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Rickles-Young M, Tinoco G, Tsuji J, Pollock S, Haynam M, Lefebvre H, Glover K, Owen DH, Collier KA, Ha G, Adalsteinsson VA, Cibulskis C, Lennon NJ, Stover DG. Assay Validation of Cell-Free DNA Shallow Whole-Genome Sequencing to Determine Tumor Fraction in Advanced Cancers. J Mol Diagn 2024; 26:413-422. [PMID: 38490303 PMCID: PMC11090203 DOI: 10.1016/j.jmoldx.2024.01.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2023] [Revised: 09/21/2023] [Accepted: 01/18/2024] [Indexed: 03/17/2024] Open
Abstract
Blood-based liquid biopsy is increasingly used in clinical care of patients with cancer, and fraction of tumor-derived DNA in circulation (tumor fraction; TFx) has demonstrated clinical validity across multiple cancer types. To determine TFx, shallow whole-genome sequencing of cell-free DNA (cfDNA) can be performed from a single blood sample, using an established computational pipeline (ichorCNA), without prior knowledge of tumor mutations, in a highly cost-effective manner. We describe assay validation of this approach to facilitate broad clinical application, including evaluation of assay sensitivity, precision, repeatability, reproducibility, pre-analytic factors, and DNA quality/quantity. Sensitivity to detect TFx of 3% (lower limit of detection) was 97.2% to 100% at 1× and 0.1× mean sequencing depth, respectively. Precision was demonstrated on distinct sequencing instruments (HiSeqX and NovaSeq) with no observable differences. The assay achieved prespecified 95% agreement of TFx across replicates of the same specimen (repeatability) and duplicate samples in different batches (reproducibility). Comparison of samples collected in EDTA and Streck tubes from single venipuncture in 23 patients demonstrated that EDTA or Streck tubes were comparable if processed within 8 hours. On the basis of a range of DNA inputs (1 to 50 ng), 20 ng cfDNA is the preferred input, with 5 ng minimum acceptable. Overall, this shallow whole-genome sequencing of cfDNA and ichorCNA approach offers sensitive, precise, and reproducible quantitation of TFx, facilitating assay application in clinical cancer care.
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Affiliation(s)
- Micah Rickles-Young
- Genomics Platform, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Gabriel Tinoco
- Division of Medical Oncology, The Ohio State University College of Medicine, Columbus, Ohio; Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Junko Tsuji
- Genomics Platform, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Sam Pollock
- Genomics Platform, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Marcy Haynam
- Ohio State University Comprehensive Cancer Center, Columbus, Ohio; Stefanie Spielman Comprehensive Breast Center, Columbus, Ohio
| | - Heather Lefebvre
- Ohio State University Comprehensive Cancer Center, Columbus, Ohio; Stefanie Spielman Comprehensive Breast Center, Columbus, Ohio
| | - Kristyn Glover
- Ohio State University Comprehensive Cancer Center, Columbus, Ohio; Stefanie Spielman Comprehensive Breast Center, Columbus, Ohio
| | - Dwight H Owen
- Division of Medical Oncology, The Ohio State University College of Medicine, Columbus, Ohio; Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Katharine A Collier
- Division of Medical Oncology, The Ohio State University College of Medicine, Columbus, Ohio; Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Gavin Ha
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Viktor A Adalsteinsson
- Genomics Platform, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Carrie Cibulskis
- Genomics Platform, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts
| | - Niall J Lennon
- Genomics Platform, Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, Massachusetts.
| | - Daniel G Stover
- Division of Medical Oncology, The Ohio State University College of Medicine, Columbus, Ohio; Ohio State University Comprehensive Cancer Center, Columbus, Ohio; Stefanie Spielman Comprehensive Breast Center, Columbus, Ohio.
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2
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Andersson D, Kebede FT, Escobar M, Österlund T, Ståhlberg A. Principles of digital sequencing using unique molecular identifiers. Mol Aspects Med 2024; 96:101253. [PMID: 38367531 DOI: 10.1016/j.mam.2024.101253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 01/26/2024] [Accepted: 02/03/2024] [Indexed: 02/19/2024]
Abstract
Massively parallel sequencing technologies have long been used in both basic research and clinical routine. The recent introduction of digital sequencing has made previously challenging applications possible by significantly improving sensitivity and specificity to now allow detection of rare sequence variants, even at single molecule level. Digital sequencing utilizes unique molecular identifiers (UMIs) to minimize sequencing-induced errors and quantification biases. Here, we discuss the principles of UMIs and how they are used in digital sequencing. We outline the properties of different UMI types and the consequences of various UMI approaches in relation to experimental protocols and bioinformatics. Finally, we describe how digital sequencing can be applied in specific research fields, focusing on cancer management where it can be used in screening of asymptomatic individuals, diagnosis, treatment prediction, prognostication, monitoring treatment efficacy and early detection of treatment resistance as well as relapse.
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Affiliation(s)
- Daniel Andersson
- Sahlgrenska Center for Cancer Research, Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, 413 90, Gothenburg, Sweden
| | - Firaol Tamiru Kebede
- Sahlgrenska Center for Cancer Research, Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, 413 90, Gothenburg, Sweden
| | - Mandy Escobar
- Sahlgrenska Center for Cancer Research, Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, 413 90, Gothenburg, Sweden
| | - Tobias Österlund
- Sahlgrenska Center for Cancer Research, Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, 413 90, Gothenburg, Sweden; Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, 413 90, Gothenburg, Sweden; Department of Clinical Genetics and Genomics, Sahlgrenska University Hospital, 413 45, Gothenburg, Sweden
| | - Anders Ståhlberg
- Sahlgrenska Center for Cancer Research, Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, 413 90, Gothenburg, Sweden; Wallenberg Centre for Molecular and Translational Medicine, University of Gothenburg, 413 90, Gothenburg, Sweden; Department of Clinical Genetics and Genomics, Sahlgrenska University Hospital, 413 45, Gothenburg, Sweden.
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3
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Fonseca NM, Maurice-Dror C, Herberts C, Tu W, Fan W, Murtha AJ, Kollmannsberger C, Kwan EM, Parekh K, Schönlau E, Bernales CQ, Donnellan G, Ng SWS, Sumiyoshi T, Vergidis J, Noonan K, Finch DL, Zulfiqar M, Miller S, Parimi S, Lavoie JM, Hardy E, Soleimani M, Nappi L, Eigl BJ, Kollmannsberger C, Taavitsainen S, Nykter M, Tolmeijer SH, Boerrigter E, Mehra N, van Erp NP, De Laere B, Lindberg J, Grönberg H, Khalaf DJ, Annala M, Chi KN, Wyatt AW. Prediction of plasma ctDNA fraction and prognostic implications of liquid biopsy in advanced prostate cancer. Nat Commun 2024; 15:1828. [PMID: 38418825 PMCID: PMC10902374 DOI: 10.1038/s41467-024-45475-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Accepted: 01/24/2024] [Indexed: 03/02/2024] Open
Abstract
No consensus strategies exist for prognosticating metastatic castration-resistant prostate cancer (mCRPC). Circulating tumor DNA fraction (ctDNA%) is increasingly reported by commercial and laboratory tests but its utility for risk stratification is unclear. Here, we intersect ctDNA%, treatment outcomes, and clinical characteristics across 738 plasma samples from 491 male mCRPC patients from two randomized multicentre phase II trials and a prospective province-wide blood biobanking program. ctDNA% correlates with serum and radiographic metrics of disease burden and is highest in patients with liver metastases. ctDNA% strongly predicts overall survival, progression-free survival, and treatment response independent of therapeutic context and outperformed established prognostic clinical factors. Recognizing that ctDNA-based biomarker genotyping is limited by low ctDNA% in some patients, we leverage the relationship between clinical prognostic factors and ctDNA% to develop a clinically-interpretable machine-learning tool that predicts whether a patient has sufficient ctDNA% for informative ctDNA genotyping (available online: https://www.ctDNA.org ). Our results affirm ctDNA% as an actionable tool for patient risk stratification and provide a practical framework for optimized biomarker testing.
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Affiliation(s)
- Nicolette M Fonseca
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | | | - Cameron Herberts
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Wilson Tu
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - William Fan
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Andrew J Murtha
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | | | - Edmond M Kwan
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
- Department of Medicine, School of Clinical Sciences; Monash University, Melbourne, VIC, Australia
| | - Karan Parekh
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Elena Schönlau
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Cecily Q Bernales
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Gráinne Donnellan
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Sarah W S Ng
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Takayuki Sumiyoshi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Department of Urology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Joanna Vergidis
- Department of Medical Oncology, BC Cancer, Victoria, BC, Canada
| | - Krista Noonan
- Department of Medical Oncology, BC Cancer, Surrey, BC, Canada
| | - Daygen L Finch
- Department of Medical Oncology, BC Cancer, Kelowna, BC, Canada
| | | | - Stacy Miller
- Department of Radiation Oncology, BC Cancer, Prince George, BC, Canada
| | - Sunil Parimi
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | | | - Edward Hardy
- Tom McMurtry & Peter Baerg Cancer Centre, Vernon Jubilee Hospital, Vernon, BC, Canada
| | - Maryam Soleimani
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Lucia Nappi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Bernhard J Eigl
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | | | - Sinja Taavitsainen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - Matti Nykter
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - Sofie H Tolmeijer
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada
- Department of Medical Oncology, Research Institute for Medical Innovation, Radboud University, Nijmegen, The Netherlands
| | - Emmy Boerrigter
- Department of Pharmacy, Research Institute for Medical Innovation, Radboud University, Nijmegen, The Netherlands
| | - Niven Mehra
- Department of Medical Oncology, Research Institute for Medical Innovation, Radboud University, Nijmegen, The Netherlands
| | - Nielka P van Erp
- Department of Pharmacy, Research Institute for Medical Innovation, Radboud University, Nijmegen, The Netherlands
| | - Bram De Laere
- Department of Human Structure and Repair, Ghent University, Ghent, Belgium
- Cancer Research Institute Ghent (CRIG), Ghent University, Ghent, Belgium
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
| | - Johan Lindberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
| | - Henrik Grönberg
- Department of Medical Epidemiology and Biostatistics, Karolinska Institute, Stockholm, Sweden
| | - Daniel J Khalaf
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Matti Annala
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada.
