ResistanceMutationReportabilityChecker

Resistance Mutation Reportability

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

Utility description: Resistance Mutation Reportability

Resistance Mutation Reportability Checker — Validation of Resistance Variant Reportability

Performs specialized verification of resistance variants per AMP/ASCO/CAP Tiering v2, NCCN Therapy Guidelines, ESMO Precision Medicine and FDA CDx labeling: technical reliability (above LOD, supporting reads ≥3, UMI confirmation for low-VAF, no strand bias/artifacts), resistance annotation (drug association, mechanism, type, evidence level, knowledge base source and rating), clinical context consistency (acquired resistance requires prior drug exposure, line of therapy), alternative therapy identification (availability, cross-resistance detection, clinical trial listing), AMP/ASCO/CAP tier assignment validity, interpretation completeness (mechanism description, standardized drug names, trial options), and expert review flags (novel variants, conflicting evidence, complex patterns, MDT discussion requirement). Four-tier classification: REPORTABLE / REPORTABLE_WITH_CAVEATS / REQUIRES_EXPERT_REVIEW / NOT_REPORTABLE.

⚠️ Critical: Resistance is ALWAYS context-dependent; variant may be resistant to one drug and sensitive to another. "Acquired" without prior exposure = annotation or history error. Uncertain KB rating ≠ automatically reportable; requires expert review. Cross-resistance to alternatives must be explicitly stated; omission = ineffective therapy prescription. Preclinical evidence without trials = incomplete report. Novel variants require curation time; do not release without expert approval. Standardized drug names mandatory. Tool verifies REPORT READINESS only; does not replace oncologist clinical judgment. Interpretation must consider full treatment history, patient status, and local drug availability.

input.csv

SampleID,PatientID,PrimaryTumorType,DetectedVariant,Gene,VariantType,AssociatedDrug,ResistanceMechanism,ResistanceType,EvidenceLevel,KnowledgeBase_Source,VariantInKnowledgeBase,KnowledgeBase_ResistanceRating,CurrentTherapy,PriorTherapies,PatientCurrentlyOnAssociatedDrug,PatientPreviouslyOnAssociatedDrug,LineOfTherapy,AlternativeTherapy_Available,AlternativeTherapy_Names,CrossResistance_ToAlternatives,CrossResistantDrugs,VAF_Percent,AssayLOD_Percent,AboveLOD,SupportingReads,MinSupportingReads,UMI_Confirmed,StrandBias_Detected,ArtifactFlag_Raised,ProposedTier,TierAssignment_Valid,InterpretationText_Complete,DrugName_Standardized,MechanismDescribed_InReport,ClinicalTrialOptions_Listed,NovelResistanceVariant,ConflictingEvidence,ComplexResistance_Pattern,RequiresMDT_Discussion
RES-2026-001,PAT-LUNG-042,NSCLC,"EGFR:c.2369C>T (p.T790M)",EGFR,SNV,Osimertinib,On_Target_Gatekeeper,Acquired,FDA_Label,OncoKB,true,Resistant,Osimertinib,Erlotinib;Chemotherapy,true,true,Second_Line,true,Amivantamab+Lazertinib;Chemotherapy;Clinical_Trial,false,,12.5,0.1,true,850,3,true,false,false,Tier_I_Level_A,true,true,true,true,true,false,false,false,false
RES-2026-002,PAT-CRC-055,CRC,"KRAS:c.183A>T (p.Q61H)",KRAS,SNV,Cetuximab,Off_Target_Bypass,Primary,Preclinical,CIViC,true,Uncertain,FOLFOX+Cetuximab,,true,false,First_Line,true,Bevacizumab+FOLFIRI,false,,8.2,0.1,true,420,3,true,false,false,Tier_II_Level_D,false,false,true,false,false,false,true,false,true
RES-2026-003,PAT-BRCA-061,Breast,"ESR1:c.1619G>A (p.Y537S)",ESR1,SNV,Tamoxifen,On_Target_Activating,Acquired,Guideline,OncoKB,true,Resistant,Letrozole,Tamoxifen,false,true,Third_Plus,true,Fulvestrant;Elacestrant,false,,0.05,0.1,false,2,3,false,true,true,Tier_I_Level_A,true,true,true,true,true,false,false,false,false

