring.

input.csv

PatientID,PrimaryTumorType,AssayName,ClinicalContext,LastCurativeTreatment_Date,MonthsSinceTreatment,DetectedVariant,CurrentVAF_Percent,AssayLOD_Percent,SignalToLOD_Ratio,SupportingReads,MinSupportingReads,UniqueMolecularFamilies,MinUniqueFamilies,RepeatTest_Performed,RepeatTest_Concordant,RepeatTest_VAF_Percent,DaysBetweenTests,OrthogonalMethod_Confirmation,OrthogonalMethod_Concordant,PriorNegativeResults_Count,PriorBaseline_VAF_Percent,RisingTrend_Detected,DoublingTime_Days,MinDoublingTime_Plusible_Days,MaxDoublingTime_Plusible_Days,ConsecutivePositive_Count,IsKnownCHIP_Variant,CHIP_Filter_Applied,GermlineVariant_Excluded,IndexHopping_Filtered,StrandBias_Detected,HomopolymerRegion_Variant,InPanelOfNormals,BackgroundNoise_AtPosition_VAF,MaxBackgroundNoise_VAF,VariantMatches_PrimaryTumor,TissueOfOrigin_Plausible,NewVariant_NotInPrimary,LastImaging_Date,LastImaging_Result,DaysSinceLastImaging,UnscheduledImaging_Performed,UnscheduledImaging_Result,Symptoms_Present,ECOG_Status,ActionableTherapy_Available
REC-PAT-001,NSCLC,Signatera_NSCLC,Post_Curative_Treatment,2025-08-15,10,EGFR_L858R,0.08,0.01,8.0,45,3,12,3,true,true,0.12,14,false,false,3,12.5,true,35,14,365,2,false,true,true,true,false,false,false,0.0002,0.005,true,true,,2026-05-20,NED,25,false,,false,0,true
REC-PAT-002,CRC,Guardant_Reveal,Adjuvant_Monitoring,2025-12-01,6,DNMT3A_R882H,0.03,0.01,3.0,8,3,4,3,true,false,0.0,21,false,false,2,0,false,0,14,365,1,true,false,true,true,false,false,false,0.001,0.005,false,false,DNMT3A_R882H,2026-05-15,NED,30,false,,false,0,false
REC-PAT-003,Breast,RaDaR_Breast,Active_Surveillance,2025-06-20,12,PIK3CA_H1047R,0.02,0.01,2.0,5,3,3,3,false,false,0,0,false,false,4,8.0,false,0,14,365,1,false,true,true,true,false,false,false,0.0003,0.005,true,true,,2026-06-01,NED,14,false,,false,0,true

URS & FS — User Requirements and Functional Specification

This document describes the controlled interface and behaviour of RecurrenceSignalGateChecker for Recurrence Signal Gate 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 cascaded verification of MRD recurrence signals per ESMO MRD Guidelines, NCCN Surveillance, CAP/CLIA and TRACERx standards: technical validity (above LOD, S/LOD ≥3.0, supporting reads ≥3, UMI families ≥3), artifact exclusion (CHIP filter, germline exclusion, index hopping, strand bias, homopolymer, PoN, background noise), confirmation evidence (repeat test concordance, orthogonal method, consecutive positives ≥2), kinetics assessment (rising trend, biologically plausible doubling time 1
  • ⚠️ Critical: Cost of FP in recurrence screening = unnecessary toxic therapy + psychological harm. Cost of FN = missed curability window. Single detection without confirmation IS NOT basis for clinical action. CHIP variants account for up to 30% of false-positive MRD signals in patients >60. Molecular lead time (MRD+/Imaging-) averages 2–6 months. Action decisions made by MULTIDISCIPLINARY TEAM, not automatically. For asymptomatic MRD+ patients, confirmation recommended BEFORE therapy initiation.