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
| | - Kim N Chi
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada.
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada.
| | - Alexander W Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, University of British Columbia, Vancouver, BC, Canada.
- Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.
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Yang H, Xiao X, Zeng L, Zeng H, Zheng Y, Wang J, Li G, Dai W, He Y, Wang S, Peng J, Chen W. Integrating cfDNA liquid biopsy and organoid-based drug screening reveals PI3K signaling as a promising therapeutic target in colorectal cancer. J Transl Med 2024; 22:132. [PMID: 38310289 PMCID: PMC10837874 DOI: 10.1186/s12967-023-04675-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 10/29/2023] [Indexed: 02/05/2024] Open
Abstract
BACKGROUND The current precision medicine relies on biomarkers, which are mainly obtained through next-generation sequencing (NGS). However, this model failed to find effective drugs for most cancer patients. This study tried to combine liquid biopsy with functional drug tests using organoid models to find potential drugs for cancer patients. METHODS Colorectal cancer (CRC) patients were prospectively enrolled and blood samples were collected from patients before the start of treatment. Targeted deep sequencing of cfDNA samples was performed using a 14-gene panel. Gastrointestinal (GI) cancer organoids were established and PI3K and mTOR inhibitors were evaluated on organoid models. RESULTS A total of 195 mutations were detected across 58 cfDNA samples. The most frequently mutated genes were KRAS, TP53, PIK3CA, and BRAF, all of which exhibited higher mutation rates than tissue biopsy. Although 81% of variants had an allele frequency of less than 1%, certain mutations in KRAS, TP53, and SMAD4 had high allele frequencies exceeding 10%. Notably, among the seven patients with high allele frequency mutations, six had metastatic tumors, indicating that a high allele frequency of ctDNA could potentially serve as a biomarker of later-stage cancer. A high rate of PIK3CA mutation (31 out of 67, or 46.3%) was discovered in CRC patients, suggesting possible tumor progression mechanisms and targeted therapy opportunities. To evaluate the value of anti PI3K strategy in GI cancer, different lines of GI cancer organoids were established. The organoids recapitulated the morphologies of the original tumors. Organoids were generally insensitive to PI3K inhibitors. However, CRC-3 and GC-4 showed response to mTOR inhibitor Everolimus, and GC-3 was sensitive to PI3Kδ inhibitor Idelalisib. The CRC organoid with a PIK3CA mutation showed greater sensitivity to the PI3K inhibitor Alpelisib than wildtype organoids, suggesting potential treatment options for the corresponding patients. CONCLUSION Liquid biopsy holds significant promise for improving precision treatment and tumor prognosis in colorectal cancer patients. The combination of biomarker-based drug prediction with organoid-based functional drug sensitivity assay may lead to more effective cancer treatment.
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Affiliation(s)
- Huan Yang
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Shenzhen, Guangdong, China
| | - Xing Xiao
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Shenzhen, Guangdong, China
| | - Leli Zeng
- Department of Biobank, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, Guangdong, China
| | - Haiteng Zeng
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Shenzhen, Guangdong, China
| | - Yueyuan Zheng
- Clinical Big Data Research Center, Scientific Research Center, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, China
| | - Jingshu Wang
- Department of Oncology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Guanghua Li
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Weigang Dai
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China
| | - Yulong He
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Shenzhen, Guangdong, China
- Department of Gastrointestinal Surgery, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, Guangdong, China
| | - Suihai Wang
- School of Laboratory Medicine and Biotechnology, Southern Medical University, Guangzhou, Guangdong, China.
| | - Jianjun Peng
- Department of Gastrointestinal Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, Guangdong, China.
| | - Wei Chen
- Guangdong Provincial Key Laboratory of Digestive Cancer Research, Shenzhen, Guangdong, China.
- Department of Gastrointestinal Surgery, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, Guangdong, China.
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Sato T, Montazeri K, Gragoudas ES, Lane AM, Aronow MB, Cohen JV, Boland GM, Banks E, Kachulis C, Fleharty M, Cibulskis C, Lawless A, Adalsteinsson VA, Sullivan RJ, Kim IK. Detection of Copy-Number Variation in Circulating Cell-Free DNA in Patients With Uveal Melanoma. JCO Precis Oncol 2024; 8:e2300368. [PMID: 38237100 DOI: 10.1200/po.23.00368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 09/21/2023] [Accepted: 10/20/2023] [Indexed: 01/23/2024] Open
Abstract
PURPOSE Somatic chromosomal alterations, particularly monosomy 3 and 8q gains, have been associated with metastatic risk in uveal melanoma (UM). Whole genome-scale evaluation of detectable alterations in cell-free DNA (cfDNA) in UM could provide valuable prognostic information. Our pilot study evaluates the correlation between genomic information using ultra-low-pass whole-genome sequencing (ULP-WGS) of cfDNA in UM and associated clinical outcomes. MATERIALS AND METHODS ULP-WGS of cfDNA was performed on 29 plasma samples from 16 patients, 14 metastatic UM (mUM) and two non-metastatic, including pre- and post-treatment mUM samples from 10 patients treated with immunotherapy and one with liver-directed therapy. We estimated tumor fraction (TFx) and detected copy-number alterations (CNAs) using ichorCNA. Presence of 8q amplification was further analyzed using the likelihood ratio test (LRT). RESULTS Eleven patients with mUM (17 samples) of 14 had detectable circulating tumor DNA (ctDNA). 8q gain was detected in all 17, whereas monosomy 3 was detectable in 10 of 17 samples. TFx generally correlated with disease status, showing an increase at the time of disease progression (PD). 8q gain detection sensitivity appeared greater with the LRT than with ichorCNA at lower TFxs. The only patient with mUM with partial response on treatment had a high pretreatment TFx and undetectable on-treatment ctDNA, correlating with her profound response and durable survival. CONCLUSION ctDNA can be detected in mUM using ULP-WGS, and the TFx correlates with DS. 8q gain was consistently detectable in mUM, in line with previous studies indicating 8q gains early in primary UM and higher amplification with PD. Our work suggests that detection of CNAs by ULP-WGS, particularly focusing on 8q gain, could be a valuable blood biomarker to monitor PD in UM.
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Affiliation(s)
- Takuto Sato
- Broad Institute of MIT and Harvard, Boston, MA
| | - Kamaneh Montazeri
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Evangelos S Gragoudas
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA
| | - Anne Marie Lane
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA
| | | | | | - Genevieve M Boland
- Department of Surgery MD, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Eric Banks
- Broad Institute of MIT and Harvard, Boston, MA
| | | | | | | | - Aleigha Lawless
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | | | - Ryan J Sullivan
- Massachusetts General Hospital Cancer Center, Harvard Medical School, Boston, MA
| | - Ivana K Kim
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA
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6
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Berry JL, Pike S, Shah R, Reid MW, Peng CC, Wang Y, Yellapantula V, Biegel J, Kuhn P, Hicks J, Xu L. Aqueous Humor Liquid Biopsy as a Companion Diagnostic for Retinoblastoma: Implications for Diagnosis, Prognosis, and Therapeutic Options: Five Years of Progress. Am J Ophthalmol 2023; 263:188-205. [PMID: 38040321 DOI: 10.1016/j.ajo.2023.11.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 11/22/2023] [Accepted: 11/22/2023] [Indexed: 12/03/2023]
Abstract
PURPOSE To define the prospective use of the aqueous humor (AH) as a molecular diagnostic and prognostic liquid biopsy for retinoblastoma (RB). METHODS This is a prospective, observational study wherein an AH liquid biopsy is performed at diagnosis and longitudinally through therapy for patients with RB. Tumor-derived cell-free DNA is isolated and sequenced for single nucleotide variant analysis of the RB1 gene and detection of somatic copy number alterations (SCNAs). The SCNAs are used to determine tumor fraction (TFx). Specific SCNAs, including 6p gain and focal MycN gain, along with TFx, are prospectively correlated with intraocular tumor relapse, response to therapy, and globe salvage. RESULTS A total of 26 eyes of 21 patients were included with AH taken at diagnosis. Successful ocular salvage was achieved in 19 of 26 (73.1%) eyes. Mutational analysis of 26 AH samples identified 23 pathogenic RB1 variants and 2 focal RB1 deletions; variant allele fraction ranged from 30.5% to 100% (median 93.2%). At diagnosis, SCNAs were detectable in 17 of 26 (65.4%) AH samples. Eyes with 6p gain and/or focal MycN gain had significantly greater odds of poor therapeutic outcomes (odds ratio = 6.75, 95% CI = 1.06-42.84, P = .04). Higher AH TFx was observed in eyes with vitreal progression (TFx = 46.0% ± 40.4) than regression (22.0 ± 29.1; difference: -24.0; P = .049). CONCLUSIONS Establishing an AH liquid biopsy for RB is aimed at addressing (1) our inability to biopsy tumor tissue and (2) the lack of molecular biomarkers for intraocular prognosis. Current management decisions for RB are made based solely on clinical features without objective molecular testing. This prognostic study shows great promise for using AH as a companion diagnostic. NOTE: Publication of this article is sponsored by the American Ophthalmological Society.
