Biomarker Classification and Interpretation Guide
Overview
Biomarkers are measurable indicators of biological state or condition. In clinical decision support, biomarkers guide diagnosis, prognosis, treatment selection, and monitoring. This guide covers genomic, proteomic, and molecular biomarkers with emphasis on clinical actionability.
Biomarker Categories
Prognostic Biomarkers
Definition: Predict clinical outcome (survival, recurrence) regardless of treatment received
Examples by Disease
Cancer
- Ki-67 index: High proliferation (>20%) predicts worse outcome in breast cancer
- TP53 mutation: Poor prognosis across many cancer types
- Tumor stage/grade: TNM staging, histologic grade
- LDH elevation: Poor prognosis in melanoma, lymphoma
- AFP elevation: Poor prognosis in hepatocellular carcinoma
Cardiovascular
- NT-proBNP/BNP: Elevated levels predict mortality in heart failure
- Troponin: Predicts adverse events in ACS
- CRP: Inflammation marker, predicts cardiovascular events
Infectious Disease
- HIV viral load: Predicts disease progression if untreated
- HCV genotype: Predicts treatment duration needed
Application: Risk stratification, treatment intensity selection, clinical trial enrollment
Predictive Biomarkers
Definition: Identify patients likely to benefit (or not benefit) from specific therapy
Positive Predictive Biomarkers (Treatment Benefit)
Oncology - Targeted Therapy
- EGFR exon 19 del/L858R → EGFR TKIs: Response rate 60-70%, PFS 10-14 months
- ALK rearrangement → ALK inhibitors: ORR 70-90%, PFS 25-34 months
- HER2 amplification → Trastuzumab: Benefit only in HER2+ (IHC 3+ or FISH+)
- BRAF V600E → BRAF inhibitors: ORR 50%, PFS 6-7 months (melanoma)
- PD-L1 ≥50% → Pembrolizumab: ORR 45%, PFS 10 months vs 6 months (chemo)
Oncology - Immunotherapy
- MSI-H/dMMR → Anti-PD-1: ORR 40-60% across tumor types
- TMB-high → Immunotherapy: Investigational, some benefit signals
- PD-L1 expression → Anti-PD-1/PD-L1: Higher expression correlates with better response
Hematology
- BCR-ABL → Imatinib (CML): Complete cytogenetic response 80%
- CD20+ → Rituximab (lymphoma): Benefit only if CD20-expressing cells
- CD33+ → Gemtuzumab ozogamicin (AML): Benefit in CD33+ subset
Negative Predictive Biomarkers (Resistance/No Benefit)
- KRAS mutation → Anti-EGFR mAbs (CRC): No benefit, contraindicated
- EGFR T790M → 1st/2nd-gen TKIs: Resistance mechanism, use osimertinib
- RAS/RAF wild-type required → BRAF inhibitors (melanoma): Paradoxical MAPK activation
Diagnostic Biomarkers
Definition: Detect or confirm presence of disease
Infectious Disease
- PCR for pathogen DNA/RNA: SARS-CoV-2, HIV, HCV viral load
- Antibody titers: IgM (acute), IgG (prior exposure/immunity)
- Antigen tests: Rapid detection (strep, flu, COVID)
Autoimmune
- ANA: Screen for lupus, connective tissue disease
- Anti-CCP: Specific for rheumatoid arthritis
- Anti-dsDNA: Lupus, correlates with disease activity
- ANCA: Vasculitis (c-ANCA for GPA, p-ANCA for MPA)
Cancer
- PSA: Prostate cancer screening/monitoring
- CA 19-9: Pancreatic cancer, biliary obstruction
- CEA: Colorectal cancer monitoring
- AFP: Hepatocellular carcinoma, germ cell tumors
Pharmacodynamic Biomarkers
Definition: Assess treatment response or mechanism of action
Examples
- HbA1c: Glycemic control in diabetes (target <7% typically)
- LDL cholesterol: Statin efficacy (target <70 mg/dL in high-risk)
- Blood pressure: Antihypertensive efficacy (target <130/80 mmHg)
- Viral load suppression: Antiretroviral efficacy (target <20 copies/mL)
- INR: Warfarin anticoagulation monitoring (target 2-3 for most indications)
Genomic Biomarkers
Mutation Analysis
Driver Mutations (Oncogenic)
- Activating mutations: Constitutive pathway activation (BRAF V600E, EGFR L858R)
- Inactivating mutations: Tumor suppressor loss (TP53, PTEN)
- Hotspot mutations: Recurrent positions (KRAS G12/G13, PIK3CA H1047R)
- Variant allele frequency (VAF): Clonality (VAF ≈50% clonal, <10% subclonal)
Resistance Mutations
- EGFR T790M: Resistance to 1st/2nd-gen TKIs (40-60% of cases)
- ALK G1202R, I1171N: Resistance to early ALK inhibitors
- ESR1 mutations: Resistance to aromatase inhibitors (breast cancer)
- RAS mutations: Acquired resistance to anti-EGFR therapy (CRC)
Mutation Detection Methods
- Tissue NGS: Comprehensive genomic profiling, 300-500 genes
- Liquid biopsy: ctDNA analysis, non-invasive, serial monitoring
- PCR-based assays: Targeted hotspot detection, FDA-approved companion diagnostics
- Allele-specific PCR: High sensitivity for known mutations (cobas EGFR test)
Copy Number Variations (CNV)
Amplifications
- HER2 (ERBB2): Breast, gastric cancer → trastuzumab, pertuzumab
- Testing: IHC (0, 1+, 2+, 3+) → FISH if 2+ (HER2/CEP17 ratio ≥2.0)
- MET amplification: NSCLC resistance mechanism → crizotinib, capmatinib
- Cut-point: Gene copy number ≥5, GCN/CEP7 ratio ≥2.0
- EGFR amplification: Glioblastoma, some NSCLC
- FGFR2 amplification: Gastric cancer → investigational FGFR inhibitors
Deletions
- PTEN loss: Common in many cancers, predicts PI3K pathway activation
- RB1 loss: Small cell transformation, poor prognosis
- CDKN2A/B deletion: Cell cycle dysregulation
- Homozygous deletion: Complete loss of both alleles (more significant)
Detection Methods
- FISH (Fluorescence In Situ Hybridization): HER2, ALK rearrangements
- NGS copy number calling: Depth of coverage analysis
- SNP array: Genome-wide CNV detection
- ddPCR: Quantitative copy number measurement
Gene Fusions and Rearrangements
Oncogenic Fusions
- ALK fusions (NSCLC): EML4-ALK most common (60%), 20+ partners
- Detection: IHC (D5F3 antibody), FISH (break-apart probe), NGS/RNA-seq
- ROS1 fusions (NSCLC, glioblastoma): CD74-ROS1, SLC34A2-ROS1, others
- RET fusions (NSCLC, thyroid): KIF5B-RET, CCDC6-RET
- NTRK fusions (many tumor types, rare): ETV6-NTRK3, others
- Pan-cancer: Larotrectinib, entrectinib approved across tumor types
- BCR-ABL (CML, ALL): t(9;22), Philadelphia chromosome
Fusion Partner Considerations
- Partner influences drug sensitivity (EML4-ALK variant 3 more sensitive)
- 5' vs 3' fusion affects detection methods
- Intron breakpoints vary (RNA-seq more comprehensive than DNA panels)
Detection Methods
- FISH break-apart probes: ALK, ROS1, RET
- IHC: ALK protein overexpression (screening), ROS1