URS — User Requirements Specification

IDRequirementCriticalityAcceptance criterion
URS-001The utility shall accept an input.csv file for Recurrence Signal Gate 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
1PatientIDstring / controlled vocabularyREC-PAT-001Controlled input parameter for deterministic QC rules.
2PrimaryTumorTypestring / controlled vocabularyNSCLCControlled input parameter for deterministic QC rules.
3AssayNamestring / controlled vocabularySignatera_NSCLCControlled input parameter for deterministic QC rules.
4ClinicalContextstring / controlled vocabularyPost_Curative_TreatmentControlled input parameter for deterministic QC rules.
5LastCurativeTreatment_Datestring / controlled vocabulary2025-08-15Controlled input parameter for deterministic QC rules.
6MonthsSinceTreatmentdecimal10Controlled input parameter for deterministic QC rules.
7DetectedVariantstring / controlled vocabularyEGFR_L858RControlled input parameter for deterministic QC rules.
8CurrentVAF_Percentdecimal0.08Controlled input parameter for deterministic QC rules.
9AssayLOD_Percentdecimal0.01Controlled input parameter for deterministic QC rules.
10SignalToLOD_Ratiodecimal8.0Component ratio; structural or formulation CQA.
11SupportingReadsdecimal45Controlled input parameter for deterministic QC rules.
12MinSupportingReadsdecimal3Controlled input parameter for deterministic QC rules.
13UniqueMolecularFamiliesdecimal12Controlled input parameter for deterministic QC rules.
14MinUniqueFamiliesdecimal3Controlled input parameter for deterministic QC rules.
15RepeatTest_Performedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
16RepeatTest_Concordantstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
17RepeatTest_VAF_Percentdecimal0.12Controlled input parameter for deterministic QC rules.
18DaysBetweenTestsinteger / decimal14Time parameter for process, incubation, storage or analytical workflow.
19OrthogonalMethod_Confirmationstring / controlled vocabularyfalseMethod or process approach; controlled reference value.
20OrthogonalMethod_Concordantstring / controlled vocabularyfalseMethod or process approach; controlled reference value.
21PriorNegativeResults_Countinteger / decimal3Count parameter used for microbiological, particulate or cellular control.
22PriorBaseline_VAF_Percentdecimal12.5Controlled input parameter for deterministic QC rules.
23RisingTrend_Detectedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
24DoublingTime_Daysinteger / decimal35Time parameter for process, incubation, storage or analytical workflow.
25MinDoublingTime_Plusible_Daysinteger / decimal14Time parameter for process, incubation, storage or analytical workflow.
26MaxDoublingTime_Plusible_Daysinteger / decimal365Time parameter for process, incubation, storage or analytical workflow.
27ConsecutivePositive_Countinteger / decimal2Count parameter used for microbiological, particulate or cellular control.
28IsKnownCHIP_Variantstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
29CHIP_Filter_Appliedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
30GermlineVariant_Excludedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
31IndexHopping_Filteredstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