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Affiliation(s)
- Jesse L Berry
- From the Vision Center, Children's Hospital Los Angeles (J.L.B., S.P., M.W.R., C.-C.P., L.X.); USC Roski Eye Institute, Keck School of Medicine of the University of Southern California (J.L.B., S.P., M.W.R., C.-C.P., L.X.); the Saban Research Institute, Children's Hospital Los Angeles (J.L.B., V.Y., J.B., L.X.); Norris Comprehensive Cancer Center, Keck School of Medicine of the University of Southern California (J.L.B., P.K., J.H.).
| | - Sarah Pike
- From the Vision Center, Children's Hospital Los Angeles (J.L.B., S.P., M.W.R., C.-C.P., L.X.); USC Roski Eye Institute, Keck School of Medicine of the University of Southern California (J.L.B., S.P., M.W.R., C.-C.P., L.X.)
| | - Rachana Shah
- Cancer and Blood Disease Institute, Children's Hospital Los Angeles (R.S.)
| | - Mark W Reid
- From the Vision Center, Children's Hospital Los Angeles (J.L.B., S.P., M.W.R., C.-C.P., L.X.); USC Roski Eye Institute, Keck School of Medicine of the University of Southern California (J.L.B., S.P., M.W.R., C.-C.P., L.X.)
| | - Chen-Ching Peng
- From the Vision Center, Children's Hospital Los Angeles (J.L.B., S.P., M.W.R., C.-C.P., L.X.); USC Roski Eye Institute, Keck School of Medicine of the University of Southern California (J.L.B., S.P., M.W.R., C.-C.P., L.X.)
| | - Yingfei Wang
- Cancer and Blood Disease Institute, Children's Hospital Los Angeles (R.S.); Department of Quantitative and Computational Biology, University of Southern California (Y.W.)
| | - Venkata Yellapantula
- the Saban Research Institute, Children's Hospital Los Angeles (J.L.B., V.Y., J.B., L.X.); Center for Personalized Medicine, Children's Hospital Los Angeles (V.Y., J.B.)
| | - Jaclyn Biegel
- the Saban Research Institute, Children's Hospital Los Angeles (J.L.B., V.Y., J.B., L.X.)
| | - Peter Kuhn
- Norris Comprehensive Cancer Center, Keck School of Medicine of the University of Southern California (J.L.B., P.K., J.H.); USC Michelson Center for Convergent Biosciences and Department of Biological Sciences (P.K., J.H.), Los Angeles, California, USA
| | - James Hicks
- Norris Comprehensive Cancer Center, Keck School of Medicine of the University of Southern California (J.L.B., P.K., J.H.); USC Michelson Center for Convergent Biosciences and Department of Biological Sciences (P.K., J.H.), Los Angeles, California, USA
| | - Liya Xu
- From the Vision Center, Children's Hospital Los Angeles (J.L.B., S.P., M.W.R., C.-C.P., L.X.); USC Roski Eye Institute, Keck School of Medicine of the University of Southern California (J.L.B., S.P., M.W.R., C.-C.P., L.X.); the Saban Research Institute, Children's Hospital Los Angeles (J.L.B., V.Y., J.B., L.X.)
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7
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Chehrazi-Raffle A, Tukachinsky H, Toye E, Sivakumar S, Schrock AB, Bergom HE, Ebrahimi H, Pal S, Dorff T, Agarwal N, Mahal BA, Oxnard GR, Hwang J, Antonarakis ES. Unique Spectrum of Activating BRAF Alterations in Prostate Cancer. Clin Cancer Res 2023; 29:3948-3957. [PMID: 37477913 PMCID: PMC10543965 DOI: 10.1158/1078-0432.ccr-23-1393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 06/17/2023] [Accepted: 07/20/2023] [Indexed: 07/22/2023]
Abstract
PURPOSE Alterations in BRAF have been reported in 3% to 5% of prostate cancer, although further characterization is lacking. Here, we describe the nature of BRAF alterations in prostate cancer using a large cohort from commercially available tissue and liquid biopsies subjected to comprehensive genomic profiling (CGP). EXPERIMENTAL DESIGN Tissue and liquid biopsies from patients with prostate cancer were profiled using FoundationOne CDx and FoundationOne Liquid CDx CGP assays, respectively. Tissue biopsies from non-prostate cancer types were used for comparison (n = 275,151). Genetic ancestry was predicted using a single-nucleotide polymorphism (SNP) based approach. RESULTS Among 15,864 tissue biopsies, BRAF-activating alterations were detected in 520 cases (3.3%). The majority (463 samples, 2.9%) harbored class II alterations, including BRAF rearrangements (243 samples, 1.5%), K601E (101 samples, 0.6%), and G469A (58 samples, 0.4%). BRAF-altered prostate cancers were enriched for CDK12 mutations (OR, 1.87; 9.2% vs. 5.2%; P = 0.018), but depleted in TMPRSS2 fusions (OR, 0.25; 11% vs. 32%; P < 0.0001), PTEN alterations (OR, 0.47; 17% vs. 31%; P < 0.0001), and APC alterations (OR, 0.48; 4.4% vs. 8.9%; P = 0.018) relative to BRAF wild-type (WT) disease. Compared with patients of European ancestry, BRAF alterations were more common in tumors from patients of African ancestry (5.1% vs. 2.9%, P < 0.0001) and Asian ancestry (6.0% vs. 2.9%, P < 0.001). CONCLUSIONS Activating BRAF alterations were detected in approximately 3% of prostate cancers, and most were class II mutations and rearrangements; BRAF V600 mutations were exceedingly rare. These findings suggest that BRAF activation in prostate cancer is unique from other cancers and supports further clinical investigation of therapeutics targeting the mitogen-activated protein kinase (MAPK) pathway.
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Affiliation(s)
| | | | - Eamon Toye
- Masonic Cancer Center, University of Minnesota, Minneapolis, Minnesota
| | | | | | - Hannah E. Bergom
- Masonic Cancer Center, University of Minnesota, Minneapolis, Minnesota
| | - Hedyeh Ebrahimi
- City of Hope Comprehensive Cancer Center, Duarte, California
| | - Sumanta Pal
- City of Hope Comprehensive Cancer Center, Duarte, California
| | - Tanya Dorff
- City of Hope Comprehensive Cancer Center, Duarte, California
| | - Neeraj Agarwal
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Brandon A. Mahal
- Sylvester Comprehensive Cancer Center, University of Miami, Miami, Florida
| | | | - Justin Hwang
- Masonic Cancer Center, University of Minnesota, Minneapolis, Minnesota
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8
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de Jong AC, Isebia KT, Ling SW, de Weerd V, Van NM, Kraan J, Martens JWM, Mehra N, Hamberg P, Lolkema MP, de Wit R, van der Veldt AAM, Wilting SM. Liquid Biopsies for Early Response Evaluation of Radium-223 in Metastatic Prostate Cancer. JCO Precis Oncol 2023; 7:e2300156. [PMID: 38061007 DOI: 10.1200/po.23.00156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 09/07/2023] [Accepted: 09/26/2023] [Indexed: 12/18/2023] Open
Abstract
PURPOSE Reliable biomarkers for response monitoring during radium-223 treatment in patients with metastatic castration-resistant prostate cancer (mCRPC) are lacking. Circulating tumor cells (CTCs) and circulating tumor DNA (ctDNA), obtained from liquid biopsies, are shown to have prognostic value in mCRPC. The aim of this study was to determine the value of CTCs and ctDNA for response evaluation of radium-223. METHODS In this prospective multicenter study, longitudinal blood draws and imaging were performed in 28 patients with mCRPC and predominantly bone disease, who were treated with radium-223. CTCs were counted (CELLSEARCH CTC test), while fraction of ctDNA was estimated by measuring aneuploidy of cell-free DNA (cfDNA; modified Fast Aneuploidy Screening Test-Sequencing System). CTC counts and aneuploidy score (AS) were categorized as low (<5) and high (≥5). Primary and secondary clinical end points were failure-free survival (FFS), and overall survival (OS) and development of extraosseous metastases, respectively. Additionally, CTC count and AS were related to alkaline phosphatase (ALP) and total tumor volume in bone (TTVbone) on positron emission tomography-computed tomography with 68gallium prostate-specific membrane antigen. RESULTS FFS was longer in patients with a low CTC count or AS either at baseline or after 12 weeks, whereas for OS, only a significant association with CTC count was observed. Liquid biopsy results correlated well with ALP and TTVbone at baseline, but not with change in both parameters after three cycles of radium-223. AS and CTC count were significantly correlated. CONCLUSION CTC count and AS of cfDNA at baseline and during treatment predict clinical response to radium-223 in patients with mCRPC, warranting future evaluation of their value in treatment guidance.
