» Articles » PMID: 38773520

HATCHet2: Clone- and Haplotype-specific Copy Number Inference from Bulk Tumor Sequencing Data

Overview
Journal Genome Biol
Specialties Biology
Genetics
Date 2024 May 21
PMID 38773520
Authors
Affiliations
Soon will be listed here.
Abstract

Bulk DNA sequencing of multiple samples from the same tumor is becoming common, yet most methods to infer copy-number aberrations (CNAs) from this data analyze individual samples independently. We introduce HATCHet2, an algorithm to identify haplotype- and clone-specific CNAs simultaneously from multiple bulk samples. HATCHet2 extends the earlier HATCHet method by improving identification of focal CNAs and introducing a novel statistic, the minor haplotype B-allele frequency (mhBAF), that enables identification of mirrored-subclonal CNAs. We demonstrate HATCHet2's improved accuracy using simulations and a single-cell sequencing dataset. HATCHet2 analysis of 10 prostate cancer patients reveals previously unreported mirrored-subclonal CNAs affecting cancer genes.

Citing Articles

Cancer phylogenetic inference using copy number alterations detected from DNA sequencing data.

Lu B Cancer Pathog Ther. 2025; 3(1):16-29.

PMID: 39872371 PMC: 11764021. DOI: 10.1016/j.cpt.2024.04.003.


Inferring allele-specific copy number aberrations and tumor phylogeography from spatially resolved transcriptomics.

Ma C, Balaban M, Liu J, Chen S, Wilson M, Sun C Nat Methods. 2024; 21(12):2239-2247.

PMID: 39478176 PMC: 11621028. DOI: 10.1038/s41592-024-02438-9.


The Evolutionary Forest of Pancreatic Cancer.

Mullen K, Hong J, Attiyeh M, Hayashi A, Sakamoto H, Kohutek Z Cancer Discov. 2024; 15(2):329-345.

PMID: 39378050 PMC: 11803399. DOI: 10.1158/2159-8290.CD-23-1541.

References
1.
Makohon-Moore A, Zhang M, Reiter J, Bozic I, Allen B, Kundu D . Limited heterogeneity of known driver gene mutations among the metastases of individual patients with pancreatic cancer. Nat Genet. 2017; 49(3):358-366. PMC: 5663439. DOI: 10.1038/ng.3764. View

2.
Yang W, Liu Z, Liu T . Pan-cancer analysis predicts CANT1 as a potential prognostic, immunologic biomarker. Cell Signal. 2024; 117:111107. DOI: 10.1016/j.cellsig.2024.111107. View

3.
Zhou H, Hu Y, Luo R, Zhao Y, Pan H, Ji L . Multi-region exome sequencing reveals the intratumoral heterogeneity of surgically resected small cell lung cancer. Nat Commun. 2021; 12(1):5431. PMC: 8440529. DOI: 10.1038/s41467-021-25787-x. View

4.
Parisi F, Ariyan S, Narayan D, Bacchiocchi A, Hoyt K, Cheng E . Detecting copy number status and uncovering subclonal markers in heterogeneous tumor biopsies. BMC Genomics. 2011; 12:230. PMC: 3114747. DOI: 10.1186/1471-2164-12-230. View

5.
Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N . The Sequence Alignment/Map format and SAMtools. Bioinformatics. 2009; 25(16):2078-9. PMC: 2723002. DOI: 10.1093/bioinformatics/btp352. View