- RT-PCR: Targeted fusion detection
- RNA-seq: Comprehensive fusion detection, identifies novel partners
Tumor Mutational Burden (TMB)
Definition: Number of somatic mutations per megabase of DNA
Classification
- TMB-high: ≥10 mutations/Mb (some definitions ≥20 mut/Mb)
- TMB-intermediate: 6-9 mutations/Mb
- TMB-low: <6 mutations/Mb
Clinical Application
- Predictive for immunotherapy: Higher TMB → more neoantigens → better immune response
- FDA approval: Pembrolizumab for TMB-H (≥10 mut/Mb) solid tumors (2020)
- Limitations: Not validated in all tumor types, assay variability
Tumor Types with Typically High TMB
- Melanoma (median 10-15 mut/Mb)
- NSCLC (especially smoking-associated, 8-12 mut/Mb)
- Urothelial carcinoma (8-10 mut/Mb)
- Microsatellite instable tumors (30-50 mut/Mb)
Microsatellite Instability (MSI) and Mismatch Repair (MMR)
Classification
- MSI-high (MSI-H): Instability at ≥2 of 5 loci or ≥30% of markers
- MSI-low (MSI-L): Instability at <2 of 5 loci
- Microsatellite stable (MSS): No instability
Mismatch Repair Status
- dMMR (deficient): Loss of MLH1, MSH2, MSH6, or PMS2 by IHC
- pMMR (proficient): Intact expression of all four MMR proteins
Clinical Significance
- MSI-H/dMMR Tumors: 3-5% of most solid tumors, 15% of colorectal cancer
- Immunotherapy Sensitivity: ORR 30-60% to anti-PD-1 therapy
- Pembrolizumab FDA-approved for MSI-H/dMMR solid tumors (2017)
- Nivolumab ± ipilimumab approved
- Chemotherapy Resistance: MSI-H CRC does not benefit from 5-FU adjuvant therapy
- Lynch Syndrome: Germline MMR mutation if MSI-H + young age + family history
Testing Algorithm
Colorectal Cancer (all newly diagnosed):
1. IHC for MMR proteins (MLH1, MSH2, MSH6, PMS2)
├─ All intact → pMMR (MSS) → Standard chemotherapy if indicated
│
└─ Loss of one or more → dMMR (likely MSI-H)
└─ Reflex MLH1 promoter hypermethylation test
├─ Methylated → Sporadic MSI-H, immunotherapy option
└─ Unmethylated → Germline testing for Lynch syndrome
Expression Biomarkers
Immunohistochemistry (IHC)
PD-L1 Expression (Immune Checkpoint)
- Assays: 22C3 (FDA), 28-8, SP263, SP142 (some differences in scoring)
- Scoring: Tumor Proportion Score (TPS) = % tumor cells with membrane staining
- TPS <1%: Low/negative
- TPS 1-49%: Intermediate
- TPS ≥50%: High
- Combined Positive Score (CPS): (PD-L1+ tumor + immune cells) / total tumor cells × 100
- Used for some indications (e.g., CPS ≥10 for pembrolizumab in HNSCC)
Hormone Receptors (Breast Cancer)
- ER/PR Positivity: ≥1% nuclear staining by IHC (ASCO/CAP guidelines)
- Allred Score 0-8 (proportion + intensity) - historical
- H-score 0-300 (percentage at each intensity) - quantitative
- Clinical Cut-Points:
- ER ≥1%: Endocrine therapy indicated
- ER 1-10%: "Low positive," may have lower benefit
- PR loss with ER+: Possible endocrine resistance
HER2 Testing (Breast/Gastric Cancer)
IHC Initial Test:
├─ 0 or 1+: HER2-negative (no further testing)
│
├─ 2+: Equivocal → Reflex FISH testing
│ ├─ FISH+ (HER2/CEP17 ratio ≥2.0 OR HER2 copies ≥6/cell) → HER2-positive
│ └─ FISH- → HER2-negative
│
└─ 3+: HER2-positive (no FISH needed)
└─ Uniform intense complete membrane staining in >10% of tumor cells
HER2-positive: Trastuzumab-based therapy indicated
HER2-low (IHC 1+ or 2+/FISH-): Trastuzumab deruxtecan eligibility (2022)
RNA Expression Analysis
Gene Expression Signatures (Breast Cancer)
Oncotype DX (21-gene assay)
- Recurrence Score (RS): 0-100
- RS <26: Low risk → Endocrine therapy alone (most patients)
- RS 26-100: High risk → Chemotherapy + endocrine therapy
- Population: ER+/HER2-, node-negative or 1-3 positive nodes
- Evidence: TAILORx trial (N=10,273) validated RS <26 can omit chemo
MammaPrint (70-gene assay)
- Result: High risk vs Low risk (binary)
- Population: Early-stage breast cancer, ER+/HER2-
- Evidence: MINDACT trial validated low-risk can omit chemo
Prosigna (PAM50)
- Result: Risk of Recurrence (ROR) score + intrinsic subtype
- Subtypes: Luminal A, Luminal B, HER2-enriched, Basal-like
- Application: Post-menopausal, ER+, node-negative or 1-3 nodes
RNA-Seq for Fusion Detection
- Advantage: Detects novel fusion partners, quantifies expression
- Application: NTRK fusions (rare, many partners), RET fusions
- Limitation: Requires fresh/frozen tissue or good-quality FFPE RNA
Molecular Subtypes
Glioblastoma (GBM) Molecular Classification
Verhaak 2010 Classification (4 subtypes)
Proneural Subtype
- Characteristics: PDGFRA amplification, IDH1 mutations (secondary GBM), TP53 mutations
- Age: Younger patients typically
- Prognosis: Better prognosis (median OS 15-18 months)
- Treatment: May benefit from bevacizumab less than other subtypes
Neural Subtype
- Characteristics: Neuron markers (NEFL, GABRA1, SYT1, SLC12A5)
- Controversy: May represent normal brain contamination
- Prognosis: Intermediate
- Treatment: Standard temozolomide-based therapy
Classical Subtype
- Characteristics: EGFR amplification (97%), chromosome 7 gain, chromosome 10 loss
- Association: Lacks TP53, PDGFRA, NF1 mutations
- Prognosis: Intermediate
- Treatment: May benefit from EGFR inhibitors (investigational)
Mesenchymal Subtype
- Characteristics: NF1 mutations/deletions, high expression of mesenchymal markers (CHI3L1/YKL-40)
- Immune Features: Higher macrophage/microglia infiltration
- Subgroup: Mesenchymal-immune-active (high immune signature)
- Prognosis: Poor prognosis (median OS 12-13 months)
- Treatment: May respond better to anti-angiogenic therapy, immunotherapy investigational
Clinical Application
GBM Molecular Subtyping Report:
Patient Cohort: Mesenchymal-Immune-Active Subtype (n=15)
Molecular Features:
- NF1 alterations: 73% (11/15)
- High YKL-40 expression: 100% (15/15)
- Immune gene signature: Elevated (median z-score +2.3)
- CD163+ macrophages: High density (median 180/mm²)
Treatment Implications:
- Standard therapy: Temozolomide-based (Stupp protocol)
- Consider: Bevacizumab for recurrent disease (may have enhanced benefit)
- Clinical trial: Immune checkpoint inhibitors ± anti-angiogenic therapy
- Prognosis: Median OS 12-14 months (worse than proneural)
Recommendation:
Enroll in combination immunotherapy trial if eligible, otherwise standard therapy
with early consideration of bevacizumab at progression.