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Affiliation(s)
- Anouk C de Jong
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Khrystany T Isebia
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Sui Wai Ling
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Vanja de Weerd
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Ngoc M Van
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Jaco Kraan
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - John W M Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Niven Mehra
- Department of Medical Oncology, Radboud UMC, Nijmegen, the Netherlands
| | - Paul Hamberg
- Department of Internal Medicine, Franciscus Gasthuis and Vlietland, Rotterdam, the Netherlands
| | - Martijn P Lolkema
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Ronald de Wit
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Astrid A M van der Veldt
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
- Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Saskia M Wilting
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
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9
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Logotheti S, Papadaki E, Zolota V, Logothetis C, Vrahatis AG, Soundararajan R, Tzelepi V. Lineage Plasticity and Stemness Phenotypes in Prostate Cancer: Harnessing the Power of Integrated "Omics" Approaches to Explore Measurable Metrics. Cancers (Basel) 2023; 15:4357. [PMID: 37686633 PMCID: PMC10486655 DOI: 10.3390/cancers15174357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 08/21/2023] [Accepted: 08/25/2023] [Indexed: 09/10/2023] Open
Abstract
Prostate cancer (PCa), the most frequent and second most lethal cancer type in men in developed countries, is a highly heterogeneous disease. PCa heterogeneity, therapy resistance, stemness, and lethal progression have been attributed to lineage plasticity, which refers to the ability of neoplastic cells to undergo phenotypic changes under microenvironmental pressures by switching between developmental cell states. What remains to be elucidated is how to identify measurements of lineage plasticity, how to implement them to inform preclinical and clinical research, and, further, how to classify patients and inform therapeutic strategies in the clinic. Recent research has highlighted the crucial role of next-generation sequencing technologies in identifying potential biomarkers associated with lineage plasticity. Here, we review the genomic, transcriptomic, and epigenetic events that have been described in PCa and highlight those with significance for lineage plasticity. We further focus on their relevance in PCa research and their benefits in PCa patient classification. Finally, we explore ways in which bioinformatic analyses can be used to determine lineage plasticity based on large omics analyses and algorithms that can shed light on upstream and downstream events. Most importantly, an integrated multiomics approach may soon allow for the identification of a lineage plasticity signature, which would revolutionize the molecular classification of PCa patients.
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Affiliation(s)
- Souzana Logotheti
- Department of Pathology, University of Patras, 26504 Patras, Greece; (S.L.); (E.P.); (V.Z.)
| | - Eugenia Papadaki
- Department of Pathology, University of Patras, 26504 Patras, Greece; (S.L.); (E.P.); (V.Z.)
- Department of Informatics, Ionian University, 49100 Corfu, Greece;
| | - Vasiliki Zolota
- Department of Pathology, University of Patras, 26504 Patras, Greece; (S.L.); (E.P.); (V.Z.)
| | - Christopher Logothetis
- Department of Genitourinary Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA;
| | | | - Rama Soundararajan
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Vasiliki Tzelepi
- Department of Pathology, University of Patras, 26504 Patras, Greece; (S.L.); (E.P.); (V.Z.)
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10
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Abstract
ABSTRACT The advent of high-throughput technologies has enabled the analysis of minute amounts of tumor-derived material purified from body fluids, termed "liquid biopsies." Prostate cancer (PCa) management, like in many other cancer types, has benefited from liquid biopsies at several stages of the disease. Although initially describing circulating tumor cells in blood, the term "liquid biopsy" has come to more prominently include cell-free, circulating tumor DNA, as well as RNA, proteins, and other molecules. They provide tumor molecular information representing the entire, often-heterogeneous disease, relatively noninvasively and longitudinally. Blood has been the main liquid biopsy specimen in PCa, and urine has also proven beneficial. Technological advances have allowed clinical implementation of some liquid biopsies in PCa, in disease monitoring and precision oncology. This narrative review introduces the main types of blood-based PCa liquid biopsies focusing on advances in the past 5 years. Clinical adoption of liquid biopsies to detect and monitor the evolving PCa tumor biology promises to deepen our understanding of the disease and improve patient outcomes.
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Affiliation(s)
- Andi K. Cani
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
| | - Simpa S. Salami
- Rogel Cancer Center, University of Michigan, Ann Arbor, MI, USA
- Department of Urology, University of Michigan Medical School, Ann Arbor, MI, USA
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11
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Raei N, Safaralizadeh R, Latifi-Navid S. Clinical application of circulating tumor DNA in metastatic cancers. Expert Rev Mol Diagn 2023; 23:1209-1220. [PMID: 37797209 DOI: 10.1080/14737159.2023.2268008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 10/04/2023] [Indexed: 10/07/2023]
Abstract
INTRODUCTION Advances in genomics have facilitated the application of cell-free DNA (cfDNA) and circulating tumor DNA (ctDNA) in phase II and phase III clinical trials. The various mutations of cfDNA/ctDNA have been correlated with clinical features. Advances in next-generation sequencing (NGS) and digital droplet PCR have paved the way for identifying cfDNA/ctDNA mutations. AREAS COVERED Herein, the biology of ctDNA and its function in clinical application in metastasis, which may lead to improved clinical management of metastatic cancer patients, are comprehensively reviewed. EXPERT OPINION Metastatic cancer ctDNA shows the greatest frequency of mutations in TP53, HER-2, KRAS, and EGFR genes (alteration frequency of > 50%). Therefore, identifying key mutations frequently present in metastatic cancers can help identify patients with pre-malignant tumors before cancer progression. Studying ctDNA can help determine the prognosis and select appropriate treatments for affected patients. Nevertheless, the obstacles to detecting and analyzing ctDNA should be addressed before translation into routine practice. Also, more clinical trials should be conducted to study the significance of ctDNA in commonly diagnosed malignancies. Given the recent advances in personalized anti-neoplastic treatments, further studies are needed to detect a panel of ctDNA and patient-specific ctDNA for various cancers.
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Affiliation(s)
- Negin Raei
- Digestive Disease Research Center, Ardabil University of Medical Sciences, Ardabil, Iran
- Department of Biology, Faculty of Natural Sciences, University of Tabriz, Tabriz, Iran
| | - Reza Safaralizadeh
- Department of Biology, Faculty of Natural Sciences, University of Tabriz, Tabriz, Iran
| | - Saeid Latifi-Navid
- Department of Biology, Faculty of Sciences, University of Mohaghegh Ardabili, Ardabil, Iran
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12
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Luo M, Liu Y, Zhao M. Identifying the Common Cell-Free DNA Biomarkers across Seven Major Cancer Types. Biology (Basel) 2023; 12:934. [PMID: 37508365 PMCID: PMC10376459 DOI: 10.3390/biology12070934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 06/25/2023] [Accepted: 06/27/2023] [Indexed: 07/30/2023]
Abstract
Blood-based detection of circulating cell-free DNA (cfDNA) is a non-invasive and easily accessible method for early cancer detection. Despite the extensive utility of cfDNA, there are still many challenges to developing clinical biomarkers. For example, cfDNA with genetic alterations often composes a small portion of the DNA circulating in plasma, which can be confounded by cfDNA contributed by normal cells. Therefore, filtering out the potential false-positive cfDNA mutations from healthy populations will be important for cancer-based biomarkers. Additionally, many low-frequency genetic alterations are easily overlooked in a small number of cfDNA-based cancer tests. We hypothesize that the combination of diverse types of cancer studies on cfDNA will provide us with a new perspective on the identification of low-frequency genetic variants across cancer types for promoting early diagnosis. By building a standardized computational pipeline for 1358 cfDNA samples across seven cancer types, we prioritized 129 shard genetic variants in the major cancer types. Further functional analysis of the 129 variants found that they are mainly enriched in ribosome pathways such as cotranslational protein targeting the membrane, some of which are tumour suppressors, oncogenes, and genes related to cancer initiation. In summary, our integrative analysis revealed the important roles of ribosome proteins as common biomarkers in early cancer diagnosis.
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Affiliation(s)
- Mingyu Luo
- School of Science, Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD 4558, Australia
| | - Yining Liu
- The School of Public Health, Institute for Chemical Carcinogenesis, Guangzhou Medical University, Guangzhou 510120, China
| | - Min Zhao
- School of Science, Technology and Engineering, University of the Sunshine Coast, Sippy Downs, QLD 4558, Australia
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13
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Du X, Fei X, Wang J, Dong Y, Fan L, Yang B, Chen W, Gong Y, Xia B, Zhu H, Wu F, Wang Y, Dong L, Zhu Y, Pan J, Yao X, Dong B. Early serial circulating tumor DNA sequencing predicts the efficacy of chemohormonal therapy in patients with metastatic hormone-sensitive prostate cancer. Transl Oncol 2023; 34:101701. [PMID: 37247504 DOI: 10.1016/j.tranon.2023.101701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 05/14/2023] [Accepted: 05/23/2023] [Indexed: 05/31/2023] Open
Abstract
Chemohormonal therapy is a standard treatment for metastatic hormone-sensitive prostate cancer (mHSPC); however, there are no biomarkers to guide clinical decisions regarding therapeutic options. We aimed to evaluate the clinical utility of serial circulating tumor DNA (ctDNA) sequencing in early prediction of the efficacy of chemohormonal therapy in patients with mHSPC. We conducted a retrospective observational study of 66 patients with mHSPC receiving chemohormonal therapy who underwent serial targeted gene-panel ctDNA sequencing. Peripheral blood samples were collected before treatment and after one cycle of chemotherapy. Kaplan-Meier and log-rank analyses were used to analyze the association between ctDNA status and disease progression-free survival. Serial changes in the ctDNA fraction and genetic alterations were also observed. After one cycle of chemotherapy, 23 (34.8%) patients displayed elevated ctDNA levels, whereas the other patients (65.2%, n = 43) did not. The median time to castration resistance in the group with reduced ctDNA levels was significantly longer than that in the group with increased ctDNA levels (17.70 vs. 8.43 months [mo], p < 0.001). Interestingly, patients with de novo alterations in homologous recombination pathway genes after treatment experienced a shorter time to castration resistance than that experienced by the remaining patients (8.02 vs. 13.20 mo, p = 0.011). The increased ctDNA levels or de novo alterations detected in homologous recombination pathway genes are a harbinger of disease progression. Early serial ctDNA sequencing could aid clinicians in making accurate treatment decisions.
