# Quantifying rate-limiting genetic variation in breast and ovarian tumourigenesis

**Authors:** Kathleen E. Houlahan, Mahad Bihie, Yves Greatti, Julián Grandvallet Contreras, Daniel J. Fulop, Gonzalo Lopez, Marc Williams, Hsin-Hsiung Huang, Peter Van Loo, Paul C. Boutros, Kuan-lin Huang

PMC · DOI: 10.1016/j.ebiom.2026.106181 · eBioMedicine · 2026-02-21

## TL;DR

This study identifies chromosomal deletions as key events in the early stages of breast and ovarian cancer, suggesting they are more important than single-letter DNA changes.

## Contribution

The study introduces a statistical framework to quantify the minimal number and type of genetic events required for cancer initiation.

## Key findings

- Deletions, not single-letter DNA changes, are likely the rate-limiting events in tumourigenesis.
- One to three deletions are sufficient to initiate tumourigenesis, while single-letter changes alone cannot explain cancer incidence.
- BRCA1/2 carriers and non-carriers share similar deletion profiles, but carriers accumulate them faster.

## Abstract

The number and type of genetic alterations required to initiate breast and ovarian cancer remain unclear. While germline BRCA1/2 carriers show markedly elevated cancer risk, it is uncertain whether point mutations or copy number alterations constitute the rate-limiting events of tumourigenesis.

We developed a statistical framework extending prior incidence–mutation models to estimate the minimal number and type of driver events required for cancer initiation. Somatic mutation and copy-number data from >3000 breast and ovarian cancers in TCGA and METABRIC were compared between germline BRCA1/2 carriers and non-carriers matched on subtypes. Results were validated through analyses of evolutionary timing data, as well as single-cell whole genome sequencing (scWGS) data of genetically-engineered and patient-derived cancer/pre-cancerous cells.

Deletions, rather than single-nucleotide variants (SNVs), emerged as the likely rate-limiting events. Modeling indicated that 1–3 deletions are sufficient to initiate tumourigenesis, whereas SNVs alone could not explain observed incidence ratios. BRCA1/2-driven and sporadic tumours converged on similar deletion profiles, including early recurrent deletions of chromosomes 13q and 17, though carriers accumulated them more rapidly.

Deletion-associated chromosomal instability likely represents the central trigger for breast and ovarian cancer initiation. These results explain why certain somatic driver mutations detected in normal tissues may not predict malignant progression, and that early detection strategies should instead prioritize testing deletions as potential biomarkers.

10.13039/100000002NIH/10.13039/100000054NCI (P30CA016042; 1U01CA214194-01), NIH NIGMS (R35GM138113, 2R35GM138113), ACS (RSG-22-115-01-DMC), CIHR Vanier Fellowship, and the Francis Crick Institute with core funding from Cancer Research UK, UK 10.13039/501100000265Medical Research Council, and 10.13039/100010269Wellcome Trust.

## Linked entities

- **Genes:** BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672], BRCA2 (BRCA2 DNA repair associated) [NCBI Gene 675]
- **Diseases:** breast cancer (MONDO:0004989), ovarian cancer (MONDO:0005140)