Breast Cancer Intrinsic Subtypes
PAM50-Based Classification
Luminal A
- Characteristics: ER+, HER2-, low proliferation (Ki-67 <20%)
- Gene signature: High ER-related genes, low proliferation genes
- Prognosis: Best prognosis, low recurrence risk
- Treatment: Endocrine therapy alone usually sufficient
- Chemotherapy: Rarely needed unless high-risk features
Luminal B
- Characteristics: ER+, HER2- or HER2+, high proliferation (Ki-67 ≥20%)
- Subtypes: Luminal B (HER2-) and Luminal B (HER2+)
- Prognosis: Intermediate prognosis
- Treatment: Chemotherapy + endocrine therapy; add trastuzumab if HER2+
HER2-Enriched
- Characteristics: HER2+, ER-, PR-
- Gene signature: High HER2 and proliferation genes, low ER genes
- Prognosis: Poor if untreated, good with HER2-targeted therapy
- Treatment: Chemotherapy + trastuzumab + pertuzumab
Basal-Like
- Characteristics: ER-, PR-, HER2- (triple-negative), high proliferation
- Gene signature: Basal cytokeratins (CK5/6, CK17), EGFR
- Overlap: 80% concordance with TNBC, but not identical
- Prognosis: Aggressive, high early recurrence risk
- Treatment: Chemotherapy (platinum, anthracycline), PARP inhibitors if BRCA-mutated
- Immunotherapy: PD-L1+ may benefit from pembrolizumab + chemotherapy
Colorectal Cancer Consensus Molecular Subtypes (CMS)
CMS1 (14%): MSI Immune
- Features: MSI-high, BRAF mutations, strong immune activation
- Prognosis: Poor survival after relapse despite immune infiltration
- Treatment: Immunotherapy highly effective, 5-FU chemotherapy ineffective
CMS2 (37%): Canonical
- Features: Epithelial, marked WNT and MYC activation
- Prognosis: Better survival
- Treatment: Benefits from adjuvant chemotherapy
CMS3 (13%): Metabolic
- Features: Metabolic dysregulation, KRAS mutations
- Prognosis: Intermediate survival
- Treatment: May benefit from targeted metabolic therapies (investigational)
CMS4 (23%): Mesenchymal
- Features: Stromal infiltration, TGF-β activation, angiogenesis
- Prognosis: Worst survival, often diagnosed at advanced stage
- Treatment: May benefit from anti-angiogenic therapy (bevacizumab)
Companion Diagnostics
FDA-Approved Biomarker-Drug Pairs
Required Testing (Label Indication)
Biomarker Drug(s) Indication Assay
EGFR exon 19 del/L858R Osimertinib NSCLC cobas EGFR v2, NGS
ALK rearrangement Alectinib, brigatinib NSCLC Vysis ALK FISH, IHC (D5F3)
BRAF V600E Vemurafenib, dabrafenib Melanoma, NSCLC THxID BRAF, cobas BRAF
HER2 amplification Trastuzumab, pertuzumab Breast, gastric HercepTest IHC, FISH
ROS1 rearrangement Crizotinib, entrectinib NSCLC FISH, NGS
PD-L1 ≥50% TPS Pembrolizumab (mono) NSCLC first-line 22C3 pharmDx
MSI-H/dMMR Pembrolizumab Any solid tumor IHC (MMR), PCR (MSI)
NTRK fusion Larotrectinib, entrectinib Pan-cancer FoundationOne CDx
BRCA1/2 mutations Olaparib, talazoparib Breast, ovarian, prostate BRACAnalysis CDx
Complementary Diagnostics (Informative, Not Required)
- PD-L1 1-49%: Informs combination vs monotherapy choice
- TMB-high: May predict immunotherapy benefit (not FDA-approved indication)
- STK11/KEAP1 mutations: Associated with immunotherapy resistance
- Homologous recombination deficiency (HRD): Predicts PARP inhibitor benefit
Clinical Actionability Frameworks
OncoKB Levels of Evidence (Memorial Sloan Kettering)
Level 1: FDA-Approved
- Biomarker-drug pair with FDA approval in specific tumor type
- Example: EGFR L858R → osimertinib in NSCLC
Level 2: Standard Care Off-Label
- Biomarker-drug in professional guidelines for specific tumor type (not FDA-approved for biomarker)
- Example: BRAF V600E → dabrafenib + trametinib in CRC (NCCN-recommended)
Level 3: Clinical Evidence
- Clinical trial evidence supporting biomarker-drug association
- 3A: Compelling clinical evidence
- 3B: Standard care for different tumor type or investigational
Level 4: Biological Evidence
- Preclinical evidence only (cell lines, mouse models)
- 4: Biological evidence supporting association
Level R1-R2: Resistance
- R1: Standard care associated with resistance
- R2: Investigational or preclinical resistance evidence
CIViC (Clinical Interpretation of Variants in Cancer)
Evidence Levels
- A: Validated in clinical practice or validated by regulatory association
- B: Clinical trial or other primary patient data supporting association
- C: Case study with molecular analysis
- D: Preclinical evidence (cell culture, animal models)
- E: Inferential association (literature review, expert opinion)
Clinical Significance Tiers
- Tier I: Variants with strong clinical significance (predictive, diagnostic, prognostic in professional guidelines)
- Tier II: Variants with potential clinical significance (clinical trial or case study evidence)
- Tier III: Variants with uncertain significance
- Tier IV: Benign or likely benign variants
Multi-Biomarker Panels
Comprehensive Genomic Profiling (CGP)
FoundationOne CDx
- Genes: 324 genes (SNVs, indels, CNVs, rearrangements)
- Additional: TMB, MSI status
- FDA-Approved: Companion diagnostic for 18+ targeted therapies
- Turnaround: 10-14 days
- Tissue: FFPE, 40 unstained slides or tissue block
Guardant360 CDx (Liquid Biopsy)
- Genes: 74 genes in cell-free DNA (cfDNA)
- Sample: 2 tubes of blood (20 mL total)
- FDA-Approved: Companion diagnostic for osimertinib (EGFR), NSCLC
- Application: Non-invasive, serial monitoring, when tissue unavailable
- Limitation: Lower sensitivity than tissue (especially for low tumor burden)
Tempus xT
- Genes: 648 genes (DNA) + whole transcriptome (RNA)
- Advantage: RNA detects fusions, expression signatures
- Application: Research and clinical use
- Not FDA-Approved: Not a companion diagnostic currently
Testing Recommendations by Tumor Type
NSCLC (NCCN Guidelines)
Broad molecular profiling for all advanced NSCLC at diagnosis:
Required (FDA-approved therapies available):
✓ EGFR mutations (exons 18, 19, 20, 21)
✓ ALK rearrangement
✓ ROS1 rearrangement
✓ BRAF V600E
✓ MET exon 14 skipping
✓ RET rearrangements
✓ NTRK fusions
✓ KRAS G12C
✓ PD-L1 IHC
Recommended (to inform treatment strategy):
✓ Comprehensive NGS panel (captures all above + emerging targets)
✓ Consider liquid biopsy if tissue insufficient
At progression on targeted therapy:
✓ Repeat tissue biopsy or liquid biopsy for resistance mechanisms
✓ Examples: EGFR T790M, ALK resistance mutations, MET amplification
Metastatic Colorectal Cancer
Required before anti-EGFR therapy (cetuximab, panitumumab):
✓ RAS testing (KRAS exons 2, 3, 4; NRAS exons 2, 3, 4)
└─ RAS mutation → Do NOT use anti-EGFR therapy (resistance)
✓ BRAF V600E
└─ If BRAF V600E+ → Consider encorafenib + cetuximab + binimetinib
Recommended for all metastatic CRC:
✓ MSI/MMR testing (immunotherapy indication)
✓ HER2 amplification (investigational trastuzumab-based therapy if RAS/BRAF WT)
✓ NTRK fusions (rare, <1%, but actionable)
Left-sided vs Right-sided:
- Left-sided (descending, sigmoid, rectum): Better prognosis, anti-EGFR more effective
- Right-sided (cecum, ascending): Worse prognosis, anti-EGFR less effective, consider bevacizumab
Melanoma
All advanced melanoma:
✓ BRAF V600 mutation (30-50% of cutaneous melanoma)