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Affiliation(s)
- Xinxing Du
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaochen Fei
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jialin Wang
- State Key Laboratory of Oncogenes and Related Genes, Renji-Med X Clinical Stem Cell Research Center, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yanhao Dong
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Liancheng Fan
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Bin Yang
- Department of Urology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
| | - Wei Chen
- Department of Urology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Yiming Gong
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Binbin Xia
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Hanjing Zhu
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Fan Wu
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yanqing Wang
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Liang Dong
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yinjie Zhu
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jiahua Pan
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xudong Yao
- Department of Urology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
| | - Baijun Dong
- Department of Urology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
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14
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Li S, Hu R, Small C, Kang TY, Liu CC, Zhou XJ, Li W. cfSNV: a software tool for the sensitive detection of somatic mutations from cell-free DNA. Nat Protoc 2023; 18:1563-1583. [PMID: 36849599 PMCID: PMC10411976 DOI: 10.1038/s41596-023-00807-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 11/24/2022] [Indexed: 03/01/2023]
Abstract
Cell-free DNA (cfDNA) in blood, viewed as a surrogate for tumor biopsy, has many clinical applications, including diagnosing cancer, guiding cancer treatment and monitoring treatment response. All these applications depend on an indispensable, yet underdeveloped task: detecting somatic mutations from cfDNA. The task is challenging because of the low tumor fraction in cfDNA. Recently, we developed the computational method cfSNV, the first method that comprehensively considers the properties of cfDNA for the sensitive detection of mutations from cfDNA. cfSNV vastly outperformed the conventional methods that were developed primarily for calling mutations from solid tumor tissues. cfSNV can accurately detect mutations in cfDNA even with medium-coverage (e.g., ≥200×) sequencing, which makes whole-exome sequencing (WES) of cfDNA a viable option for various clinical utilities. Here, we present a user-friendly cfSNV package that exhibits fast computation and convenient user options. We also built a Docker image of it, which is designed to enable researchers and clinicians with a limited computational background to easily carry out analyses on both high-performance computing platforms and local computers. Mutation calling from a standard preprocessed WES dataset (~250× and ~70 million base pair target size) can be carried out in 3 h on a server with eight virtual CPUs and 32 GB of random access memory.
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Affiliation(s)
- Shuo Li
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
| | - Ran Hu
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
- Bioinformatics Interdepartmental Graduate Program, University of California at Los Angeles, Los Angeles, CA, USA
- Institute for Quantitative & Computational Biosciences, University of California at Los Angeles, Los Angeles, CA, USA
| | - Colin Small
- Institute for Quantitative & Computational Biosciences, University of California at Los Angeles, Los Angeles, CA, USA
| | | | - Chun-Chi Liu
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA
- EarlyDiagnostics Inc., Los Angeles, CA, USA
| | - Xianghong Jasmine Zhou
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA.
- Institute for Quantitative & Computational Biosciences, University of California at Los Angeles, Los Angeles, CA, USA.
- EarlyDiagnostics Inc., Los Angeles, CA, USA.
| | - Wenyuan Li
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California at Los Angeles, Los Angeles, CA, USA.
- EarlyDiagnostics Inc., Los Angeles, CA, USA.
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15
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Ying M, Mao J, Sheng L, Wu H, Bai G, Zhong Z, Pan Z. Biomarkers for Prostate Cancer Bone Metastasis Detection and Prediction. J Pers Med 2023; 13:jpm13050705. [PMID: 37240875 DOI: 10.3390/jpm13050705] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 04/06/2023] [Accepted: 04/17/2023] [Indexed: 05/28/2023] Open
Abstract
Prostate cancer (PCa) causes deaths worldwide, ranking second after lung cancer. Bone metastasis (BM) frequently results from advanced PCa, affecting approximately 90% of patients, and it also often results in severe skeletal-related events. Traditional diagnostic methods for bone metastases, such as tissue biopsies and imaging, have substantial drawbacks. This article summarizes the significance of biomarkers in PCa accompanied with BM, including (1) bone formation markers like osteopontin (OPN), pro-collagen type I C-terminal pro-peptide (PICP), osteoprotegerin (OPG), pro-collagen type I N-terminal pro-peptide (PINP), alkaline phosphatase (ALP), and osteocalcin (OC); (2) bone resorption markers, including C-telopeptide of type I collagen (CTx), N-telopeptide of type I collagen (NTx), bone sialoprotein (BSP), tartrate-resistant acid phosphatase (TRACP), deoxypyridinoline (D-PYD), pyridoxine (PYD), and C-terminal pyridinoline cross-linked telopeptide of type I collagen (ICTP); (3) prostate-specific antigen (PSA); (4) neuroendocrine markers, such as chromogranin A (CgA), neuron-specific enolase (NSE), and pro-gastrin releasing peptide (ProGRP); (5) liquid biopsy markers, such as circulating tumor cells (CTCs), microRNA (miRNA), circulating tumor DNA (ctDNA), and cell-free DNA (cfDNA) and exosomes. In summary, some of these markers are already in widespread clinical use, while others still require further laboratory or clinical studies to validate their value for clinical application.
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Affiliation(s)
- Mingshuai Ying
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
| | - Jianshui Mao
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
| | - Lingchao Sheng
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
| | - Hongwei Wu
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
| | - Guangchao Bai
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
| | - Zhuolin Zhong
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
| | - Zhijun Pan
- Department of Orthopaedic Surgery, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu 322000, China
- Department of Orthopaedic Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310000, China
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16
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Du XX, Dong YH, Zhu HJ, Fei XC, Gong YM, Xia BB, Wu F, Wang JY, Liu JZ, Fan LC, Wang YQ, Dong L, Zhu YJ, Pan JH, Dong BJ, Xue W. PD-1 inhibitor plus anlotinib for metastatic castration-resistant prostate cancer: a real-world study. Asian J Androl 2023; 25:179-183. [PMID: 36537376 PMCID: PMC10069691 DOI: 10.4103/aja2022102] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Management and treatment of terminal metastatic castration-resistant prostate cancer (mCRPC) remains heavily debated. We sought to investigate the efficacy of programmed cell death 1 (PD-1) inhibitor plus anlotinib as a potential solution for terminal mCRPC and further evaluate the association of genomic characteristics with efficacy outcomes. We conducted a retrospective real-world study of 25 mCRPC patients who received PD-1 inhibitor plus anlotinib after the progression to standard treatments. The clinical information was extracted from the electronic medical records and 22 patients had targeted circulating tumor DNA (ctDNA) next-generation sequencing. Statistical analysis showed that 6 (24.0%) patients experienced prostate-specific antigen (PSA) response and 11 (44.0%) patients experienced PSA reduction. The relationship between ctDNA findings and outcomes was also analyzed. DNA-damage repair (DDR) pathways and homologous recombination repair (HRR) pathway defects indicated a comparatively longer PSA-progression-free survival (PSA-PFS; 2.5 months vs 1.2 months, P = 0.027; 3.3 months vs 1.2 months, P = 0.017; respectively). This study introduces the PD-1 inhibitor plus anlotinib as a late-line therapeutic strategy for terminal mCRPC. PD-1 inhibitor plus anlotinib may be a new treatment choice for terminal mCRPC patients with DDR or HRR pathway defects and requires further investigation.
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Affiliation(s)
- Xin-Xing Du
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Yan-Hao Dong
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Han-Jing Zhu
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Xiao-Chen Fei
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Yi-Ming Gong
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Bin-Bin Xia
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Fan Wu
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Jia-Yi Wang
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Jia-Zhou Liu
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Lian-Cheng Fan
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Yan-Qing Wang
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Liang Dong
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Yin-Jie Zhu
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Jia-Hua Pan
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Bai-Jun Dong
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Wei Xue
- Department of Urology, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
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17
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Wang Z, Yan X, Tang P, Tang T, Wang Y, Peng S, Wang S, Lan W, Wang L, Zhang Y, Zhang J, Li K, Shu Z, Xu J, Qin J, Zhang D, Jiang J, Liu Q. Genetic profiling of hormone-sensitive and castration-resistant prostate cancers and identification of genetic mutations prone to castration-resistant prostate cancer. Prostate Cancer Prostatic Dis 2023; 26:180-187. [PMID: 36401126 DOI: 10.1038/s41391-022-00618-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 10/28/2022] [Accepted: 11/03/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND Genetic profiling of patients with prostate cancer could potentially identify mutations prone to castration-resistant prostate cancer (CRPC). Here, we aimed to identify the differences in genetic profiles of patients with hormone-sensitive prostate cancer (HSPC) and CRPC and stratify HSPC patients to identify mutations associated with CRPC progression. METHODS A total of 103 samples were collected, including 62 DNA samples from the tumor tissues of 59 HSPC patients and 41 cell-free DNA (cfDNA) samples from prostate cancer patients at different cancer stages. Targeted sequence was conducted on both the tissue DNA and cfDNA. The associations between mutations and clinical outcomes (CRPC-free time) were analyzed using χ2 test, logistic regression analysis, Kaplan-Meier analysis, and Cox regression analysis. RESULTS By comparing to that of cfDNA sequencing, the results from DNA sequencing of 1-needle (80%) and mixed 12-needle (77.8%) biopsies are highly comparable. FOXA1 (30.5%), CDK12 (23.7%), and TP53 (22.0%) were the top 3 most frequently mutated genes in HSPC patients; 50.8% (30/59) and 44.1% (26/59) HSPC patients had mutations in DDR and HRR pathway, respectively. Mutations in AR and APC as well as the members involved in the regulation of stem cell pluripotency and EMT pathway were often observed in CRPC samples. We established a panel of four genetic mutations (MSH2, CDK12, TP53, and RB1) to predict the risk of CRPC early progression with concordance index = 0.609 and the area under curve of the ROC curve as 0.838. CONCLUSIONS In this study, we demonstrated that the cfDNA can be used in genetic profiling in prostate cancer and our newly established panel is capable of predicting which mHSPC patient has a high risk of early CRPC progression.
