Important Caveat
All genomic data originates from a 2018 patient-organized research hackathon on archived 2014 nephrectomy tissue (BGI BGISEQ-500, 90x). This is research-grade, not CLIA-certified, and is not recorded in any institutional EHR. Treating physicians at Johns Hopkins, UCSF, or Stanford do not have access to these findings unless explicitly shared.

1 — Primary Diagnoses

Papillary Type 1 Renal Cell Carcinoma (p1RCC)  NED

ICD-10C64.2
StagepT3aN0M0
Size5.6 cm, left kidney
GradeFuhrman 2
Diagnosed2014-02-20, Johns Hopkins
SurgeryLeft nephrectomy 2014-03-24 — negative margins
DiscoveryIncidental — DVT workup
NED Since2014-03-31 — confirmed through 2022

Intracranial Meningioma (WHO Grade I presumed)  Surveillance

ICD-10D32.0
LocationNear lateral ventricles
Diagnosed2014-02-20, Johns Hopkins
DiscoveryIncidental — same imaging as RCC
Growth rate~0.5 mm/year
Volume2.43 cc (2023-09-11)
TreatmentNone to date
Metastasis?NOT an RCC metastasis — neurosurgeon consensus

Meningioma Size Progression

DateDimensions (cm)Volume (cc)Institution
2014-02-201.0 × 1.2 × 0.8Johns Hopkins
2015-12-051.0 × 1.3 × 1.10.96UCSD
2022-03-111.8 × 1.9 × 1.5Sutter
2022-03-181.8 × 1.6 × 1.52.51UCSD
2022-09-231.8 × 1.4 × 1.62.66UCSD
2023-09-111.8 × 1.5 × 1.62.43UCSD

2 — Comorbidities (16 Conditions)

#ConditionICD-10Status
1Deep Vein Thrombosis (DVT), recurrentI82.40Chronic — aspirin 81mg (Xarelto/Eliquis preferred)
2Intracranial MeningiomaD32.0Cross-reference to primary diagnoses
3Thoracic Aortic EctasiaI77.810Stable — 4.2–4.3 cm ascending aorta, serial imaging
4Hyperhomocysteinemia with MTHFR C677TE72.11Active — B12/folate supplementation ongoing
5Obstructive Sleep Apnea, very severeG47.33Active
6BradycardiaR00.1Active — resting HR consistently <60 BPM
7Benign Paroxysmal Positional Vertigo (BPPV)H81.10Active — contributor to balance disturbances
8Peripheral Neuropathy, mildG60.9Active — B12 deficiency excluded; maintain B12 >450 pg/mL
9GoutM10.9Active — uric acid 8.7 mg/dL (ref <6.0)
10Amblyopia (Strabismus)H53.00Chronic stable — lifelong since childhood
11Lumbar Disc Bulging with RadiculopathyM51.16Active — MRI 2022-04-19; benign vertebral hemangiomas
12Thyroid Nodule, benign + Low Free T3E04.1Surveillance — 2.8 cm TR4 nodule; Free T3 2.8–2.9 (ref 4.4)
13RosaceaL71.9Chronic — patient notes possible thyroid cancer association
14Lipoprotein(a) ElevationActive — Lp(a) 106 mg/dL (ref <30); no intervention documented
15Gum Disease / Microbiome DysbiosisHistorical — unclear current status
16Left Foot WeaknessChronic stable — since 1992, unable to stand on toes