## Full-text entities

- **Genes:** LATS2 (large tumor suppressor kinase 2) [NCBI Gene 26524] {aka KPM}, RB1 (RB transcriptional corepressor 1) [NCBI Gene 5925] {aka OSRC, PPP1R130, RB, p105-Rb, p110-RB1, pRb}, NF1 (neurofibromin 1) [NCBI Gene 4763] {aka NFNS, VRNF, WSS}, FANCA (FA complementation group A) [NCBI Gene 2175] {aka FA, FA-H, FA1, FAA, FACA, FAH}, ATM (ATM serine/threonine kinase) [NCBI Gene 472] {aka AT1, ATA, ATC, ATD, ATDC, ATE}, EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}, CTCF (CCCTC-binding factor) [NCBI Gene 10664] {aka CFAP108, FAP108, MRD21}, BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, POLR2A (RNA polymerase II subunit A) [NCBI Gene 5430] {aka NEDHIB, POLR2, POLRA, RPB1, RPBh1, RPO2}, ATR (ATR checkpoint kinase) [NCBI Gene 545] {aka FCTCS, FRP1, MEC1, SCKL, SCKL1}, CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, PALB2 (partner and localizer of BRCA2) [NCBI Gene 79728] {aka BROVCA5, FANCN, PNCA3}, ATP8B1 (ATPase phospholipid transporting 8B1) [NCBI Gene 5205] {aka ATPIC, BRIC, FIC1, ICP1, PFIC, PFIC1}, RAD51C (RAD51 paralog C) [NCBI Gene 5889] {aka BROVCA3, FANCO, R51H3, RAD51L2}, SIRT1 (sirtuin 1) [NCBI Gene 23411] {aka SIR2, SIR2L1, SIR2alpha}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}, RAD51D (RAD51 paralog D) [NCBI Gene 5892] {aka BROVCA4, R51H3, RAD51L3, TRAD}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, YAP1 (Yes1 associated transcriptional regulator) [NCBI Gene 10413] {aka COB1, YAP, YAP-1, YAP2, YAP65, YKI}, CHEK2 (checkpoint kinase 2) [NCBI Gene 11200] {aka CDS1, CHK2, HuCds1, LFS2, PP1425, RAD53}, BARD1 (BRCA1 associated RING domain 1) [NCBI Gene 580], CBFB (core-binding factor subunit beta) [NCBI Gene 865] {aka CLCD2, PEBP2B}, BRCA2 (BRCA2 DNA repair associated) [NCBI Gene 675] {aka BRCC2, BROVCA2, FACD, FAD, FAD1, FANCD}, HIC1 (HIC ZBTB transcriptional repressor 1) [NCBI Gene 3090] {aka ZBTB29, ZNF901, hic-1}, PIK3CA (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha) [NCBI Gene 5290] {aka CCM4, CLAPO, CLOVE, CWS5, HMH, MCAP}, WWOX (WW domain containing oxidoreductase) [NCBI Gene 51741] {aka D16S432E, DEE28, EIEE28, FOR, FRA16D, HHCMA56}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, COL11A2 (collagen type XI alpha 2 chain) [NCBI Gene 1302] {aka DFNA13, DFNB53, FBCG2, HKE5, OSMEDA, OSMEDB}
- **Diseases:** MSI (MESH:D053842), WT (MESH:D009396), atypical lobular hyperplasia (MESH:D018275), DCIS (MESH:D002285), cancer (MESH:D009369), TIC (MESH:D002278), lung cancer (MESH:D008175), PN (MESH:C565820), colorectal cancer (MESH:D015179), TD (MESH:D058674), LCIS (MESH:D000071960), precancerous (MESH:D011230), hereditary and sporadic tumours (MESH:D009386), breast ( (MESH:D061325), TN (MESH:C562719), prostate and pancreatic cancers (MESH:D011471), SCNAs (MESH:D013001), Aneuploidy (MESH:D000782), ovarian (MESH:D010049), Pan (MESH:C537931), INDEL (MESH:C538388), Breast and ovarian tumours (MESH:D010051), HRD (MESH:C535296), familial and sporadic retinoblastoma (MESH:D012175), TNBC (MESH:D064726), Breast Cancer (MESH:D001943)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** hTERT — Homo sapiens (Human), Transformed cell line (CVCL_E232), SA1292 — Homo sapiens (Human), Transformed cell line (CVCL_9F01), SA039 — Homo sapiens (Human), Induced pluripotent stem cell (CVCL_JT42), SA1055 — Homo sapiens (Human), Transformed cell line (CVCL_9D67), SA1056 — Rattus norvegicus (Rat), Rat insulinoma, Cancer cell line (CVCL_U436), 184 — Homo sapiens (Human), Finite cell line (CVCL_K049), SA1188 — Homo sapiens (Human), Glucose-6-phosphate dehydrogenase deficiency, Finite cell line (CVCL_4J29), SA906a — Homo sapiens (Human), Induced pluripotent stem cell (CVCL_JS63), SA1054 — Homo sapiens (Human), Transformed cell line (CVCL_9D66), hTERT L9 — Rattus norvegicus (Rat), Rat malignant glioma, Cancer cell line (CVCL_1928), B2-16 — Mus musculus (Mouse), Hybridoma (CVCL_XK82)

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12945530/full.md

## References

72 references — full list in the complete paper: https://tomesphere.com/paper/PMC12945530/full.md

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Source: https://tomesphere.com/paper/PMC12945530