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Affiliation(s)
- Ze Wang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Xuzhi Yan
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Peng Tang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Tang Tang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Yapeng Wang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Song Peng
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Shuo Wang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Weihua Lan
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Luofu Wang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Yao Zhang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Jun Zhang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Ke Li
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Zehua Shu
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Jing Xu
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China
| | - Jun Qin
- CAS Key Laboratory of Tissue Microenvironment and Tumor, CAS Center for Excellence in Molecular Cell Science, Shanghai Institute of Nutrition and Health Sciences, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai, PR China
| | - Dianzheng Zhang
- Department of Bio-Medical Sciences, Philadelphia College of Osteopathic Medicine, Philadelphia, PA, USA
| | - Jun Jiang
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China.
| | - Qiuli Liu
- Department of Urology, Daping Hospital, Army Medical University, Chongqing, PR China.
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18
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De Sarkar N, Patton RD, Doebley AL, Hanratty B, Adil M, Kreitzman AJ, Sarthy JF, Ko M, Brahma S, Meers MP, Janssens DH, Ang LS, Coleman IM, Bose A, Dumpit RF, Lucas JM, Nunez TA, Nguyen HM, McClure HM, Pritchard CC, Schweizer MT, Morrissey C, Choudhury AD, Baca SC, Berchuck JE, Freedman ML, Ahmad K, Haffner MC, Montgomery RB, Corey E, Henikoff S, Nelson PS, Ha G. Nucleosome Patterns in Circulating Tumor DNA Reveal Transcriptional Regulation of Advanced Prostate Cancer Phenotypes. Cancer Discov 2023; 13:632-653. [PMID: 36399432 PMCID: PMC9976992 DOI: 10.1158/2159-8290.cd-22-0692] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 10/01/2022] [Accepted: 11/16/2022] [Indexed: 11/19/2022]
Abstract
Advanced prostate cancers comprise distinct phenotypes, but tumor classification remains clinically challenging. Here, we harnessed circulating tumor DNA (ctDNA) to study tumor phenotypes by ascertaining nucleosome positioning patterns associated with transcription regulation. We sequenced plasma ctDNA whole genomes from patient-derived xenografts representing a spectrum of androgen receptor active (ARPC) and neuroendocrine (NEPC) prostate cancers. Nucleosome patterns associated with transcriptional activity were reflected in ctDNA at regions of genes, promoters, histone modifications, transcription factor binding, and accessible chromatin. We identified the activity of key phenotype-defining transcriptional regulators from ctDNA, including AR, ASCL1, HOXB13, HNF4G, and GATA2. To distinguish NEPC and ARPC in patient plasma samples, we developed prediction models that achieved accuracies of 97% for dominant phenotypes and 87% for mixed clinical phenotypes. Although phenotype classification is typically assessed by IHC or transcriptome profiling from tumor biopsies, we demonstrate that ctDNA provides comparable results with diagnostic advantages for precision oncology. SIGNIFICANCE This study provides insights into the dynamics of nucleosome positioning and gene regulation associated with cancer phenotypes that can be ascertained from ctDNA. New methods for classification in phenotype mixtures extend the utility of ctDNA beyond assessments of somatic DNA alterations with important implications for molecular classification and precision oncology. This article is highlighted in the In This Issue feature, p. 517.
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Affiliation(s)
- Navonil De Sarkar
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Clinical Research, Fred Hutchinson Cancer Center, Seattle, Washington
- Department of Pathology and Prostate Cancer Center of Excellence, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Robert D. Patton
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Anna-Lisa Doebley
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, Washington
- Medical Scientist Training Program, University of Washington, Seattle, Washington
| | - Brian Hanratty
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Mohamed Adil
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Adam J. Kreitzman
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Jay F. Sarthy
- Division of Basic Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Minjeong Ko
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Sandipan Brahma
- Division of Basic Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Michael P. Meers
- Division of Basic Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Derek H. Janssens
- Division of Basic Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Lisa S. Ang
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Ilsa M. Coleman
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Arnab Bose
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Ruth F. Dumpit
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Jared M. Lucas
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Talina A. Nunez
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Holly M. Nguyen
- Department of Urology, University of Washington, Seattle, Washington
| | | | - Colin C. Pritchard
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington
- Brotman Baty Institute for Precision Medicine, Seattle, Washington
| | - Michael T. Schweizer
- Division of Clinical Research, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Oncology, Department of Medicine, University of Washington, Seattle, Washington
| | - Colm Morrissey
- Department of Urology, University of Washington, Seattle, Washington
| | - Atish D. Choudhury
- Dana-Farber Cancer Institute, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Sylvan C. Baca
- Dana-Farber Cancer Institute, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Matthew L. Freedman
- Dana-Farber Cancer Institute, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Kami Ahmad
- Division of Basic Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
| | - Michael C. Haffner
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Clinical Research, Fred Hutchinson Cancer Center, Seattle, Washington
- Department of Laboratory Medicine and Pathology, University of Washington, Seattle, Washington
| | - R. Bruce Montgomery
- Division of Oncology, Department of Medicine, University of Washington, Seattle, Washington
| | - Eva Corey
- Department of Urology, University of Washington, Seattle, Washington
| | - Steven Henikoff
- Division of Basic Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Howard Hughes Medical Institute, Chevy Chase, Maryland
| | - Peter S. Nelson
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Clinical Research, Fred Hutchinson Cancer Center, Seattle, Washington
- Department of Urology, University of Washington, Seattle, Washington
- Brotman Baty Institute for Precision Medicine, Seattle, Washington
- Division of Oncology, Department of Medicine, University of Washington, Seattle, Washington
- Corresponding Authors: Gavin Ha, Fred Hutchinson Cancer Center, 1100 Fairview Avenue North, Seattle, WA 98109. Phone: 206-667-2802; E-mail: ; and Peter S. Nelson, Fred Hutchinson Cancer Center, 1100 Fairview Avenue North, Seattle, WA 98109. Phone: 206-667-3377; E-mail:
| | - Gavin Ha
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington
- Division of Human Biology, Fred Hutchinson Cancer Center, Seattle, Washington
- Brotman Baty Institute for Precision Medicine, Seattle, Washington
- Department of Genome Sciences, University of Washington, Seattle, Washington
- Corresponding Authors: Gavin Ha, Fred Hutchinson Cancer Center, 1100 Fairview Avenue North, Seattle, WA 98109. Phone: 206-667-2802; E-mail: ; and Peter S. Nelson, Fred Hutchinson Cancer Center, 1100 Fairview Avenue North, Seattle, WA 98109. Phone: 206-667-3377; E-mail:
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19
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Carm KT, Johannessen B, Bogaard M, Bakken AC, Maltau AV, Hoff AM, Axcrona U, Axcrona K, Lothe RA, Skotheim RI. Somatic mutations reveal complex metastatic seeding from multifocal primary prostate cancer. Int J Cancer 2023; 152:945-951. [PMID: 35880692 PMCID: PMC10087486 DOI: 10.1002/ijc.34226] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 06/27/2022] [Accepted: 07/05/2022] [Indexed: 01/06/2023]
Abstract
Primary prostate cancer shows a striking intraorgan molecular heterogeneity, with multiple spatially separated malignant foci in the majority of patients. Metastatic prostate cancer, however, typically reveals more homogenous molecular profiles, suggesting a monoclonal origin of the metastatic lesions. Longitudinal mutational spectra, comparing multiple primary lesions with metastases from the same patients remain poorly defined. We have here analyzed somatic mutations in multisampled, spatio-temporal biobanked lesions (38 samples from primary foci and 1 sample from each of 8 metastases from seven prostate cancer patients) applying a custom-designed panel targeting 68 prostate cancer relevant genes. The metastatic samples were taken at time of primary surgery and up to 7 years later, and sampling included circulating tumor DNA in plasma or solid metastatic tissue samples. A total of 282 somatic mutations were detected, with a range of 0 to 25 mutations per sample. Although seven samples had solely private mutations, the remaining 39 samples had both private and shared mutations. Seventy-four percent of mutations in metastases were not found in any primary samples, and vice versa, 96% of mutations in primary cancers were not found in any metastatic samples. However, for three patients, shared mutations were found suggesting the focus of origin, including mutations in AKT1, FOXA1, HOXB13, RB1 and TP53. In conclusion, the spatio-temporal heterogeneous nature of multifocal disease is emphasized in our study, and underlines the importance of testing a recent sample in genomics-based precision medicine for metastatic prostate cancer.