3 — Somatic Tumor Analysis: RNA Expression Key Findings

Data Source
RNA-seq on archived 2014 nephrectomy tissue vs. matched normal kidney. Units: RPKM. ~18,000 genes analyzed. Global tumor expression is lower than normal — relative patterns within tumor are the primary signal.
GeneNormal RPKMTumor RPKMLog2 FCPriorityClinical Significance
PDGFRA9.5623.33+1.29 ↑ HIGHEST Triple-positive: RNA overexpression + DNA amplification (2.3x CNV) + somatic splice/missense mutations. Top actionable target. Imatinib, avapritinib, sunitinib.
ROS10.00.36Tumor-only HIGH Absent in normal, present in tumor. Somatic amplification (2.0x CNV) + stop-gained variant. FISH/fusion panel needed. ROS1 inhibitors: crizotinib, entrectinib, lorlatinib.
FH (Fumarate Hydratase)275836.39−6.24 ↓ (75-fold) HIGH Strongest RNA signal. 11 high-impact somatic variants at DNA level. FH-deficient RCC responds to bevacizumab + erlotinib. HLRCC (hereditary) ruled out — germline FH clean.
MET374212.16−8.27 ↓ (307-fold) HIGH MET PARADOX: DNA amplified (2.3x) but RNA silenced (307-fold down). No exon 14 skipping. Standard p1RCC assumption of MET-driven disease does NOT apply here. MET inhibitors are low priority.
EPAS1 (HIF-2α)514.56139.14−1.89 ↓ HIGH Somatically DELETED at DNA (0.69x CNV) + reduced RNA. Belzutifan (HIF-2α inhibitor) has NO target here — gene is already lost. Belzutifan is CONTRAINDICATED.
VHL291.0414.54−4.32 ↓ MEDIUM RNA reduced. CNV shows slight gain (1.34x), not deletion — VHL-loss-driven disease not strongly supported. SnpEff high-impact count (77) inflated by multi-transcript artifact.
SETD2307.6913.46−4.51 ↓ MEDIUM Consistent with p1RCC molecular subtype. 5 high-impact somatic variants (2 stop-gains, 1 splice). EZH2 inhibition may be relevant.
CDKN2A5.540.37−3.90 ↓ MEDIUM Loss enables CDK4/6-driven proliferation. CDK4/6 inhibitors (palbociclib, ribociclib, abemaciclib) investigational in RCC. May explain elevated APOBEC signature.
BAP1242.8830.54−2.99 ↓ MEDIUM Loss associated with aggressive behavior and immunotherapy response prediction.
KDM5C406.3118.16−4.48 ↓ LOW-MED X-linked histone demethylase; frequently altered in papillary RCC. Consistent with p1RCC molecular signature.
TFE3457.2521.46−4.41 ↓ LOW Downregulation argues against TFE3-fusion (Xp11 translocation) RCC — consistent with p1RCC classification.

4 — Somatic Copy Number Variants (CNV)

Method
T1_1A tumor CNV cross-referenced against WBA germline baseline to confirm somatic origin. Copy ratio 1.0 = diploid normal.

Actionable Amplifications

GeneCopy RatioPrioritySignificance
PDGFRA2.32x HIGHEST Triple-positive convergence (DNA + RNA + somatic mutations). Strongest actionable target in this tumor.
MET2.31x HIGH MET paradox — amplified DNA, silenced RNA (307-fold). Epigenetic silencing (promoter methylation) suspected. MET inhibitor efficacy uncertain.
ROS11.99x HIGH Amplification + tumor-specific RNA + stop-gained somatic variant. Fusion not confirmed — SV file needed.
MTOR1.66x MEDIUM Supports mTOR inhibitor use (everolimus, temsirolimus — both approved in RCC).
PIK3CA1.64x MEDIUM PI3K/AKT/mTOR axis amplification. Combined with MTOR gain — recurrent pathway theme.

Actionable Deletions

GeneCopy RatioPrioritySignificance
EPAS1 (HIF-2α)0.69x HIGH Deleted at DNA + reduced RNA. Belzutifan (HIF-2α inhibitor) has no target — strongly CONTRAINDICATED for this patient.
TFEB0.71x LOW-MED Argues against TFEB-translocation RCC subtype — consistent with p1RCC classification.
PDGFRB0.75x LOW B-receptor deleted while A-receptor (PDGFRA) is amplified — selective PDGFRA pathway dependence.

Other Notable CNV

GeneCopy RatioTypeNote
NF11.86xAmplificationUnusual for tumor suppressor — significance unclear
NF21.77xAmplificationUnusual for tumor suppressor — significance unclear
RB11.60xGainDNA gain; somatic splice mutations from SNV data are likely loss-of-function mechanism
VHL1.34xSlight gainGain, not loss — argues against VHL-driven disease; SNV count inflated by transcript artifact
SETD21.34xSlight gainDNA gain; somatic point mutations are loss-of-function mechanism

Note: ARID1A has a germline CNV event — its 4 somatic stop-gains from SNV data may still be meaningful but the CNV component is constitutional.