└─ If BRAF V600E/K → Dabrafenib + trametinib or vemurafenib + cobimetinib
✓ NRAS mutation (20-30%)
└─ No targeted therapy approved, consider MEK inhibitor trials
✓ KIT mutations (mucosal, acral, chronic sun-damaged melanoma)
└─ If KIT exon 11 or 13 mutation → Imatinib (off-label)
✓ PD-L1 (optional, not required for immunotherapy eligibility)
Note: Uveal melanoma has different biology (GNAQ, GNA11 mutations)
Biomarker Cut-Points and Thresholds
Establishing Clinical Cut-Points
Methods for Cut-Point Determination
Data-Driven Approaches
- Median split: Simple but arbitrary, may not be optimal
- Tertiles/quartiles: Categorizes into 3-4 groups
- ROC curve analysis: Maximizes sensitivity and specificity
- Maximally selected rank statistics: Finds optimal prognostic cut-point
- Validation required: Independent cohort confirmation essential
Biologically Informed
- Detection limit: Assay lower limit of quantification
- Mechanism-based: Threshold for pathway activation
- Pharmacodynamic: Threshold for target engagement
- Normal range: Comparison to healthy individuals
Clinically Defined
- Guideline-recommended: Established by professional societies
- Regulatory-approved: FDA-specified threshold for companion diagnostic
- Trial-defined: Cut-point used in pivotal clinical trial
PD-L1 Example
- Cut-points: 1%, 5%, 10%, 50% TPS used in different trials
- Context-dependent: Varies by drug, disease, line of therapy
- ≥50%: Pembrolizumab monotherapy (KEYNOTE-024)
- ≥1%: Atezolizumab combinations, broader population
Continuous vs Categorical
Continuous Analysis Advantages
- Preserves information (no dichotomization loss)
- Statistical power maintained
- Can assess dose-response relationship
- HR per unit increase or per standard deviation
Categorical Analysis Advantages
- Clinically interpretable (high vs low)
- Facilitates treatment decisions (binary: use targeted therapy yes/no)
- Aligns with regulatory approvals (biomarker-positive = eligible)
Best Practice: Report both continuous and categorical analyses
- Cox model with continuous biomarker
- Stratified analysis by clinically relevant cut-point
- Subgroup analysis to confirm consistency
Germline vs Somatic Testing
Germline (Inherited) Mutations
Indications for Germline Testing
- Cancer predisposition syndromes: BRCA1/2, Lynch syndrome (MLH1, MSH2), Li-Fraumeni (TP53)
- Family history: Multiple affected relatives, young age at diagnosis
- Tumor features: MSI-H in young patient, triple-negative breast cancer <60 years
- Treatment implications: PARP inhibitors for BRCA-mutated (germline or somatic)
Common Hereditary Cancer Syndromes
- BRCA1/2: Breast, ovarian, pancreatic, prostate cancer
- Testing: All ovarian cancer, TNBC <60 years, male breast cancer
- Treatment: PARP inhibitors (olaparib, talazoparib)
- Prevention: Prophylactic mastectomy, oophorectomy (risk-reducing)
- Lynch syndrome (MLH1, MSH2, MSH6, PMS2): Colorectal, endometrial, ovarian, gastric
- Testing: MSI-H/dMMR tumors, Amsterdam II criteria families
- Surveillance: Colonoscopy every 1-2 years starting age 20-25
- Li-Fraumeni (TP53): Diverse cancers at young age
- PTEN (Cowden syndrome): Breast, thyroid, endometrial cancer
Genetic Counseling
- Pre-test counseling: Implications for patient and family
- Post-test counseling: Management, surveillance, family testing
- Informed consent: Genetic discrimination concerns (GINA protections)
Somatic (Tumor-Only) Testing
Tumor Tissue Testing
- Detects mutations present in cancer cells only (not inherited)
- Most cancer driver mutations are somatic (KRAS, EGFR in lung cancer)
- No implications for family members
- Guides therapy selection
Distinguishing Germline from Somatic
- Variant allele frequency: Germline ~50% (heterozygous) or ~100% (homozygous); somatic variable
- Matched normal: Paired tumor-normal sequencing definitive
- Databases: Germline variant databases (gnomAD, ClinVar)
- Reflex germline testing: Trigger testing if pathogenic germline variant suspected
Reporting Biomarker Results
Structured Report Template
MOLECULAR PROFILING REPORT
Patient: [De-identified ID]
Tumor Type: Non-Small Cell Lung Adenocarcinoma
Specimen: Lung biopsy (left upper lobe)
Testing Date: [Date]
Report Date: [Date]
METHODOLOGY
- Assay: FoundationOne CDx (comprehensive genomic profiling)
- Specimen Type: Formalin-fixed paraffin-embedded (FFPE)
- Tumor Content: 40% (adequate for testing)
RESULTS SUMMARY
Biomarkers Detected: 4
- 1 FDA-approved therapy target
- 1 prognostic biomarker
- 2 variants of uncertain significance
ACTIONABLE FINDINGS
Tier 1: FDA-Approved Targeted Therapy Available
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
EGFR Exon 19 Deletion (p.E746_A750del)
Variant Allele Frequency: 42%
Clinical Significance: Sensitizing mutation
FDA-Approved Therapy: Osimertinib (Tagrisso) 80 mg daily
Evidence: FLAURA trial - median PFS 18.9 vs 10.2 months (HR 0.46, p<0.001)
Guideline: NCCN Category 1 preferred first-line
Recommendation: Strong recommendation for EGFR TKI therapy (GRADE 1A)
Tier 2: Prognostic Biomarker
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
TP53 Mutation (p.R273H)
Variant Allele Frequency: 85%
Clinical Significance: Poor prognostic marker, no targeted therapy
Implication: Associated with worse survival, does not impact first-line treatment selection
BIOMARKERS ASSESSED - NEGATIVE
- ALK rearrangement: Not detected
- ROS1 rearrangement: Not detected
- BRAF V600E: Not detected
- MET exon 14 skipping: Not detected
- RET rearrangement: Not detected
- KRAS mutation: Not detected
- PD-L1 IHC: Separate report (TPS 30%)
TUMOR MUTATIONAL BURDEN: 8 mutations/Mb (Intermediate)
- Interpretation: Below threshold for TMB-high designation (≥10 mut/Mb)
- Clinical relevance: May still benefit from immunotherapy combinations
MICROSATELLITE STATUS: Stable (MSS)
CLINICAL RECOMMENDATIONS
Primary Recommendation:
First-line therapy with osimertinib 80 mg PO daily until progression or unacceptable toxicity.
Monitoring:
- CT imaging every 6 weeks for first 12 weeks, then every 9 weeks
- At progression, repeat tissue or liquid biopsy for resistance mechanisms (T790M, C797S, MET amplification)
Alternative Options:
- Clinical trial enrollment for novel EGFR TKI combinations
- Erlotinib or afatinib (second-line for osimertinib if used first-line)
References:
1. Soria JC, et al. Osimertinib in Untreated EGFR-Mutated Advanced NSCLC. NEJM 2018.
2. NCCN Guidelines for Non-Small Cell Lung Cancer v4.2024.
Report Prepared By: [Lab Name]
Medical Director: [Name, MD, PhD]
CLIA #: [Number] | CAP #: [Number]
Quality Assurance
Analytical Validation
- Sensitivity: Minimum 5-10% variant allele frequency detection
- Specificity: <1% false positive rate
- Reproducibility: >95% concordance between replicates
- Accuracy: >99% concordance with validated orthogonal method
- Turnaround time: Median time from sample receipt to report
Clinical Validation
- Positive Predictive Value: % biomarker+ patients who respond to therapy
- Negative Predictive Value: % biomarker- patients who do not respond
- Clinical Utility: Does testing improve patient outcomes?