URS & FS — User Requirements and Functional Specification

This document describes the controlled interface and behaviour of ResistanceMutationReportabilityChecker for Resistance Mutation Reportability 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 specialized verification of resistance variants per AMP/ASCO/CAP Tiering v2, NCCN Therapy Guidelines, ESMO Precision Medicine and FDA CDx labeling: technical reliability (above LOD, supporting reads ≥3, UMI confirmation for low-VAF, no strand bias/artifacts), resistance annotation (drug association, mechanism, type, evidence level, knowledge base source and rating), clinical context consistency (acquired resistance requires prior drug exposure, line of therapy), alternative therapy iden
  • ⚠️ Critical: Resistance is ALWAYS context-dependent; variant may be resistant to one drug and sensitive to another. "Acquired" without prior exposure = annotation or history error. Uncertain KB rating ≠ automatically reportable; requires expert review. Cross-resistance to alternatives must be explicitly stated; omission = ineffective therapy prescription. Preclinical evidence without trials = incomplete report. Novel variants require curation time; do not release without expert approval. Standar

URS — User Requirements Specification

IDRequirementCriticalityAcceptance criterion
URS-001The utility shall accept an input.csv file for Resistance Mutation Reportability 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 vocabularyRES-2026-001Sample or laboratory specimen identifier.
2PatientIDstring / controlled vocabularyPAT-LUNG-042Controlled input parameter for deterministic QC rules.
3PrimaryTumorTypestring / controlled vocabularyNSCLCControlled input parameter for deterministic QC rules.
4DetectedVariantstring / controlled vocabularyEGFR:c.2369C>T (p.T790M)Controlled input parameter for deterministic QC rules.
5Genestring / controlled vocabularyEGFRControlled input parameter for deterministic QC rules.
6VariantTypestring / controlled vocabularySNVControlled input parameter for deterministic QC rules.
7AssociatedDrugstring / controlled vocabularyOsimertinibControlled input parameter for deterministic QC rules.
8ResistanceMechanismstring / controlled vocabularyOn_Target_GatekeeperControlled input parameter for deterministic QC rules.
9ResistanceTypestring / controlled vocabularyAcquiredControlled input parameter for deterministic QC rules.
10EvidenceLevelstring / controlled vocabularyFDA_LabelControlled input parameter for deterministic QC rules.
11KnowledgeBase_Sourcestring / controlled vocabularyOncoKBControlled input parameter for deterministic QC rules.
12VariantInKnowledgeBasestring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
13KnowledgeBase_ResistanceRatingstring / controlled vocabularyResistantControlled input parameter for deterministic QC rules.
14CurrentTherapystring / controlled vocabularyOsimertinibControlled input parameter for deterministic QC rules.
15PriorTherapiesstring / controlled vocabularyErlotinib;ChemotherapyControlled input parameter for deterministic QC rules.
16PatientCurrentlyOnAssociatedDrugstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
17PatientPreviouslyOnAssociatedDrugstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
18LineOfTherapystring / controlled vocabularySecond_LineControlled input parameter for deterministic QC rules.
19AlternativeTherapy_Availablestring / controlled vocabularytrueBiological/molecular component controlled as a CQA.
20AlternativeTherapy_Namesstring / controlled vocabularyAmivantamab+Lazertinib;Chemotherapy;Clinical_TrialBiological/molecular component controlled as a CQA.