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Affiliation(s)
- Kristina T Carm
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Bjarne Johannessen
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway
| | - Mari Bogaard
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway.,Department of Pathology, Oslo University Hospital-Radiumhospitalet, Oslo, Norway
| | - Anne Cathrine Bakken
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway
| | - Aase V Maltau
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway
| | - Andreas M Hoff
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway
| | - Ulrika Axcrona
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway.,Department of Pathology, Oslo University Hospital-Radiumhospitalet, Oslo, Norway
| | - Karol Axcrona
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway.,Department of Urology, Akershus University Hospital, Lørenskog, Norway
| | - Ragnhild A Lothe
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway.,Institute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Rolf I Skotheim
- Department of Molecular Oncology, Institute for Cancer Research, Oslo University Hospital-Radiumhospitalet, Oslo, Norway.,Department of Informatics, Faculty of Mathematics and Natural Sciences, University of Oslo, Oslo, Norway
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20
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Carbonell C, Frigola J, Pardo N, Callejo A, Iranzo P, Valdivia A, Priano I, Cedrés S, Martinez-Marti A, Navarro A, Lenza L, Soleda M, Gonzalo-Ruiz J, Vivancos A, Sansó M, Carcereny E, Morán T, Amat R, Felip E. Dynamic changes in circulating tumor DNA assessed by shallow whole-genome sequencing associate with clinical efficacy of checkpoint inhibitors in NSCLC. Mol Oncol 2023; 17:779-791. [PMID: 36852704 PMCID: PMC10158763 DOI: 10.1002/1878-0261.13409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 01/17/2023] [Accepted: 02/27/2023] [Indexed: 03/01/2023] Open
Abstract
Immune checkpoint inhibitors (ICIs) targeting the PD-1/PD-L1 axis are the main therapeutic option for patients with advanced non-small cell lung cancer (NSCLC) without a druggable oncogenic alteration. Nevertheless, only a portion of patients benefit from this type of treatment. Here, we assessed the value of shallow whole-genome sequencing (sWGS) on plasma samples to monitor ICI benefit. We applied sWGS on cell-free DNA (cfDNA) extracted from plasma samples of 45 patients with metastatic NSCLC treated with ICIs. Over 150 samples were obtained before ICI treatment initiation and at several time points throughout treatment. From sWGS data, we computed the tumor fraction (TFx) and somatic copy number alteration (SCNA) burden and associated them with ICI benefit and clinical features. TFx at baseline correlated with metastatic lesions at the bone and the liver, and high TFx (≥ 10%) associated with ICI benefit. Moreover, its assessment in on-treatment samples was able to better predict clinical efficacy, regardless of the TFx levels at baseline. Finally, for a subset of patients for whom SCNA burden could be computed, increased burden correlated with diminished benefit following ICI treatment. Thus, our data indicate that the analysis of cfDNA by sWGS enables the monitoring of two potential biomarkers-TFx and SCNA burden-of ICI benefit in a cost-effective manner, facilitating multiple serial-sample analyses. Larger cohorts will be needed to establish its clinical potential.
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Affiliation(s)
- Caterina Carbonell
- Thoracic Cancers Translational Genomics Unit, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Joan Frigola
- Thoracic Cancers Translational Genomics Unit, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Nuria Pardo
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Ana Callejo
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Patricia Iranzo
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Augusto Valdivia
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Ilaria Priano
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Susana Cedrés
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Alex Martinez-Marti
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Alejandro Navarro
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
| | - Laura Lenza
- Thoracic Cancers Translational Genomics Unit, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Mireia Soleda
- Thoracic Cancers Translational Genomics Unit, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Javier Gonzalo-Ruiz
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Ana Vivancos
- Cancer Genomics Laboratory, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Miriam Sansó
- Balearic Islands Health Research Institute (IdISBa), Palma de Mallorca, Spain
| | - Enric Carcereny
- Medical Oncology Department, Catalan Institute of Oncology Badalona, Hospital Universitari Germans Trias i Pujol, Badalona Applied Research Group in Oncology, Institut Germans Trias i Pujol, Barcelona, Spain
| | - Teresa Morán
- Medical Oncology Department, Catalan Institute of Oncology Badalona, Hospital Universitari Germans Trias i Pujol, Badalona Applied Research Group in Oncology, Institut Germans Trias i Pujol, Barcelona, Spain
- Department of Medicine, Universitat Autònoma de Barcelona, Spain
| | - Ramon Amat
- Thoracic Cancers Translational Genomics Unit, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
| | - Enriqueta Felip
- Thoracic Cancers Translational Genomics Unit, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Clinical Research Department, Vall d'Hebron Institut d'Oncologia (VHIO), Barcelona, Spain
- Oncology Department, Vall d'Hebron Barcelona Hospital Campus, Spain
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21
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Reichert ZR, Morgan TM, Li G, Castellanos E, Snow T, Dall'Olio FG, Madison RW, Fine AD, Oxnard GR, Graf RP, Stover DG. Prognostic value of plasma circulating tumor DNA fraction across four common cancer types: a real-world outcomes study. Ann Oncol 2023; 34:111-120. [PMID: 36208697 PMCID: PMC9805517 DOI: 10.1016/j.annonc.2022.09.163] [Citation(s) in RCA: 25] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 09/20/2022] [Accepted: 09/23/2022] [Indexed: 02/03/2023] Open
Abstract
BACKGROUND Genomic analysis of circulating tumor DNA (ctDNA) is increasingly incorporated into the clinical management of patients with advanced cancer. Beyond tumor profiling, ctDNA analysis also can enable calculation of circulating tumor fraction (TF), which has previously been found to be prognostic. While most prognostic models in metastatic cancer are tumor type specific and require significant patient-level data, quantification of TF in ctDNA has the potential to serve as a pragmatic, tumor-agnostic prognostic tool. PATIENTS AND METHODS This study utilized a cohort of patients in a nationwide de-identified clinico-genomic database with metastatic castration-resistant prostate cancer (mCRPC), metastatic breast cancer (mBC), advanced non-small-cell lung cancer (aNSCLC), or metastatic colorectal cancer (mCRC) undergoing liquid biopsy testing as part of routine care. TF was calculated based on single-nucleotide polymorphism aneuploidy across the genome. Clinical, disease, laboratory, and treatment data were captured from the electronic health record. Overall survival (OS) was evaluated by TF level while controlling for relevant covariables. RESULTS A total of 1725 patients were included: 198 mCRPC, 402 mBC, 902 aNSCLC, and 223 mCRC. TF ≥10% was highly correlated with OS in univariable analyses for all cancer types: mCRPC [hazard ratio (HR) 3.3, 95% confidence interval (CI) 2.04-5.34, P < 0.001], mBC (HR 2.4, 95% CI 1.71-3.37, P < 0.001), aNSCLC (HR 1.68, 95% CI 1.34-2.1, P < 0.001), and mCRC (HR 2.11, 95% CI 1.39-3.2, P < 0.001). Multivariable assessments of TF had similar point estimates and CIs, suggesting a consistent and independent association with survival. Exploratory analysis showed that TF remained consistently prognostic across a wide range of cutpoints. CONCLUSIONS Plasma ctDNA TF is a pragmatic, independent prognostic biomarker across four advanced cancers with potential to guide clinical conversations around expected treatment outcomes. With further prospective validation, ctDNA TF could be incorporated into care paradigms to enable precision escalation and de-escalation of cancer therapy based on patient-level tumor biology.
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Affiliation(s)
| | | | - G Li
- Foundation Medicine, Cambridge, USA
| | | | - T Snow
- Flatiron Health, New York, USA
| | - F G Dall'Olio
- Gustave Roussy, Villejuif, France; University of Bologna, Bologna, Italy
| | | | - A D Fine
- Foundation Medicine, Cambridge, USA
| | | | - R P Graf
- Foundation Medicine, Cambridge, USA
| | - D G Stover
- The Ohio State University, Columbus, USA.
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22
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Doebley AL, Ko M, Liao H, Cruikshank AE, Santos K, Kikawa C, Hiatt JB, Patton RD, De Sarkar N, Collier KA, Hoge ACH, Chen K, Zimmer A, Weber ZT, Adil M, Reichel JB, Polak P, Adalsteinsson VA, Nelson PS, MacPherson D, Parsons HA, Stover DG, Ha G. A framework for clinical cancer subtyping from nucleosome profiling of cell-free DNA. Nat Commun 2022; 13:7475. [PMID: 36463275 PMCID: PMC9719521 DOI: 10.1038/s41467-022-35076-w] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Accepted: 11/17/2022] [Indexed: 12/05/2022] Open
Abstract
Cell-free DNA (cfDNA) has the potential to inform tumor subtype classification and help guide clinical precision oncology. Here we develop Griffin, a framework for profiling nucleosome protection and accessibility from cfDNA to study the phenotype of tumors using as low as 0.1x coverage whole genome sequencing data. Griffin employs a GC correction procedure tailored to variable cfDNA fragment sizes, which generates a better representation of chromatin accessibility and improves the accuracy of cancer detection and tumor subtype classification. We demonstrate estrogen receptor subtyping from cfDNA in metastatic breast cancer. We predict estrogen receptor subtype in 139 patients with at least 5% detectable circulating tumor DNA with an area under the receive operator characteristic curve (AUC) of 0.89 and validate performance in independent cohorts (AUC = 0.96). In summary, Griffin is a framework for accurate tumor subtyping and can be generalizable to other cancer types for precision oncology applications.
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Affiliation(s)
- Anna-Lisa Doebley
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, WA, USA
- Medical Scientist Training Program, University of Washington, Seattle, WA, USA
| | - Minjeong Ko
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Hanna Liao
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, WA, USA
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - A Eden Cruikshank
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, WA, USA
| | | | - Caroline Kikawa
- Medical Scientist Training Program, University of Washington, Seattle, WA, USA
| | - Joseph B Hiatt
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Division of Medical Oncology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Robert D Patton
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Navonil De Sarkar
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | | | - Anna C H Hoge
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Katharine Chen
- Molecular and Cellular Biology Graduate Program, University of Washington, Seattle, WA, USA
| | - Anat Zimmer
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Zachary T Weber
- Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Mohamed Adil
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
| | - Jonathan B Reichel
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Paz Polak
- Department of Oncological Sciences, Icahn School of Medicine, Mount Sinai, New York, NY, USA
| | | | - Peter S Nelson
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
- Division of Medical Oncology, Department of Medicine, University of Washington, Seattle, WA, USA
- Laboratory Medicine and Pathology, University of Washington, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - David MacPherson
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA
- Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | | | - Daniel G Stover
- Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Gavin Ha
- Division of Public Health Sciences and Human Biology, Fred Hutchinson Cancer Center, Seattle, WA, USA.