5 — Mutational Signatures (SBS 96-Channel Analysis)

Method
1,380 EVS≥15 PASS somatic SNVs from Strelka2 (somatic.snvs.snpeff.vcf.gz). Trinucleotide context from Ensembl GRCh37 REST API. 100% reference concordance confirming hg19 alignment.

6-Type Substitution Distribution

C>T
34.3%
474 variants — dominant; age-related (SBS1+SBS5)
T>C
18.4%
254 variants — clock-like (SBS5)
C>A
14.4%
199 variants — oxidative damage signal
T>A
13.8%
191 variants
T>G
9.8%
135 variants
C>G
9.2%
127 variants — APOBEC-adjacent

COSMIC Signature Calls

SignatureNameStatusEvidenceInterpretation
SBS1Age — CpG deamination Confirmed 8.3% C>T at CpG Age-appropriate. NOT elevated. Consistent with ~60-year-old at diagnosis.
SBS5Clock-like / aging Confirmed C>T 34.3% + T>C 18.4% Second universal clock-like signature. Normal aging as dominant mutagenic background.
SBS2/SBS13APOBEC Elevated 11.7% C>T/C>G in TC context APOBEC3A/3B activity — associated with CDKN2A loss (present in this tumor). Known RCC association. Cellular stress response to oncogenic transformation.
SBS6/15/21/26MMR deficiency ABSENT T>C = 18.4% (threshold: 30–40%+) Lynch syndrome and MMR deficiency ruled out somatically. Corroborates clean germline MLH1/MSH2/MSH6/PMS2.

Tumor Mutational Burden (TMB)

SubsetVariant CountEstimated TMBInterpretation
All PASS variants~839,000~280 mut/MbInflated — pipeline calibration artifact (EVS score capping suggests this is an overestimate)
EVS ≥15 subset~29,755~10 mut/MbLikely true range — moderately elevated; not hypermutator (>100 mut/Mb)
Implication for MTHFR Hypothesis
SBS1 at 8.3% is age-appropriate and not elevated. If MTHFR C677T homozygous were causing severe constitutional hypomethylation (reduced 5-methylcytosine), there would be fewer methylated cytosines available to deaminate — paradoxically suppressing SBS1, not elevating it. The observed SBS1 level weakens the MTHFR-as-shared-driver hypothesis for the RCC + meningioma co-occurrence.

6 — Microsatellite Instability (MSI) Analysis

MSI Call: MSS — Microsatellite Stable
0.90 somatic indels/Mb. Well below the MSI-H threshold of >10 indels/Mb. Lynch syndrome excluded somatically.
MetricValueReference
PASS somatic indels2,686
Insertions1,071
Deletions1,615
Insertion:Deletion ratio0.66 (deletion-dominant)Normal pattern
Somatic indel rate0.90 indels/MbMSS <2 / MSI-L 2–10 / MSI-H >10
Long homopolymer indels45.8%Normal distribution

Clinical implication: MSS tumors respond poorly to checkpoint inhibitor monotherapy (pembrolizumab/nivolumab). Combination approaches or alternative strategies preferred if systemic therapy is needed.

7 — Germline Genetics

Source
BGI BGISEQ-500 whole blood sequencing (WBA), 90x coverage, hg19. Files: WBA.snp.cds_annot.csv.gz, WBA.indel.cds_annot.csv.gz, WBA.cnv.gene.csv.

Clinically Significant Germline Variants

GeneVariantrsIDZygosityPop. Freq.Assessment
MTHFRp.Ala222Val / c.665C>T (C677T)rs1801133 Homozygous24.5% FUNCTIONAL — decreased enzyme activity, elevated homocysteine, increased CV/thrombosis/stroke risk. Confirmed by Labcorp 2022. Modest kidney cancer association. Not pathogenic per ACMG criteria but clinically significant.
ATMp.Asp1853Asn / c.5557G>Ars1801516 Heterozygous6.7% Low-penetrance variant. SIFT 0.23 tolerated, PolyPhen2 0.015 benign. Not pathogenic in isolation. Caution with radiation therapy if ever indicated.
TP53p.Pro72Arg / c.215C>Grs1042522 Homozygous (Arg/Arg)54.3% Common population polymorphism. Not pathogenic.
BRCA1p.Ser1634Gly / c.4900A>Grs1799966 Heterozygous35.6% Common polymorphism. PolyPhen2 benign despite SIFT flagging. Not pathogenic.
BRCA2p.Asn372His / c.1114A>Crs144848 Homozygous24.9% Common polymorphism. Not pathogenic.