32StrandBias_Detectedstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
33HomopolymerRegion_Variantstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
34InPanelOfNormalsstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
35BackgroundNoise_AtPosition_VAFdecimal0.0002Controlled input parameter for deterministic QC rules.
36MaxBackgroundNoise_VAFdecimal0.005Controlled input parameter for deterministic QC rules.
37VariantMatches_PrimaryTumorstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
38TissueOfOrigin_Plausiblestring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
39NewVariant_NotInPrimarystring / controlled vocabularyControlled input parameter for deterministic QC rules.
40LastImaging_Datestring / controlled vocabulary2026-05-20Controlled input parameter for deterministic QC rules.
41LastImaging_Resultstring / controlled vocabularyNEDResult/status used in final classification.
42DaysSinceLastImaginginteger / decimal25Time parameter for process, incubation, storage or analytical workflow.
43UnscheduledImaging_Performedstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
44UnscheduledImaging_Resultstring / controlled vocabularyResult/status used in final classification.
45Symptoms_Presentstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
46ECOG_Statusstring / controlled vocabulary0Result/status used in final classification.
47ActionableTherapy_Availablestring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
PatientID,PrimaryTumorType,AssayName,ClinicalContext,LastCurativeTreatment_Date,MonthsSinceTreatment,DetectedVariant,CurrentVAF_Percent,AssayLOD_Percent,SignalToLOD_Ratio,SupportingReads,MinSupportingReads,UniqueMolecularFamilies,MinUniqueFamilies,RepeatTest_Performed,RepeatTest_Concordant,RepeatTest_VAF_Percent,DaysBetweenTests,OrthogonalMethod_Confirmation,OrthogonalMethod_Concordant,PriorNegativeResults_Count,PriorBaseline_VAF_Percent,RisingTrend_Detected,DoublingTime_Days,MinDoublingTime_Plusible_Days,MaxDoublingTime_Plusible_Days,ConsecutivePositive_Count,IsKnownCHIP_Variant,CHIP_Filter_Applied,GermlineVariant_Excluded,IndexHopping_Filtered,StrandBias_Detected,HomopolymerRegion_Variant,InPanelOfNormals,BackgroundNoise_AtPosition_VAF,MaxBackgroundNoise_VAF,VariantMatches_PrimaryTumor,TissueOfOrigin_Plausible,NewVariant_NotInPrimary,LastImaging_Date,LastImaging_Result,DaysSinceLastImaging,UnscheduledImaging_Performed,UnscheduledImaging_Result,Symptoms_Present,ECOG_Status,ActionableTherapy_Available
REC-PAT-001,NSCLC,Signatera_NSCLC,Post_Curative_Treatment,2025-08-15,10,EGFR_L858R,0.08,0.01,8.0,45,3,12,3,true,true,0.12,14,false,false,3,12.5,true,35,14,365,2,false,true,true,true,false,false,false,0.0002,0.005,true,true,,2026-05-20,NED,25,false,,false,0,true
REC-PAT-002,CRC,Guardant_Reveal,Adjuvant_Monitoring,2025-12-01,6,DNMT3A_R882H,0.03,0.01,3.0,8,3,4,3,true,false,0.0,21,false,false,2,0,false,0,14,365,1,true,false,true,true,false,false,false,0.001,0.005,false,false,DNMT3A_R882H,2026-05-15,NED,30,false,,false,0,false
REC-PAT-003,Breast,RaDaR_Breast,Active_Surveillance,2025-06-20,12,PIK3CA_H1047R,0.02,0.01,2.0,5,3,3,3,false,false,0,0,false,false,4,8.0,false,0,14,365,1,false,true,true,true,false,false,false,0.0003,0.005,true,true,,2026-06-01,NED,14,false,,false,0,true