21CrossResistance_ToAlternativesstring / controlled vocabularyfalseBiological/molecular component controlled as a CQA.
22CrossResistantDrugsstring / controlled vocabularyControlled input parameter for deterministic QC rules.
23VAF_Percentdecimal12.5Controlled input parameter for deterministic QC rules.
24AssayLOD_Percentdecimal0.1Controlled input parameter for deterministic QC rules.
25AboveLODstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
26SupportingReadsdecimal850Controlled input parameter for deterministic QC rules.
27MinSupportingReadsdecimal3Controlled input parameter for deterministic QC rules.
28UMI_Confirmedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
29StrandBias_Detectedstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
30ArtifactFlag_Raisedstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
31ProposedTierstring / controlled vocabularyTier_I_Level_AControlled input parameter for deterministic QC rules.
32TierAssignment_Validstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
33InterpretationText_Completestring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
34DrugName_Standardizedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
35MechanismDescribed_InReportstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
36ClinicalTrialOptions_Listedstring / controlled vocabularytrueControlled input parameter for deterministic QC rules.
37NovelResistanceVariantstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
38ConflictingEvidencestring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
39ComplexResistance_Patternstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
40RequiresMDT_Discussionstring / controlled vocabularyfalseControlled input parameter for deterministic QC rules.
SampleID,PatientID,PrimaryTumorType,DetectedVariant,Gene,VariantType,AssociatedDrug,ResistanceMechanism,ResistanceType,EvidenceLevel,KnowledgeBase_Source,VariantInKnowledgeBase,KnowledgeBase_ResistanceRating,CurrentTherapy,PriorTherapies,PatientCurrentlyOnAssociatedDrug,PatientPreviouslyOnAssociatedDrug,LineOfTherapy,AlternativeTherapy_Available,AlternativeTherapy_Names,CrossResistance_ToAlternatives,CrossResistantDrugs,VAF_Percent,AssayLOD_Percent,AboveLOD,SupportingReads,MinSupportingReads,UMI_Confirmed,StrandBias_Detected,ArtifactFlag_Raised,ProposedTier,TierAssignment_Valid,InterpretationText_Complete,DrugName_Standardized,MechanismDescribed_InReport,ClinicalTrialOptions_Listed,NovelResistanceVariant,ConflictingEvidence,ComplexResistance_Pattern,RequiresMDT_Discussion
RES-2026-001,PAT-LUNG-042,NSCLC,EGFR:c.2369C>T (p.T790M),EGFR,SNV,Osimertinib,On_Target_Gatekeeper,Acquired,FDA_Label,OncoKB,true,Resistant,Osimertinib,Erlotinib;Chemotherapy,true,true,Second_Line,true,Amivantamab+Lazertinib;Chemotherapy;Clinical_Trial,false,,12.5,0.1,true,850,3,true,false,false,Tier_I_Level_A,true,true,true,true,true,false,false,false,false
RES-2026-002,PAT-CRC-055,CRC,KRAS:c.183A>T (p.Q61H),KRAS,SNV,Cetuximab,Off_Target_Bypass,Primary,Preclinical,CIViC,true,Uncertain,FOLFOX+Cetuximab,,true,false,First_Line,true,Bevacizumab+FOLFIRI,false,,8.2,0.1,true,420,3,true,false,false,Tier_II_Level_D,false,false,true,false,false,false,true,false,true
RES-2026-003,PAT-BRCA-061,Breast,ESR1:c.1619G>A (p.Y537S),ESR1,SNV,Tamoxifen,On_Target_Activating,Acquired,Guideline,OncoKB,true,Resistant,Letrozole,Tamoxifen,false,true,Third_Plus,true,Fulvestrant;Elacestrant,false,,0.05,0.1,false,2,3,false,true,true,Tier_I_Level_A,true,true,true,true,true,false,false,false,false