Extended Panel — Meningioma Predisposition Genes

GeneSyndromeResultStatus
SMARCE1Multiple spinal meningiomas / clear cell meningiomaCLEAN — no variantsRuled Out
SMARCB1Schwannomatosis type 1 / rhabdoid tumor predispositionCLEAN — no variantsRuled Out
LZTR1Schwannomatosis type 22 synonymous variants (17–29% pop. freq.) — low impact onlyRuled Out
SUFUMeningioma + medulloblastoma predispositionCLEAN — no variantsRuled Out
PTCH1Gorlin syndromeP1315L (rs357564, 40% pop. freq.) — common polymorphism onlyRuled Out

Extended Panel — Lynch Syndrome / MMR Genes

GeneResultStatus
MLH1CLEAN — no variantsLynch Ruled Out
MSH2CLEAN — no variantsLynch Ruled Out
MSH64 synonymous variants (Arg62Arg, Pro92Pro, Asp180Asp, Tyr214Tyr) — all 7–14% pop. freq., low impactLynch Ruled Out
PMS2K541E (rs2228006, 88% pop. freq.) + 1 synonymous — both commonLynch Ruled Out

8 — What Has Been Eliminated as a Cause

Hereditary Cancer Syndromes — All Definitively Ruled Out

SyndromeGenes CheckedBasis for ExclusionStatus
NF2 (Neurofibromatosis type 2) NF2 Clean germline SNV + indel in WBA data Ruled Out
NF2 extended panel (schwannomatosis) SMARCE1, SMARCB1, LZTR1, SUFU All clean or common polymorphisms only Ruled Out
Gorlin syndrome PTCH1 P1315L is 40% population polymorphism — not pathogenic Ruled Out
BAP1 cancer predisposition syndrome BAP1 Clean germline SNV + indel in WBA data Ruled Out
HLRCC / FH hereditary syndrome FH Germline SNV, indel, AND CNV all negative. Somatic FH loss in tumor is a purely acquired event. No cascade family testing required. Ruled Out
Lynch syndrome / MMR deficiency MLH1, MSH2, MSH6, PMS2 Dual exclusion: (1) Germline — all 4 MMR genes clean or synonymous-only. (2) Somatic — absent SBS6/15/21/26 signature (T>C = 18%, not 30–40%+) AND MSS call (0.90 indels/Mb). Ruled Out — Germline + Somatic
Hereditary BRCA1/2 syndrome BRCA1, BRCA2 Only common population polymorphisms — no pathogenic variants Ruled Out
Germline MET predisposition MET No germline CNV — any somatic MET amplification is acquired Ruled Out

Treatment Targets Eliminated or Contraindicated

Target / DrugReason EliminatedVerdict
Belzutifan (HIF-2α inhibitor) EPAS1 (HIF-2α) is somatically deleted (0.69x CNV) and transcriptionally reduced. The drug's target is already gone at both DNA and RNA levels. CONTRAINDICATED
MET-targeted inhibitors as primary therapy (tepotinib, capmatinib, selective MET cabozantinib) MET RNA silenced 307-fold despite DNA amplification. No exon 14 skipping. No high-confidence oncogenic MET variants. Cabozantinib responses, if any, would be via VEGFR2/AXL/RET off-target activity, not MET. Low Priority
Checkpoint monotherapy (pembrolizumab, nivolumab alone) MSS tumor (0.90 indels/Mb). Single-agent PD-1/PD-L1 inhibitors have poor response rates in MSS RCC. Combination approaches needed. Not Preferred
VHL-pathway-centric treatment assumption VHL CNV shows slight gain (1.34x), not deletion. SnpEff variant count inflated. VHL-loss-driven disease not strongly supported by multi-omic data. Weak Evidence

Standard p1RCC Assumption Broken: MET Is Not the Driver

MET Paradox
The textbook model for papillary Type 1 RCC is MET amplification/activation as the primary oncogenic driver. This tumor breaks that model. MET DNA is amplified (2.31x copy ratio) but transcriptionally silenced (307-fold RNA decrease vs. matched normal). No exon 14 skipping. Only low-confidence, low-VAF (<3%) splice variants at non-canonical sites. Most likely mechanism: promoter hypermethylation silencing an amplified locus. MET promoter methylation analysis would confirm this. Treating this tumor as standard MET-driven p1RCC would lead to incorrect treatment prioritization.