- Cost-Effectiveness: QALY gained vs cost of testing and treatment
Proficiency Testing
- CAP/CLIA proficiency testing for clinical labs
- Participate in external quality assurance schemes
- Blinded sample exchange with reference laboratories
- Document corrective actions for failures
1---2name: 106-biomarker-classification-bfdebe273description: Biomarker Classification and Interpretation Guide4---5# Biomarker Classification and Interpretation Guide67## Overview89Biomarkers are measurable indicators of biological state or condition. In clinical decision support, biomarkers guide diagnosis, prognosis, treatment selection, and monitoring. This guide covers genomic, proteomic, and molecular biomarkers with emphasis on clinical actionability.1011## Biomarker Categories1213### Prognostic Biomarkers1415**Definition**: Predict clinical outcome (survival, recurrence) regardless of treatment received1617**Examples by Disease**1819**Cancer**20- **Ki-67 index**: High proliferation (>20%) predicts worse outcome in breast cancer21- **TP53 mutation**: Poor prognosis across many cancer types22- **Tumor stage/grade**: TNM staging, histologic grade23- **LDH elevation**: Poor prognosis in melanoma, lymphoma24- **AFP elevation**: Poor prognosis in hepatocellular carcinoma2526**Cardiovascular**27- **NT-proBNP/BNP**: Elevated levels predict mortality in heart failure28- **Troponin**: Predicts adverse events in ACS29- **CRP**: Inflammation marker, predicts cardiovascular events3031**Infectious Disease**32- **HIV viral load**: Predicts disease progression if untreated33- **HCV genotype**: Predicts treatment duration needed3435**Application**: Risk stratification, treatment intensity selection, clinical trial enrollment3637### Predictive Biomarkers3839**Definition**: Identify patients likely to benefit (or not benefit) from specific therapy4041**Positive Predictive Biomarkers (Treatment Benefit)**4243**Oncology - Targeted Therapy**44- **EGFR exon 19 del/L858R → EGFR TKIs**: Response rate 60-70%, PFS 10-14 months45- **ALK rearrangement → ALK inhibitors**: ORR 70-90%, PFS 25-34 months 46- **HER2 amplification → Trastuzumab**: Benefit only in HER2+ (IHC 3+ or FISH+)47- **BRAF V600E → BRAF inhibitors**: ORR 50%, PFS 6-7 months (melanoma)48- **PD-L1 ≥50% → Pembrolizumab**: ORR 45%, PFS 10 months vs 6 months (chemo)4950**Oncology - Immunotherapy**51- **MSI-H/dMMR → Anti-PD-1**: ORR 40-60% across tumor types52- **TMB-high → Immunotherapy**: Investigational, some benefit signals53- **PD-L1 expression → Anti-PD-1/PD-L1**: Higher expression correlates with better response5455**Hematology**56- **BCR-ABL → Imatinib (CML)**: Complete cytogenetic response 80%57- **CD20+ → Rituximab (lymphoma)**: Benefit only if CD20-expressing cells58- **CD33+ → Gemtuzumab ozogamicin (AML)**: Benefit in CD33+ subset5960**Negative Predictive Biomarkers (Resistance/No Benefit)**61- **KRAS mutation → Anti-EGFR mAbs (CRC)**: No benefit, contraindicated62- **EGFR T790M → 1st/2nd-gen TKIs**: Resistance mechanism, use osimertinib63- **RAS/RAF wild-type required → BRAF inhibitors (melanoma)**: Paradoxical MAPK activation6465### Diagnostic Biomarkers6667**Definition**: Detect or confirm presence of disease6869**Infectious Disease**70- **PCR for pathogen DNA/RNA**: SARS-CoV-2, HIV, HCV viral load71- **Antibody titers**: IgM (acute), IgG (prior exposure/immunity)72- **Antigen tests**: Rapid detection (strep, flu, COVID)7374**Autoimmune**75- **ANA**: Screen for lupus, connective tissue disease76- **Anti-CCP**: Specific for rheumatoid arthritis77- **Anti-dsDNA**: Lupus, correlates with disease activity78- **ANCA**: Vasculitis (c-ANCA for GPA, p-ANCA for MPA)7980**Cancer**81- **PSA**: Prostate cancer screening/monitoring82- **CA 19-9**: Pancreatic cancer, biliary obstruction83- **CEA**: Colorectal cancer monitoring84- **AFP**: Hepatocellular carcinoma, germ cell tumors8586### Pharmacodynamic Biomarkers8788**Definition**: Assess treatment response or mechanism of action8990**Examples**91- **HbA1c**: Glycemic control in diabetes (target <7% typically)92- **LDL cholesterol**: Statin efficacy (target <70 mg/dL in high-risk)93- **Blood pressure**: Antihypertensive efficacy (target <130/80 mmHg)94- **Viral load suppression**: Antiretroviral efficacy (target <20 copies/mL)95- **INR**: Warfarin anticoagulation monitoring (target 2-3 for most indications)9697## Genomic Biomarkers9899### Mutation Analysis100101**Driver Mutations (Oncogenic)**102- **Activating mutations**: Constitutive pathway activation (BRAF V600E, EGFR L858R)103- **Inactivating mutations**: Tumor suppressor loss (TP53, PTEN)104- **Hotspot mutations**: Recurrent positions (KRAS G12/G13, PIK3CA H1047R)105- **Variant allele frequency (VAF)**: Clonality (VAF ≈50% clonal, <10% subclonal)106107**Resistance Mutations**108- **EGFR T790M**: Resistance to 1st/2nd-gen TKIs (40-60% of cases)109- **ALK G1202R, I1171N**: Resistance to early ALK inhibitors110- **ESR1 mutations**: Resistance to aromatase inhibitors (breast cancer)111- **RAS mutations**: Acquired resistance to anti-EGFR therapy (CRC)112113**Mutation Detection Methods**114- **Tissue NGS**: Comprehensive genomic profiling, 300-500 genes115- **Liquid biopsy**: ctDNA analysis, non-invasive, serial monitoring116- **PCR-based assays**: Targeted hotspot detection, FDA-approved companion diagnostics117- **Allele-specific PCR**: High sensitivity for known mutations (cobas EGFR test)118119### Copy Number Variations (CNV)120121**Amplifications**122- **HER2 (ERBB2)**: Breast, gastric cancer → trastuzumab, pertuzumab123 - Testing: IHC (0, 1+, 2+, 3+) → FISH if 2+ (HER2/CEP17 ratio ≥2.0)124- **MET amplification**: NSCLC resistance mechanism → crizotinib, capmatinib125 - Cut-point: Gene copy number ≥5, GCN/CEP7 ratio ≥2.0126- **EGFR amplification**: Glioblastoma, some NSCLC127- **FGFR2 amplification**: Gastric cancer → investigational FGFR inhibitors128129**Deletions**130- **PTEN loss**: Common in many cancers, predicts PI3K pathway activation131- **RB1 loss**: Small cell transformation, poor prognosis132- **CDKN2A/B deletion**: Cell cycle dysregulation133- **Homozygous deletion**: Complete loss of both alleles (more significant)134135**Detection Methods**136- **FISH (Fluorescence In Situ Hybridization)**: HER2, ALK rearrangements137- **NGS copy number calling**: Depth of coverage analysis138- **SNP array**: Genome-wide CNV detection139- **ddPCR**: Quantitative copy number measurement140141### Gene Fusions and Rearrangements142143**Oncogenic Fusions**144- **ALK fusions** (NSCLC): EML4-ALK most common (60%), 20+ partners145 - Detection: IHC (D5F3 antibody), FISH (break-apart probe), NGS/RNA-seq146- **ROS1 fusions** (NSCLC, glioblastoma): CD74-ROS1, SLC34A2-ROS1, others147- **RET fusions** (NSCLC, thyroid): KIF5B-RET, CCDC6-RET148- **NTRK fusions** (many tumor types, rare): ETV6-NTRK3, others149 - Pan-cancer: Larotrectinib, entrectinib approved across tumor types150- **BCR-ABL** (CML, ALL): t(9;22), Philadelphia chromosome151152**Fusion Partner Considerations**153- Partner influences drug sensitivity (EML4-ALK variant 3 more sensitive)154- 5' vs 3' fusion affects detection methods155- Intron breakpoints vary (RNA-seq more comprehensive than DNA panels)156157**Detection Methods**158- **FISH break-apart probes**: ALK, ROS1, RET159- **IHC**: ALK protein overexpression (screening), ROS1160- **RT-PCR**: Targeted fusion detection161- **RNA-seq**: Comprehensive fusion detection, identifies novel partners162163### Tumor Mutational Burden (TMB)164165**Definition**: Number of somatic mutations per megabase of