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Johnson SH, Smadbeck JB, Zenka RM, Barrett MT, Gaitatzes A, Solanki A, Florio AB, Borad MJ, Cheville JC, Vasmatzis G. Tumor ploidy determination in low-pass whole genome sequencing and allelic copy number visualization using the Constellation Plot. Genome Biol 2025; 26:132. [PMID: 40394578 PMCID: PMC12090563 DOI: 10.1186/s13059-025-03599-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 04/29/2025] [Indexed: 05/22/2025] Open
Abstract
Ploidy determination across the genome has been challenging for low-pass-WGS tumor-only samples. We present BACDAC, a method that calculates tumor ploidy down to 1.2X effective tumor coverage. Allele fraction patterns displayed in the Constellation Plot verify tumor ploidy and reveal subclonal populations. BACDAC outputs a metric, 2N+LOH, that when combined with ploidy better distinguishes near-diploid from high-ploidy tumors. Validated using TCGA, BACDAC had good agreement with other methods and 88% agreement with experimental methods. Discrepancies occur mainly when BACDAC predicts diploidy with subclones rather than high-ploidy. Applied to 653 low-pass-WGS samples spanning 12 cancer subtypes, BACDAC calls 40% as high-ploidy.
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Affiliation(s)
- Sarah H Johnson
- Biomarker Discovery Program, Mayo Clinic, Rochester, MN, 55905, USA
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, 55905, USA
| | - James B Smadbeck
- Biomarker Discovery Program, Mayo Clinic, Rochester, MN, 55905, USA
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, 55905, USA
| | - Roman M Zenka
- Quantitative Health Sciences, Mayo Clinic, Rochester, MN, 55905, USA
| | | | - Athanasios Gaitatzes
- Biomarker Discovery Program, Mayo Clinic, Rochester, MN, 55905, USA
- Center for Digital Health, Mayo Clinic, Rochester, MN, 55905, USA
| | - Arnav Solanki
- Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, MN, 55455, USA
| | - Angela B Florio
- Biomarker Discovery Program, Mayo Clinic, Rochester, MN, 55905, USA
- Mayo Clinic Graduate School of Biomedical Sciences, Rochester, MN, 55905, USA
| | - Mitesh J Borad
- Hematology/Oncology, Mayo Clinic, Scottsdale, AZ, 85259, USA
| | - John C Cheville
- Biomarker Discovery Program, Mayo Clinic, Rochester, MN, 55905, USA
- Anatomic Pathology, Mayo Clinic, Rochester, MN, 55905, USA
| | - George Vasmatzis
- Biomarker Discovery Program, Mayo Clinic, Rochester, MN, 55905, USA.
- Department of Molecular Medicine, Mayo Clinic, Rochester, MN, 55905, USA.
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Gagnon MF, Penheiter AR, Harris F, Sadeghian D, Johnson SH, Karagouga G, McCune A, Zepeda-Mendoza C, Greipp PT, Xu X, Ketterling RP, McPhail ED, King RL, Peterson JF, Vasmatzis G, Baughn LB. Unraveling the genomic underpinnings of unbalanced MYC break-apart FISH results using whole genome sequencing analysis. Blood Cancer J 2023; 13:190. [PMID: 38114462 PMCID: PMC10730864 DOI: 10.1038/s41408-023-00967-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Revised: 11/30/2023] [Accepted: 12/07/2023] [Indexed: 12/21/2023] Open
Affiliation(s)
- Marie-France Gagnon
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Alan R Penheiter
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Faye Harris
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Dorsay Sadeghian
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Sarah H Johnson
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Alexa McCune
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Cinthya Zepeda-Mendoza
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Patricia T Greipp
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Xinjie Xu
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Rhett P Ketterling
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Ellen D McPhail
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Rebecca L King
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - Jess F Peterson
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - George Vasmatzis
- Center for Individualized Medicine, Mayo Clinic, Rochester, MN, USA
| | - Linda B Baughn
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA.
- Division of Hematopathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA.
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3
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Levy B, Baughn LB, Akkari Y, Chartrand S, LaBarge B, Claxton D, Lennon PA, Cujar C, Kolhe R, Kroeger K, Pitel B, Sahajpal N, Sathanoori M, Vlad G, Zhang L, Fang M, Kanagal-Shamanna R, Broach JR. Optical genome mapping in acute myeloid leukemia: a multicenter evaluation. Blood Adv 2023; 7:1297-1307. [PMID: 36417763 PMCID: PMC10119592 DOI: 10.1182/bloodadvances.2022007583] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 11/04/2022] [Accepted: 11/05/2022] [Indexed: 11/25/2022] Open
Abstract
Detection of hallmark genomic aberrations in acute myeloid leukemia (AML) is essential for diagnostic subtyping, prognosis, and patient management. However, cytogenetic/cytogenomic techniques used to identify those aberrations, such as karyotyping, fluorescence in situ hybridization (FISH), or chromosomal microarray analysis (CMA), are limited by the need for skilled personnel as well as significant time, cost, and labor. Optical genome mapping (OGM) provides a single, cost-effective assay with a significantly higher resolution than karyotyping and with a comprehensive genome-wide analysis comparable with CMA and the added unique ability to detect balanced structural variants (SVs). Here, we report in a real-world setting the performance of OGM in a cohort of 100 AML cases that were previously characterized by karyotype alone or karyotype and FISH or CMA. OGM identified all clinically relevant SVs and copy number variants (CNVs) reported by these standard cytogenetic methods when representative clones were present in >5% allelic fraction. Importantly, OGM identified clinically relevant information in 13% of cases that had been missed by the routine methods. Three cases reported with normal karyotypes were shown to have cryptic translocations involving gene fusions. In 4% of cases, OGM findings would have altered recommended clinical management, and in an additional 8% of cases, OGM would have rendered the cases potentially eligible for clinical trials. The results from this multi-institutional study indicate that OGM effectively recovers clinically relevant SVs and CNVs found by standard-of-care methods and reveals additional SVs that are not reported. Furthermore, OGM minimizes the need for labor-intensive multiple cytogenetic tests while concomitantly maximizing diagnostic detection through a standardized workflow.
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Affiliation(s)
- Brynn Levy
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY
| | - Linda B. Baughn
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Yassmine Akkari
- Steve and Cindy Rasmussen Institute for Genomic Medicine, Nationwide Children’s Hospital, Columbus, OH
| | - Scott Chartrand
- Department of Biochemistry and Molecular Biology, Penn State College of Medicine, Hershey, PA
| | - Brandon LaBarge
- Department of Otolaryngology, Penn State College of Medicine, Hershey, PA
| | - David Claxton
- Department of Hematology and Oncology, Department of Medicine, Penn State College of Medicine, Hershey, PA
| | | | - Claudia Cujar
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY
| | - Ravindra Kolhe
- Department of Pathology, Medical College of Georgia at Augusta University, Augusta, GA
| | - Kate Kroeger
- Cytogenetics Laboratory, Seattle Cancer Care Alliance, Seattle, WA
| | - Beth Pitel
- Division of Laboratory Genetics and Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN
| | - Nikhil Sahajpal
- Department of Pathology, Medical College of Georgia at Augusta University, Augusta, GA
| | | | - George Vlad
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY
| | - Lijun Zhang
- Department of Biochemistry and Molecular Biology, Penn State College of Medicine, Hershey, PA
| | - Min Fang
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Rashmi Kanagal-Shamanna
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - James R. Broach
- Department of Biochemistry and Molecular Biology, Penn State College of Medicine, Hershey, PA
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