9 — p1RCC + Meningioma Co-occurrence: Candidate Mechanisms

MechanismConfidenceEvidence ForEvidence Against / Weaknesses
Coincidental co-occurrence of two sporadic age-related tumors Cannot Be Excluded — Default Both p1RCC and meningioma peak in males in their 50s–60s. No unifying syndromic driver identified after comprehensive germline investigation across >15 genes.
MTHFR C677T homozygous — constitutional methylation cycle impairment leading to multi-tissue epigenetic instability Plausible but Weakened Homozygous MTHFR C677T confirmed. Elevated homocysteine corroborates impaired remethylation. Epidemiologic data: modest OR (~1.5–2x) for meningioma in some studies. Operates constitutionally across all tissues. SBS1 at 8.3% is age-appropriate, NOT elevated — if severe hypomethylation were present, fewer methylated CpGs would be available to deaminate, paradoxically suppressing SBS1. Blood EPIC methylation array would be definitive test.
ATM D1853N heterozygous — impaired DNA double-strand break repair Weak Contributing Factor ATM D1853N confirmed in germline. ATM haploinsufficiency reduces DSB repair fidelity over decades. Primary ATM-related cancer risk is breast/pancreatic/hematologic — not a clean fit for RCC or meningioma. Missense variant, not truncating. Background contributing factor only.
Bottom Line
No single hereditary syndrome explains both tumors. NF2, BAP1, FH, SMARCE1, SMARCB1, LZTR1, SUFU, PTCH1, MLH1, MSH2, MSH6, and PMS2 are all clean. The most parsimonious explanation after full genomic investigation is coincidental co-occurrence of two sporadic age-related tumors, with MTHFR C677T providing at most a modest constitutional background predisposition (weakened by normal SBS1 levels). Family cascade germline testing is NOT indicated — no pathogenic variant that would confer heritable meningioma risk to first-degree relatives has been found.

10 — Actionable Priorities If Recurrence Occurs

PriorityTargetEvidence BasisCandidate Agents
1 — HIGHEST PDGFRA Triple-positive convergence: DNA amplification (2.32x) + RNA overexpression (2.4-fold) + somatic splice/missense mutations. Strongest multi-omic signal in this tumor. Imatinib, avapritinib, sunitinib (partial PDGFRA activity)
2 FH-deficient RCC regimen 75-fold RNA silencing + 11 high-impact somatic DNA variants. Strongest RNA signal. HLRCC ruled out (somatic event only). Bevacizumab + erlotinib (preferred regimen for FH-deficient RCC)
3 ROS1 Somatic amplification (2.0x CNV) + tumor-specific RNA expression + stop-gained somatic variant. Fusion not yet confirmed. Crizotinib, entrectinib, lorlatinib — after FISH/fusion panel confirmation
4 MTOR/PI3K axis MTOR amplification (1.66x) + PIK3CA amplification (1.64x). Convergent PI3K/AKT/mTOR pathway amplification. Everolimus, temsirolimus (both approved in RCC); alpelisib (PI3K)
5 CDK4/6 pathway CDKN2A loss + RB1 somatic splice mutations + CDK4/CDK6 expressed in tumor (42.38 / 5.05 RPKM). Palbociclib, ribociclib, abemaciclib (investigational in RCC)
Critical Caveat: These Findings Are Not in the Institutional EHR
All genomic analysis above lives in a patient-maintained shadow record. A treating oncologist at Johns Hopkins, UCSF, or Stanford encountering a recurrence would have access only to the basic pathology (pT3aN0M0, Fuhrman grade 2, p1RCC). They would have no access to the PDGFRA triple-positive finding, MET paradox, EPAS1 deletion, or any of the AI-derived treatment prioritization unless it is explicitly shared. Practical near-term fix: Order a CLIA-certified clinical genomic panel (FoundationOne CDx, Tempus xT, or Caris MI Profile) on archived 2014 nephrectomy tissue to create an institutional genomic report that enters the EHR.