DNA166167**Classification**168- **TMB-high**: ≥10 mutations/Mb (some definitions ≥20 mut/Mb)169- **TMB-intermediate**: 6-9 mutations/Mb170- **TMB-low**: <6 mutations/Mb171172**Clinical Application**173- **Predictive for immunotherapy**: Higher TMB → more neoantigens → better immune response174- **FDA approval**: Pembrolizumab for TMB-H (≥10 mut/Mb) solid tumors (2020)175- **Limitations**: Not validated in all tumor types, assay variability176177**Tumor Types with Typically High TMB**178- Melanoma (median 10-15 mut/Mb)179- NSCLC (especially smoking-associated, 8-12 mut/Mb)180- Urothelial carcinoma (8-10 mut/Mb)181- Microsatellite instable tumors (30-50 mut/Mb)182183### Microsatellite Instability (MSI) and Mismatch Repair (MMR)184185**Classification**186- **MSI-high (MSI-H)**: Instability at ≥2 of 5 loci or ≥30% of markers187- **MSI-low (MSI-L)**: Instability at <2 of 5 loci188- **Microsatellite stable (MSS)**: No instability189190**Mismatch Repair Status**191- **dMMR (deficient)**: Loss of MLH1, MSH2, MSH6, or PMS2 by IHC192- **pMMR (proficient)**: Intact expression of all four MMR proteins193194**Clinical Significance**195- **MSI-H/dMMR Tumors**: 3-5% of most solid tumors, 15% of colorectal cancer196- **Immunotherapy Sensitivity**: ORR 30-60% to anti-PD-1 therapy197 - Pembrolizumab FDA-approved for MSI-H/dMMR solid tumors (2017)198 - Nivolumab ± ipilimumab approved199- **Chemotherapy Resistance**: MSI-H CRC does not benefit from 5-FU adjuvant therapy200- **Lynch Syndrome**: Germline MMR mutation if MSI-H + young age + family history201202**Testing Algorithm**203```204Colorectal Cancer (all newly diagnosed):2051. IHC for MMR proteins (MLH1, MSH2, MSH6, PMS2)206 ├─ All intact → pMMR (MSS) → Standard chemotherapy if indicated207 │208 └─ Loss of one or more → dMMR (likely MSI-H)209 └─ Reflex MLH1 promoter hypermethylation test210 ├─ Methylated → Sporadic MSI-H, immunotherapy option211 └─ Unmethylated → Germline testing for Lynch syndrome212```213214## Expression Biomarkers215216### Immunohistochemistry (IHC)217218**PD-L1 Expression (Immune Checkpoint)**219- **Assays**: 22C3 (FDA), 28-8, SP263, SP142 (some differences in scoring)220- **Scoring**: Tumor Proportion Score (TPS) = % tumor cells with membrane staining221 - TPS <1%: Low/negative222 - TPS 1-49%: Intermediate223 - TPS ≥50%: High224- **Combined Positive Score (CPS)**: (PD-L1+ tumor + immune cells) / total tumor cells × 100225 - Used for some indications (e.g., CPS ≥10 for pembrolizumab in HNSCC)226227**Hormone Receptors (Breast Cancer)**228- **ER/PR Positivity**: ≥1% nuclear staining by IHC (ASCO/CAP guidelines)229 - Allred Score 0-8 (proportion + intensity) - historical230 - H-score 0-300 (percentage at each intensity) - quantitative231- **Clinical Cut-Points**:232 - ER ≥1%: Endocrine therapy indicated233 - ER 1-10%: "Low positive," may have lower benefit234 - PR loss with ER+: Possible endocrine resistance235236**HER2 Testing (Breast/Gastric Cancer)**237```238IHC Initial Test:239├─ 0 or 1+: HER2-negative (no further testing)240│241├─ 2+: Equivocal → Reflex FISH testing242│ ├─ FISH+ (HER2/CEP17 ratio ≥2.0 OR HER2 copies ≥6/cell) → HER2-positive243│ └─ FISH- → HER2-negative244│245└─ 3+: HER2-positive (no FISH needed)246 └─ Uniform intense complete membrane staining in >10% of tumor cells247248HER2-positive: Trastuzumab-based therapy indicated249HER2-low (IHC 1+ or 2+/FISH-): Trastuzumab deruxtecan eligibility (2022)250```251252### RNA Expression Analysis253254**Gene Expression Signatures (Breast Cancer)**255256**Oncotype DX (21-gene assay)**257- **Recurrence Score (RS)**: 0-100258 - RS <26: Low risk → Endocrine therapy alone (most patients)259 - RS 26-100: High risk → Chemotherapy + endocrine therapy260- **Population**: ER+/HER2-, node-negative or 1-3 positive nodes261- **Evidence**: TAILORx trial (N=10,273) validated RS <26 can omit chemo262263**MammaPrint (70-gene assay)**264- **Result**: High risk vs Low risk (binary)265- **Population**: Early-stage breast cancer, ER+/HER2-266- **Evidence**: MINDACT trial validated low-risk can omit chemo267268**Prosigna (PAM50)**269- **Result**: Risk of Recurrence (ROR) score + intrinsic subtype270- **Subtypes**: Luminal A, Luminal B, HER2-enriched, Basal-like271- **Application**: Post-menopausal, ER+, node-negative or 1-3 nodes272273**RNA-Seq for Fusion Detection**274- **Advantage**: Detects novel fusion partners, quantifies expression275- **Application**: NTRK fusions (rare, many partners), RET fusions276- **Limitation**: Requires fresh/frozen tissue or good-quality FFPE RNA277278## Molecular Subtypes279280### Glioblastoma (GBM) Molecular Classification281282**Verhaak 2010 Classification (4 subtypes)**283284**Proneural Subtype**285- **Characteristics**: PDGFRA amplification, IDH1 mutations (secondary GBM), TP53 mutations286- **Age**: Younger patients typically287- **Prognosis**: Better prognosis (median OS 15-18 months)288- **Treatment**: May benefit from bevacizumab less than other subtypes289290**Neural Subtype**291- **Characteristics**: Neuron markers (NEFL, GABRA1, SYT1, SLC12A5)292- **Controversy**: May represent normal brain contamination293- **Prognosis**: Intermediate294- **Treatment**: Standard temozolomide-based therapy295296**Classical Subtype**297- **Characteristics**: EGFR amplification (97%), chromosome 7 gain, chromosome 10 loss298- **Association**: Lacks TP53, PDGFRA, NF1 mutations299- **Prognosis**: Intermediate300- **Treatment**: May benefit from EGFR inhibitors (investigational)301302**Mesenchymal Subtype**303- **Characteristics**: NF1 mutations/deletions, high expression of mesenchymal markers (CHI3L1/YKL-40)304- **Immune Features**: Higher macrophage/microglia infiltration305- **Subgroup**: Mesenchymal-immune-active (high immune signature)306- **Prognosis**: Poor prognosis (median OS 12-13 months)307- **Treatment**: May respond better to anti-angiogenic therapy, immunotherapy investigational308309**Clinical Application**310```311GBM Molecular Subtyping Report:312313Patient Cohort: Mesenchymal-Immune-Active Subtype (n=15)314315Molecular Features:316- NF1 alterations: 73% (11/15)317- High YKL-40 expression: 100% (15/15)318- Immune gene signature: Elevated (median z-score +2.3)319- CD163+ macrophages: High density (median 180/mm²)320321Treatment Implications:322- Standard therapy: Temozolomide-based (Stupp protocol)323- Consider: Bevacizumab for recurrent disease (may have enhanced benefit)324- Clinical trial: Immune checkpoint inhibitors ± anti-angiogenic therapy325- Prognosis: Median OS 12-14 months (worse than proneural)326327Recommendation:328Enroll in combination immunotherapy trial if eligible, otherwise standard therapy329with early consideration of bevacizumab at progression.330```331332### Breast Cancer Intrinsic Subtypes333334**PAM50-Based Classification**335336**Luminal A**337- **Characteristics**: ER+, HER2-, low proliferation (Ki-67 <20%)338- **Gene signature**: High ER-related genes, low proliferation genes339- **Prognosis**: Best prognosis, low recurrence risk340- **Treatment**: Endocrine therapy alone usually sufficient341- **Chemotherapy**: Rarely needed unless high-risk features342343**Luminal B**344- **Characteristics**: ER+, HER2- or HER2+, high proliferation (Ki-67 ≥20%)345- **Subtypes**: Luminal B (HER2-) and Luminal B (HER2+)346- **Prognosis**: Intermediate prognosis347- **Treatment**: Chemotherapy + endocrine therapy; add trastuzumab if HER2+348349**HER2-Enriched**350- **Characteristics**: HER2+, ER-, PR-351- **Gene signature**: High HER2 and proliferation genes, low ER genes352- **Prognosis**: Poor if untreated, good with HER2-targeted therapy353- **Treatment**: Chemotherapy + trastuzumab + pertuzumab354355**Basal-Like**356- **Characteristics**: ER-, PR-, HER2- (triple-negative), high proliferation357- **Gene signature**: Basal cytokeratins (CK5/6, CK17), EGFR358- **Overlap**: 80% concordance with TNBC, but not identical359- **Prognosis**: Aggressive, high early recurrence risk360- **Treatment**: Chemotherapy (platinum, anthracycline), PARP inhibitors if BRCA-mutated361- **Immunotherapy**: PD-L1+ may benefit from pembrolizumab + chemotherapy362363### Colorectal Cancer Consensus Molecular Subtypes (CMS)364365**CMS1 (14%): MSI Immune**366- **Features**: MSI-high, BRAF mutations, strong immune activation367- **Prognosis**: Poor survival after relapse despite immune infiltration368- **Treatment**: Immunotherapy highly effective, 5-FU chemotherapy ineffective369370**CMS2 (37%): Canonical**371- **Features**: Epithelial, marked WNT and MYC activation372- **Prognosis**: Better survival373- **Treatment**: Benefits from adjuvant chemotherapy374375**CMS3 (13%): Metabolic**376- **Features**: Metabolic dysregulation, KRAS mutations377- **Prognosis**: Intermediate survival378- **Treatment**: May benefit from targeted metabolic therapies (investigational)379380**CMS4 (23%): Mesenchymal**381- **Features**: Stromal infiltration, TGF-β activation, angiogenesis382- **Prognosis**: Worst survival, often diagnosed at advanced stage383- **Treatment**: May benefit from anti-angiogenic therapy (bevacizumab)384385## Companion Diagnostics386387### FDA-Approved Biomarker-Drug Pairs388389**Required Testing (Label Indication)**390```391Biomarker Drug(s) Indication Assay392EGFR exon 19 del/L858R Osimertinib NSCLC cobas EGFR v2, NGS393ALK rearrangement Alectinib, brigatinib NSCLC Vysis ALK FISH, IHC (D5F3)394BRAF V600E Vemurafenib, dabrafenib Melanoma, NSCLC THxID BRAF, cobas BRAF395HER2 amplification Trastuzumab, pertuzumab Breast, gastric HercepTest IHC, FISH396ROS1 rearrangement Crizotinib, entrectinib NSCLC FISH, NGS397PD-L1 ≥50% TPS Pembrolizumab (mono) NSCLC first-line 22C3 pharmDx398MSI-H/dMMR Pembrolizumab Any solid tumor IHC (MMR), PCR (MSI)399NTRK fusion Larotrectinib, entrectinib Pan-cancer FoundationOne CDx400BRCA1/2 mutations Olaparib, talazoparib Breast, ovarian, prostate BRACAnalysis CDx401```402403### Complementary Diagnostics (Informative, Not Required)404405- **PD-L1 1-49%**: Informs combination vs monotherapy choice406- **TMB-high**: May predict immunotherapy benefit (not FDA-approved indication)407- **STK11/KEAP1 mutations**: Associated with immunotherapy resistance408- **Homologous recombination deficiency (HRD)**: Predicts PARP inhibitor benefit409410## Clinical Actionability Frameworks411412### OncoKB Levels of Evidence (Memorial Sloan Kettering)413414**Level 1: FDA-Approved**415- Biomarker-drug pair with FDA approval in specific tumor type416- Example: EGFR L858R → osimertinib in NSCLC417418**Level 2: Standard Care Off-Label**419- Biomarker-drug in professional guidelines for specific tumor type (not FDA-approved for biomarker)420- Example: BRAF V600E → dabrafenib + trametinib in CRC (NCCN-recommended)421422**Level 3: Clinical Evidence**423- Clinical trial evidence supporting biomarker-drug association424- 3A: Compelling clinical evidence425- 3B: Standard care for different tumor type or investigational426427**Level 4: Biological Evidence**428- Preclinical evidence only (cell lines, mouse models)429- 4: Biological evidence supporting association430431**Level R1-R2: Resistance**432- R1: Standard care associated with resistance433- R2: Investigational or preclinical resistance evidence434435### CIViC (Clinical Interpretation of Variants in Cancer)436437**Evidence Levels**438- **A**: Validated in clinical practice or validated by regulatory association439- **B**: Clinical trial or other primary patient data supporting association440- **C**: Case study with molecular analysis441- **D**: Preclinical evidence (cell culture, animal models)442- **E**: Inferential association (literature review, expert opinion)443444**Clinical Significance Tiers**445- **Tier I**: Variants with strong clinical significance (predictive, diagnostic, prognostic in professional guidelines)446- **Tier II**: Variants with potential clinical significance (clinical trial or case study evidence)447- **Tier III**: Variants with uncertain significance448- **Tier IV**: Benign or likely benign variants449450## Multi-Biomarker Panels451452### Comprehensive Genomic Profiling (CGP)453454**FoundationOne CDx**455- **Genes**: 324 genes (SNVs, indels, CNVs, rearrangements)456- **Additional**: TMB, MSI status457- **FDA-Approved**: Companion diagnostic for 18+ targeted therapies458- **Turnaround**: 10-14 days459- **Tissue**: FFPE, 40 unstained slides or tissue block460461**Guardant360 CDx (Liquid Biopsy)**462- **Genes**: 74 genes in cell-free DNA (cfDNA)463- **Sample**: 2 tubes of blood (20 mL total)464- **FDA-Approved**: Companion diagnostic for osimertinib (EGFR), NSCLC465- **Application**: Non-invasive, serial monitoring, when tissue unavailable466- **Limitation**: Lower sensitivity than tissue (especially for low tumor burden)467468**Tempus xT**469- **Genes**: 648 genes (DNA) + whole transcriptome (RNA)470- **Advantage**: RNA detects fusions, expression signatures471- **Application**: Research and clinical use472- **Not FDA-Approved**: Not a companion diagnostic currently473474### Testing Recommendations by Tumor Type475476**NSCLC (NCCN Guidelines)**477```478Broad molecular profiling for all advanced NSCLC at diagnosis:479480Required (FDA-approved therapies available):481✓ EGFR mutations (exons 18, 19, 20, 21)482✓ ALK rearrangement483✓ ROS1 rearrangement 484✓ BRAF V600E485✓ MET exon 14 skipping486✓ RET rearrangements487✓ NTRK fusions488✓ KRAS G12C489✓ PD-L1 IHC490491Recommended (to inform treatment strategy):492✓ Comprehensive NGS panel (captures all above + emerging targets)493✓ Consider liquid biopsy if tissue insufficient494495At progression on targeted therapy:496✓ Repeat tissue biopsy or liquid biopsy for resistance mechanisms497✓ Examples: EGFR T790M, ALK resistance mutations, MET amplification498```499500**Metastatic Colorectal Cancer**501```502Required before anti-EGFR therapy (cetuximab, panitumumab):503✓ RAS testing (KRAS exons 2, 3, 4; NRAS exons 2, 3, 4)504 └─ RAS mutation → Do NOT use anti-EGFR therapy (resistance)505✓ BRAF V600E506 └─ If BRAF V600E+ → Consider encorafenib + cetuximab + binimetinib507508Recommended for all metastatic CRC:509✓ MSI/MMR testing (immunotherapy indication)510✓ HER2 amplification (investigational trastuzumab-based therapy if RAS/BRAF WT)511✓ NTRK fusions (rare, <1%, but actionable)512513Left-sided vs Right-sided:514- Left-sided (descending, sigmoid, rectum): Better prognosis, anti-EGFR more effective515- Right-sided (cecum, ascending): Worse prognosis, anti-EGFR less effective, consider bevacizumab516```517518**Melanoma**519```520All advanced melanoma:521✓ BRAF V600 mutation (30-50% of cutaneous melanoma)522 └─ If BRAF V600E/K → Dabrafenib + trametinib or vemurafenib + cobimetinib523✓ NRAS mutation (20-30%)524 └─ No targeted therapy approved, consider MEK inhibitor trials525✓ KIT mutations (mucosal, acral, chronic sun-damaged melanoma)526 └─ If KIT exon 11 or 13 mutation → Imatinib (off-label)527✓ PD-L1 (optional, not required for immunotherapy eligibility)528529Note: Uveal melanoma has different biology (GNAQ, GNA11 mutations)530```531532## Biomarker Cut-Points and Thresholds533534### Establishing Clinical Cut-Points535536**Methods