Input validation rules

IDFieldRuleCriticality
VR-001SampleIDThe field shall match an approved dictionary or accepted string representation.High
VR-002PatientIDThe field shall match an approved dictionary or accepted string representation.High
VR-003PrimaryTumorTypeThe field shall match an approved dictionary or accepted string representation.High
VR-004DetectedVariantThe field shall match an approved dictionary or accepted string representation.Medium
VR-005GeneThe field shall match an approved dictionary or accepted string representation.Medium
VR-006VariantTypeThe field shall match an approved dictionary or accepted string representation.Medium
VR-007AssociatedDrugThe field shall match an approved dictionary or accepted string representation.Medium
VR-008ResistanceMechanismThe field shall match an approved dictionary or accepted string representation.Medium
VR-009ResistanceTypeThe field shall match an approved dictionary or accepted string representation.Medium
VR-010EvidenceLevelThe field shall match an approved dictionary or accepted string representation.Medium
VR-011KnowledgeBase_SourceThe field shall match an approved dictionary or accepted string representation.Medium
VR-012VariantInKnowledgeBaseThe field shall match an approved dictionary or accepted string representation.Medium
VR-013KnowledgeBase_ResistanceRatingThe field shall match an approved dictionary or accepted string representation.Medium
VR-014CurrentTherapyThe field shall match an approved dictionary or accepted string representation.Medium
VR-015PriorTherapiesThe field shall match an approved dictionary or accepted string representation.Medium
VR-016PatientCurrentlyOnAssociatedDrugThe field shall match an approved dictionary or accepted string representation.Medium
VR-017PatientPreviouslyOnAssociatedDrugThe field shall match an approved dictionary or accepted string representation.Medium
VR-018LineOfTherapyThe field shall match an approved dictionary or accepted string representation.Medium
VR-019AlternativeTherapy_AvailableThe field shall match an approved dictionary or accepted string representation.Medium
VR-020AlternativeTherapy_NamesThe field shall match an approved dictionary or accepted string representation.Medium
VR-021CrossResistance_ToAlternativesThe field shall match an approved dictionary or accepted string representation.Medium
VR-022CrossResistantDrugsThe field shall match an approved dictionary or accepted string representation.Medium
VR-023VAF_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-024AssayLOD_PercentThe field shall match an approved dictionary or accepted string representation.Medium
VR-025AboveLODThe field shall match an approved dictionary or accepted string representation.Medium
VR-026SupportingReadsThe field shall match an approved dictionary or accepted string representation.Medium
VR-027MinSupportingReadsThe field shall match an approved dictionary or accepted string representation.Medium
VR-028UMI_ConfirmedThe field shall match an approved dictionary or accepted string representation.Medium
VR-029StrandBias_DetectedThe field shall match an approved dictionary or accepted string representation.Medium
VR-030ArtifactFlag_RaisedThe field shall match an approved dictionary or accepted string representation.Medium
VR-031ProposedTierThe field shall match an approved dictionary or accepted string representation.Medium
VR-032TierAssignment_ValidThe field shall match an approved dictionary or accepted string representation.Medium
VR-033InterpretationText_CompleteThe field shall match an approved dictionary or accepted string representation.Medium
VR-034DrugName_StandardizedThe field shall match an approved dictionary or accepted string representation.Medium
VR-035MechanismDescribed_InReportThe field shall match an approved dictionary or accepted string representation.Medium
VR-036ClinicalTrialOptions_ListedThe field shall match an approved dictionary or accepted string representation.Medium
VR-037NovelResistanceVariantThe field shall match an approved dictionary or accepted string representation.Medium
VR-038ConflictingEvidenceThe field shall match an approved dictionary or accepted string representation.Medium
VR-039ComplexResistance_PatternThe field shall match an approved dictionary or accepted string representation.Medium
VR-040RequiresMDT_DiscussionThe 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 Resistance Mutation Reportability 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": "resistancemutationreportabilitychecker",
  "utilityFolder": "ResistanceMutationReportabilityChecker",
  "package": "LiquidBiopsy",
  "overallStatus": "PASS|WARNING|FAIL",
  "sourceFile": "input.csv",
  "processedAtUtc": "2026-06-10T00:00:00Z",
  "checks": [
    {
      "parameter": "SampleID",
      "value": "RES-2026-001",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-001"
    },
    {
      "parameter": "PatientID",
      "value": "PAT-LUNG-042",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-002"
    },
    {
      "parameter": "PrimaryTumorType",
      "value": "NSCLC",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-003"
    },
    {
      "parameter": "DetectedVariant",
      "value": "EGFR:c.2369C>T (p.T790M)",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-004"
    },
    {
      "parameter": "Gene",
      "value": "EGFR",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-005"
    },
    {
      "parameter": "VariantType",
      "value": "SNV",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-006"
    },
    {
      "parameter": "AssociatedDrug",
      "value": "Osimertinib",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-007"
    },
    {
      "parameter": "ResistanceMechanism",
      "value": "On_Target_Gatekeeper",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-008"
    },
    {
      "parameter": "ResistanceType",
      "value": "Acquired",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-009"
    },
    {
      "parameter": "EvidenceLevel",
      "value": "FDA_Label",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-010"
    },
    {
      "parameter": "KnowledgeBase_Source",
      "value": "OncoKB",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-011"
    },
    {
      "parameter": "VariantInKnowledgeBase",
      "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": "ResistanceMutationReportabilityChecker.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