Input validation rules

IDFieldRuleCriticality
VR-001PatientIDThe field shall match an approved dictionary or accepted string representation.High
VR-002PrimaryTumorTypeThe field shall match an approved dictionary or accepted string representation.High
VR-003AssayNameThe field shall match an approved dictionary or accepted string representation.High
VR-004ClinicalContextThe field shall match an approved dictionary or accepted string representation.Medium
VR-005LastCurativeTreatment_DateThe field shall match an approved dictionary or accepted string representation.Medium
VR-006MonthsSinceTreatmentThe field shall match an approved dictionary or accepted string representation.Medium
VR-007DetectedVariantThe field shall match an approved dictionary or accepted string representation.Medium
VR-008CurrentVAF_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-009AssayLOD_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-010SignalToLOD_RatioThe field shall match an approved dictionary or accepted string representation.Medium
VR-011SupportingReadsThe field shall match an approved dictionary or accepted string representation.Medium
VR-012MinSupportingReadsThe field shall match an approved dictionary or accepted string representation.Medium
VR-013UniqueMolecularFamiliesThe field shall match an approved dictionary or accepted string representation.Medium
VR-014MinUniqueFamiliesThe field shall match an approved dictionary or accepted string representation.Medium
VR-015RepeatTest_PerformedThe field shall match an approved dictionary or accepted string representation.Medium
VR-016RepeatTest_ConcordantThe field shall match an approved dictionary or accepted string representation.Medium
VR-017RepeatTest_VAF_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-018DaysBetweenTestsThe field shall match an approved dictionary or accepted string representation.Medium
VR-019OrthogonalMethod_ConfirmationThe field shall match an approved dictionary or accepted string representation.Medium
VR-020OrthogonalMethod_ConcordantThe field shall match an approved dictionary or accepted string representation.Medium
VR-021PriorNegativeResults_CountThe field shall match an approved dictionary or accepted string representation.Medium
VR-022PriorBaseline_VAF_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-023RisingTrend_DetectedThe field shall match an approved dictionary or accepted string representation.Medium
VR-024DoublingTime_DaysThe field shall match an approved dictionary or accepted string representation.Medium
VR-025MinDoublingTime_Plusible_DaysThe field shall match an approved dictionary or accepted string representation.Medium
VR-026MaxDoublingTime_Plusible_DaysThe field shall match an approved dictionary or accepted string representation.Medium
VR-027ConsecutivePositive_CountThe field shall match an approved dictionary or accepted string representation.Medium
VR-028IsKnownCHIP_VariantThe field shall match an approved dictionary or accepted string representation.Medium
VR-029CHIP_Filter_AppliedThe field shall match an approved dictionary or accepted string representation.Medium
VR-030GermlineVariant_ExcludedThe field shall match an approved dictionary or accepted string representation.Medium
VR-031IndexHopping_FilteredThe field shall match an approved dictionary or accepted string representation.Medium
VR-032StrandBias_DetectedThe field shall match an approved dictionary or accepted string representation.Medium
VR-033HomopolymerRegion_VariantThe field shall match an approved dictionary or accepted string representation.Medium
VR-034InPanelOfNormalsThe field shall match an approved dictionary or accepted string representation.Medium
VR-035BackgroundNoise_AtPosition_VAFThe field shall match an approved dictionary or accepted string representation.Medium
VR-036MaxBackgroundNoise_VAFThe field shall match an approved dictionary or accepted string representation.Medium
VR-037VariantMatches_PrimaryTumorThe field shall match an approved dictionary or accepted string representation.Medium
VR-038TissueOfOrigin_PlausibleThe field shall match an approved dictionary or accepted string representation.Medium
VR-039NewVariant_NotInPrimaryThe field shall match an approved dictionary or accepted string representation.Medium
VR-040LastImaging_DateThe field shall match an approved dictionary or accepted string representation.Medium
VR-041LastImaging_ResultThe field shall match an approved dictionary or accepted string representation.Medium
VR-042DaysSinceLastImagingThe field shall match an approved dictionary or accepted string representation.Medium
VR-043UnscheduledImaging_PerformedThe field shall match an approved dictionary or accepted string representation.Medium
VR-044UnscheduledImaging_ResultThe field shall match an approved dictionary or accepted string representation.Medium
VR-045Symptoms_PresentThe field shall match an approved dictionary or accepted string representation.Medium
VR-046ECOG_StatusThe field shall match an approved dictionary or accepted string representation.Medium
VR-047ActionableTherapy_AvailableThe 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 Recurrence Signal Gate 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": "recurrencesignalgatechecker",
  "utilityFolder": "RecurrenceSignalGateChecker",
  "package": "LiquidBiopsy",
  "overallStatus": "PASS|WARNING|FAIL",
  "sourceFile": "input.csv",
  "processedAtUtc": "2026-06-10T00:00:00Z",
  "checks": [
    {
      "parameter": "PatientID",
      "value": "REC-PAT-001",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-001"
    },
    {
      "parameter": "PrimaryTumorType",
      "value": "NSCLC",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-002"
    },
    {
      "parameter": "AssayName",
      "value": "Signatera_NSCLC",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-003"
    },
    {
      "parameter": "ClinicalContext",
      "value": "Post_Curative_Treatment",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-004"
    },
    {
      "parameter": "LastCurativeTreatment_Date",
      "value": "2025-08-15",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-005"
    },
    {
      "parameter": "MonthsSinceTreatment",
      "value": "10",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-006"
    },
    {
      "parameter": "DetectedVariant",
      "value": "EGFR_L858R",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-007"
    },
    {
      "parameter": "CurrentVAF_Percent",
      "value": "0.08",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-008"
    },
    {
      "parameter": "AssayLOD_Percent",
      "value": "0.01",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-009"
    },
    {
      "parameter": "SignalToLOD_Ratio",
      "value": "8.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-010"
    },
    {
      "parameter": "SupportingReads",
      "value": "45",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-011"
    },
    {
      "parameter": "MinSupportingReads",
      "value": "3",
      "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": "RecurrenceSignalGateChecker.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.

Open