for Cut-Point Determination**537538**Data-Driven Approaches**539- **Median split**: Simple but arbitrary, may not be optimal540- **Tertiles/quartiles**: Categorizes into 3-4 groups541- **ROC curve analysis**: Maximizes sensitivity and specificity542- **Maximally selected rank statistics**: Finds optimal prognostic cut-point543- **Validation required**: Independent cohort confirmation essential544545**Biologically Informed**546- **Detection limit**: Assay lower limit of quantification547- **Mechanism-based**: Threshold for pathway activation548- **Pharmacodynamic**: Threshold for target engagement549- **Normal range**: Comparison to healthy individuals550551**Clinically Defined**552- **Guideline-recommended**: Established by professional societies553- **Regulatory-approved**: FDA-specified threshold for companion diagnostic554- **Trial-defined**: Cut-point used in pivotal clinical trial555556**PD-L1 Example**557- **Cut-points**: 1%, 5%, 10%, 50% TPS used in different trials558- **Context-dependent**: Varies by drug, disease, line of therapy559- **≥50%**: Pembrolizumab monotherapy (KEYNOTE-024)560- **≥1%**: Atezolizumab combinations, broader population561562### Continuous vs Categorical563564**Continuous Analysis Advantages**565- Preserves information (no dichotomization loss)566- Statistical power maintained567- Can assess dose-response relationship568- HR per unit increase or per standard deviation569570**Categorical Analysis Advantages**571- Clinically interpretable (high vs low)572- Facilitates treatment decisions (binary: use targeted therapy yes/no)573- Aligns with regulatory approvals (biomarker-positive = eligible)574575**Best Practice**: Report both continuous and categorical analyses576- Cox model with continuous biomarker577- Stratified analysis by clinically relevant cut-point578- Subgroup analysis to confirm consistency579580## Germline vs Somatic Testing581582### Germline (Inherited) Mutations583584**Indications for Germline Testing**585- **Cancer predisposition syndromes**: BRCA1/2, Lynch syndrome (MLH1, MSH2), Li-Fraumeni (TP53)586- **Family history**: Multiple affected relatives, young age at diagnosis587- **Tumor features**: MSI-H in young patient, triple-negative breast cancer <60 years588- **Treatment implications**: PARP inhibitors for BRCA-mutated (germline or somatic)589590**Common Hereditary Cancer Syndromes**591- **BRCA1/2**: Breast, ovarian, pancreatic, prostate cancer592 - Testing: All ovarian cancer, TNBC <60 years, male breast cancer593 - Treatment: PARP inhibitors (olaparib, talazoparib)594 - Prevention: Prophylactic mastectomy, oophorectomy (risk-reducing)595- **Lynch syndrome (MLH1, MSH2, MSH6, PMS2)**: Colorectal, endometrial, ovarian, gastric596 - Testing: MSI-H/dMMR tumors, Amsterdam II criteria families597 - Surveillance: Colonoscopy every 1-2 years starting age 20-25598- **Li-Fraumeni (TP53)**: Diverse cancers at young age599- **PTEN (Cowden syndrome)**: Breast, thyroid, endometrial cancer600601**Genetic Counseling**602- Pre-test counseling: Implications for patient and family603- Post-test counseling: Management, surveillance, family testing604- Informed consent: Genetic discrimination concerns (GINA protections)605606### Somatic (Tumor-Only) Testing607608**Tumor Tissue Testing**609- Detects mutations present in cancer cells only (not inherited)610- Most cancer driver mutations are somatic (KRAS, EGFR in lung cancer)611- No implications for family members612- Guides therapy selection613614**Distinguishing Germline from Somatic**615- **Variant allele frequency**: Germline ~50% (heterozygous) or ~100% (homozygous); somatic variable616- **Matched normal**: Paired tumor-normal sequencing definitive617- **Databases**: Germline variant databases (gnomAD, ClinVar)618- **Reflex germline testing**: Trigger testing if pathogenic germline variant suspected619620## Reporting Biomarker Results621622### Structured Report Template623624```625MOLECULAR PROFILING REPORT626627Patient: [De-identified ID]628Tumor Type: Non-Small Cell Lung Adenocarcinoma629Specimen: Lung biopsy (left upper lobe)630Testing Date: [Date]631Report Date: [Date]632633METHODOLOGY634- Assay: FoundationOne CDx (comprehensive genomic profiling)635- Specimen Type: Formalin-fixed paraffin-embedded (FFPE)636- Tumor Content: 40% (adequate for testing)637638RESULTS SUMMARY639Biomarkers Detected: 4640- 1 FDA-approved therapy target641- 1 prognostic biomarker642- 2 variants of uncertain significance643644ACTIONABLE FINDINGS645646Tier 1: FDA-Approved Targeted Therapy Available647━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━648EGFR Exon 19 Deletion (p.E746_A750del)649 Variant Allele Frequency: 42%650 Clinical Significance: Sensitizing mutation651 FDA-Approved Therapy: Osimertinib (Tagrisso) 80 mg daily652 Evidence: FLAURA trial - median PFS 18.9 vs 10.2 months (HR 0.46, p<0.001)653 Guideline: NCCN Category 1 preferred first-line654 Recommendation: Strong recommendation for EGFR TKI therapy (GRADE 1A)655656Tier 2: Prognostic Biomarker657━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━658TP53 Mutation (p.R273H)659 Variant Allele Frequency: 85%660 Clinical Significance: Poor prognostic marker, no targeted therapy661 Implication: Associated with worse survival, does not impact first-line treatment selection662663BIOMARKERS ASSESSED - NEGATIVE664- ALK rearrangement: Not detected665- ROS1 rearrangement: Not detected 666- BRAF V600E: Not detected667- MET exon 14 skipping: Not detected668- RET rearrangement: Not detected669- KRAS mutation: Not detected670- PD-L1 IHC: Separate report (TPS 30%)671672TUMOR MUTATIONAL BURDEN: 8 mutations/Mb (Intermediate)673- Interpretation: Below threshold for TMB-high designation (≥10 mut/Mb)674- Clinical relevance: May still benefit from immunotherapy combinations675676MICROSATELLITE STATUS: Stable (MSS)677678CLINICAL RECOMMENDATIONS679680Primary Recommendation:681First-line therapy with osimertinib 80 mg PO daily until progression or unacceptable toxicity.682683Monitoring:684- CT imaging every 6 weeks for first 12 weeks, then every 9 weeks685- At progression, repeat tissue or liquid biopsy for resistance mechanisms (T790M, C797S, MET amplification)686687Alternative Options:688- Clinical trial enrollment for novel EGFR TKI combinations689- Erlotinib or afatinib (second-line for osimertinib if used first-line)690691References:6921. Soria JC, et al. Osimertinib in Untreated EGFR-Mutated Advanced NSCLC. NEJM 2018.6932. NCCN Guidelines for Non-Small Cell Lung Cancer v4.2024.694695Report Prepared By: [Lab Name]696Medical Director: [Name, MD, PhD]697CLIA #: [Number] | CAP #: [Number]698```699700## Quality Assurance701702### Analytical Validation703704- **Sensitivity**: Minimum 5-10% variant allele frequency detection705- **Specificity**: <1% false positive rate706- **Reproducibility**: >95% concordance between replicates707- **Accuracy**: >99% concordance with validated orthogonal method708- **Turnaround time**: Median time from sample receipt to report709710### Clinical Validation711712- **Positive Predictive Value**: % biomarker+ patients who respond to therapy713- **Negative Predictive Value**: % biomarker- patients who do not respond714- **Clinical Utility**: Does testing improve patient outcomes?715- **Cost-Effectiveness**: QALY gained vs cost of testing and treatment716717### Proficiency Testing718719- CAP/CLIA proficiency testing for clinical labs720- Participate in external quality assurance schemes721- Blinded sample exchange with reference laboratories722- Document corrective actions for failures723