Advertisement
Original Article| Volume 272, P35-40, April 2023

Download started.

Ok

Homologous recombination deficiency prediction using low-pass whole genome sequencing in breast cancer

      Highlights

      • HRD test is widely used for administrating PARPi chemotherapy in breast cancer.
      • Existing methods are either experimentally complicated or commercially expensive.
      • Low-pass WGS based HRD detection method performs well in breast cancer.
      • Present an HRD test with high accuracy, ease of operation, and acceptable cost.

      Abstract

      Homologous recombination repair deficiency (HRD) results in a defect in DNA repair and is a frequent driver of tumorigenesis. Poly(ADP-ribose) polymerase inhibitors (PARPi) or platinum-based therapies have increased theraputic effectiveness when treating HRD positive cancers. For breast cancer and ovairan cancer HRD companion diagnostic tests are commonly used. However, the currently used HRD tests are based on high-depth genome sequencing or hybridization-based capture sequencing, which are technically complex and costly. In this study, we modified an existing method named shallowHRD, which uses low-pass whole genome sequencing (WGS) for HRD detection, and estimated the performance of the modified shallowHRD pipeline. Our shallowHRD pipeline achieved an AUC of 0.997 in simulated low-pass WGS data, with a sensitivity of 0.981 and a specificity of 0.964; and achieved a higher HRD risk score in clinical BRCA-deficient breast cancer samples (p = 5.5 × 10−5, compared with BRCA-intact breast cancer samples). We also estimated the limit of detection the shallowHRD pipeline could accurately predict HRD status with a minimum sequencing depth of 0.1 ×, a tumor purity of > 20%, and an input DNA amount of 1 ng. Our study demostrates using low-pass sequencing, HRD status can be determined with high accuracy using a simple approach with greatly reduced cost.

      Keywords

      Abbreviations:

      HRD (Homologous recombination deficiency), HRR (Homologous recombination repair), PARPi (Poly(ADP-ribose) polymerase inhibitors), WGS (Whole genome sequencing), CNV (Copy number variation), LGA (Large-scale genomic alterations), PBMC (Peripheral blood mononuclear cell), FFPE (Formalin-fixed paraffin-embedded), ROC (Receiver operating characteristic), AUC (Area under the curve)
      To read this article in full you will need to make a payment

      Purchase one-time access:

      Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online access
      One-time access price info
      • For academic or personal research use, select 'Academic and Personal'
      • For corporate R&D use, select 'Corporate R&D Professionals'

      Subscribe:

      Subscribe to Cancer Genetics
      Already a print subscriber? Claim online access
      Already an online subscriber? Sign in
      Institutional Access: Sign in to ScienceDirect

      References

        • den Brok WD
        • Schrader KA
        • Sun S
        • et al.
        Homologous Recombination Deficiency in Breast Cancer: A Clinical Review.
        JCO Precis Oncol. 2017; 1: 1-13
        • Ledermann JA
        • Drew Y
        • Kristeleit RS.
        Homologous recombination deficiency and ovarian cancer.
        Eur J Cancer. 2016; 60: 49-58
        • Vergote I
        • Gonzalez-Martin A
        • Ray-Coquard I
        • et al.
        European experts consensus: BRCA/homologous recombination deficiency testing in first-line ovarian cancer.
        Ann Oncol. 2022; 33: 276-287
        • Mekonnen N
        • Yang H
        • Shin YK.
        Homologous Recombination Deficiency in Ovarian, Breast, Colorectal, Pancreatic, Non-Small Cell Lung and Prostate Cancers, and the Mechanisms of Resistance to PARP Inhibitors.
        Front Oncol. 2022; 12880643
        • Pujol P
        • Barberis M
        • Beer P
        • et al.
        Clinical practice guidelines for BRCA1 and BRCA2 genetic testing.
        Eur J Cancer. 2021; 146: 30-47
        • Rose M
        • Burgess JT
        • O'Byrne K
        • Richard DJ
        • Inhibitors Bolderson E.PARP
        Clinical Relevance, Mechanisms of Action and Tumor Resistance.
        Front Cell Dev Biol. 2020; 8564601
        • Ngoi N
        • Tan D.
        The role of homologous recombination deficiency testing in ovarian cancer and its clinical implications: do we need it?.
        ESMO Open. 2021; 6100144
        • Toh M
        • Ngeow J.
        Homologous Recombination Deficiency: Cancer Predispositions and Treatment Implications.
        Oncologist. 2021; 26: e1526-e1537
        • Casolino R
        • Paiella S
        • Azzolina D
        • et al.
        Homologous Recombination Deficiency in Pancreatic Cancer: A Systematic Review and Prevalence Meta-Analysis.
        J Clin Oncol. 2021; 39: 2617-2631
        • Telli ML
        • Timms KM
        • Reid J
        • et al.
        Homologous Recombination Deficiency (HRD) Score Predicts Response to Platinum-Containing Neoadjuvant Chemotherapy in Patients with Triple-Negative Breast Cancer.
        Clin Cancer Res. 2016; 22: 3764-3773
        • Timms KM
        • Abkevich V
        • Hughes E
        • et al.
        Association of BRCA1/2 defects with genomic scores predictive of DNA damage repair deficiency among breast cancer subtypes.
        Breast Cancer Res. 2014; 16475
        • Chen D
        • Shao M
        • Meng P
        • et al.
        GSA: an independent development algorithm for calling copy number and detecting homologous recombination deficiency (HRD) from target capture sequencing.
        BMC Bioinf. 2021; 22562
        • Wen H
        • Feng Z
        • Ma Y
        • et al.
        Homologous recombination deficiency in diverse cancer types and its correlation with platinum chemotherapy efficiency in ovarian cancer.
        BMC Cancer. 2022; 22550
        • Polak P
        • Kim J
        • Braunstein LZ
        • et al.
        A mutational signature reveals alterations underlying deficient homologous recombination repair in breast cancer.
        Nat Genet. 2017; 49: 1476-1486
        • Gulhan DC
        • Lee JJ
        • Melloni G
        • Cortes-Ciriano I
        • Park PJ.
        Detecting the mutational signature of homologous recombination deficiency in clinical samples.
        Nat Genet. 2019; 51: 912-919
        • Davies H
        • Glodzik D
        • Morganella S
        • et al.
        HRDetect is a predictor of BRCA1 and BRCA2 deficiency based on mutational signatures.
        Nat Med. 2017; 23: 517-525
        • Eeckhoutte A
        • Houy A
        • Manie E
        • et al.
        ShallowHRD: detection of homologous recombination deficiency from shallow whole genome sequencing.
        Bioinformatics. 2020; 36: 3888-3889
        • Chen S
        • Zhou Y
        • Chen Y
        • Gu J.
        fastp: an ultra-fast all-in-one FASTQ preprocessor.
        Bioinformatics. 2018; 34: i884-i890
        • Li H
        • Durbin R.
        Fast and accurate short read alignment with Burrows-Wheeler transform.
        Bioinformatics. 2009; 25: 1754-1760
        • Tarasov A
        • Vilella AJ
        • Cuppen E
        • Nijman IJ
        • Prins P.
        Sambamba: fast processing of NGS alignment formats.
        Bioinformatics. 2015; 31: 2032-2034
        • Favero F
        • Joshi T
        • Marquard AM
        • et al.
        Sequenza: allele-specific copy number and mutation profiles from tumor sequencing data.
        Ann Oncol. 2015; 26: 64-70
        • Nguyen L
        • MMJ W
        • Van Hoeck A
        • Cuppen E.
        Pan-cancer landscape of homologous recombination deficiency.
        Nat Commun. 2020; 115584