- Department of Genome Sciences, University of Washington, Seattle, WA, USA.
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA.
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Sirivolu S, Xu L, Warren M, Prabakar RK, Shah R, Kuhn P, Hicks J, Berry JL. Chromosome 6p amplification detected in blood cell-free DNA in advanced intraocular retinoblastoma. Ophthalmic Genet 2022; 43:866-870. [PMID: 36342106 PMCID: PMC9877166 DOI: 10.1080/13816810.2022.2142246] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
BACKGROUND In patients with retinoblastoma, gains of chromosome 6p have been associated with less differentiated tumors. In cell-free DNA from the aqueous humor (AH), 6p gain has been associated with an increased risk of enucleation. While the identification of somatic copy number alterations (SCNAs) via the AH has been well established, these alterations are not routinely identified in the blood due to low tumor fraction. MATERIALS AND METHODS SCNAs were considered positive at 20% deflection from the baseline. Somatic RB1 pathogenic variants were identified with targeted sequencing using a panel including all RB1 exons. RESULTS A 24-month-old patient presented with unilateral retinoblastoma (Group D/AJCC Stage cT2B) and was treated with primary enucleation. In the peripheral blood, a heterozygous mutation (c.3920T>A) in the APC gene was reported. Genomic analysis of the tumor and AH revealed two novel somatic RB1 mutations (c.1589_1590del and c.2330dupC). Both also demonstrated highly recurrent RB-related SCNAs. Chromosome 6p gain was detected in the blood with an amplitude suggesting approximately 12% tumor fraction. At a follow-up of 24 months, there has been no evidence of metastatic disease. CONCLUSIONS To our knowledge, this is the first time an SCNA has been detected in the blood of an RB patient, suggesting in some advanced eyes there may be a high enough tumor fraction to detect these alterations (>5% needed). It remains unclear whether 6p gain or increased tumor fraction in the blood is indicative of increased risk of metastatic disease or new primary cancer; studies to address this are ongoing.
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Affiliation(s)
- Shreya Sirivolu
- The Vision Center at Children’s Hospital Los Angeles, Los Angeles, Califorina, USA,USC Roski Eye Institute, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA
| | - Liya Xu
- The Vision Center at Children’s Hospital Los Angeles, Los Angeles, Califorina, USA,USC Roski Eye Institute, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA
| | - Mikako Warren
- Department of Pathology and Laboratory Medicine, Children’s Hospital Los Angeles, Los Angeles, California, USA
| | - Rishvanth K. Prabakar
- Department of Molecular and Computational Biology, University of Southern California, Los Angeles, California, USA
| | - Rachana Shah
- Cancer and Blood Disease Institute at Children’s Hospital Los Angeles, Los Angeles, California, USA
| | - Peter Kuhn
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, Califorina, USA,Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA,Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California, USA,Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, California, USA
| | - James Hicks
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, Califorina, USA,Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Jesse L. Berry
- The Vision Center at Children’s Hospital Los Angeles, Los Angeles, Califorina, USA,USC Roski Eye Institute, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA,Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California, USA,The Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, Califorina, USA
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24
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Kwan EM, Wyatt AW, Chi KN. Towards clinical implementation of circulating tumor DNA in metastatic prostate cancer: Opportunities for integration and pitfalls to interpretation. Front Oncol 2022; 12:1054497. [PMID: 36439451 PMCID: PMC9685669 DOI: 10.3389/fonc.2022.1054497] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 10/25/2022] [Indexed: 08/13/2023] Open
Abstract
Plasma circulating tumor DNA (ctDNA) represents short fragments of tumor-derived DNA released into the bloodstream primarily from cancer cells undergoing apoptosis. In metastatic castration-resistant prostate cancer (mCRPC), characterizing genomic alterations in ctDNA identifies mutations, copy number alterations, and structural rearrangements with predictive and prognostic biomarker utility. These associations with clinical outcomes have resulted in ctDNA increasingly incorporated into routine clinical care. In this review, we summarize current and emerging applications for ctDNA analysis in metastatic prostate cancer, including outcome prediction, treatment selection, and characterization of treatment resistance. We also discuss potential pitfalls with interpreting ctDNA findings, namely false negatives arising from low tumor content and optimal assay design, including correction for clonal hematopoiesis of indeterminate potential and germline variants. Understanding the influence of these limitations on interpretation of ctDNA results is necessary to overcome barriers to clinical implementation. Nevertheless, as assay availability and technology continue to improve, recognizing both opportunities and shortcomings of ctDNA analysis will retain relevance with informing the implementation of precision-oncology initiatives for metastatic prostate cancer.
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Affiliation(s)
- Edmond M. Kwan
- Vancouver Prostate Centre, Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
- BC Cancer, Vancouver Centre, Vancouver, BC, Canada
| | - Alexander W. Wyatt
- Vancouver Prostate Centre, Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
- Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Kim N. Chi
- Vancouver Prostate Centre, Department of Urologic Sciences, The University of British Columbia, Vancouver, BC, Canada
- BC Cancer, Vancouver Centre, Vancouver, BC, Canada
- Department of Medicine, The University of British Columbia, Vancouver, BC, Canada
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25
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Tulpule V, Morrison GJ, Falcone M, Quinn DI, Goldkorn A. Integration of Liquid Biopsies in Clinical Management of Metastatic Prostate Cancer. Curr Oncol Rep 2022; 24:1287-1298. [PMID: 35575959 PMCID: PMC9474724 DOI: 10.1007/s11912-022-01278-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2022] [Indexed: 01/08/2023]
Abstract
PURPOSE OF REVIEW The field of liquid biopsies is constantly evolving through novel technologies. This review outlines current data on liquid biopsies and application to clinical management of metastatic prostate cancer. RECENT FINDINGS To date, there are three platforms with FDA approval for use in the setting of metastatic prostate cancer and others which have been clinically validated. There is substantial evidence supporting the use of circulating tumor cell (CTC) enumeration to guide prognosis in metastatic castration-resistant prostate cancer (mCRPC). Additional evidence supports targeted sequencing of CTC and cell-free DNA (cfDNA) to guide androgren-directed therapy, identify candidates for treatment with PARP inhibitors, and monitor development of resistance. As a real-time and minimally invasive approach, utilization of liquid biopsies has the potential to drastically impact the treatment of metastatic prostate cancer and improve overall survival. With further clinical validation, additional liquid biopsy is likely to enter standard clinical practice.
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Affiliation(s)
- Varsha Tulpule
- Division of Medical Oncology, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Gareth J Morrison
- Division of Medical Oncology, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Mary Falcone
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - David I Quinn
- Division of Medical Oncology, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Amir Goldkorn
- Division of Medical Oncology, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
- Department of Biochemistry and Molecular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.
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26
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Schwartzberg LS, Li G, Tolba K, Bourla AB, Schulze K, Gadgil R, Fine A, Lofgren KT, Graf RP, Oxnard GR, Daniel D. Complementary Roles for Tissue- and Blood-Based Comprehensive Genomic Profiling for Detection of Actionable Driver Alterations in Advanced NSCLC. JTO Clin Res Rep 2022; 3:100386. [PMID: 36089920 PMCID: PMC9460153 DOI: 10.1016/j.jtocrr.2022.100386] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 07/19/2022] [Accepted: 07/23/2022] [Indexed: 12/02/2022] Open
Abstract
Introduction Whereas tumor biopsy is the reference standard for genomic profiling of advanced NSCLC, there are now multiple assays approved by the Food and Drug Administration for liquid biopsy testing of circulating tumor DNA. Here, we study the incremental value that liquid biopsy comprehensive genomic profiling (CGP) adds to tissue molecular testing. Methods Patients with metastatic NSCLC were enrolled in a prospective diagnostic study to receive circulating tumor DNA CGP; tissue CGP was optional in addition to their standard tissue testing. Focusing on nine genes listed per the National Comprehensive Cancer Network (NCCN) guidelines, liquid CGP was compared with available tissue testing results across three subcohorts: tissue CGP, standard-of-care testing of up to five biomarkers, or no tissue testing. Results A total of 515 patients with advanced nonsquamous NSCLC received liquid CGP. Among 131 with tissue CGP results, NCCN biomarkers were detected in 86 (66%) with tissue CGP and 56 (43%) with liquid CGP (p < 0.001). Adding liquid CGP to tissue CGP detected no additional patients with NCCN biomarkers, whereas tissue CGP detected NCCN biomarkers in 30 patients (23%) missed by liquid CGP. Studying 264 patients receiving tissue testing of up to five genes, 102 (39%) had NCCN biomarkers detected in tissue, with an additional 48 (18%) detected using liquid CGP, including 18 with RET, MET, or ERBB2 drivers not studied in tissue. Conclusions For the detection of patients with advanced nonsquamous NSCLC harboring 9 NCCN biomarkers, liquid CGP increases detection in patients with limited tissue results, but does not increase detection in patients with tissue CGP results available. In contrast, tissue CGP can add meaningfully to liquid CGP for detection of NCCN biomarkers and should be considered as a follow-up when an oncogenic driver is not identified by liquid biopsy.
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Affiliation(s)
| | - Gerald Li
- Foundation Medicine, Clinical Development, Cambridge, Massachusetts
| | - Khaled Tolba
- Foundation Medicine, Clinical Development, Cambridge, Massachusetts
| | | | - Katja Schulze
- Genentech, Inc., Oncology Biomarker Development & Medical Affairs, South San Francisco, California
| | - Rujuta Gadgil
- Foundation Medicine, Clinical Operations, Cambridge, Massachusetts
| | - Alexander Fine
- Foundation Medicine, Cancer Genomics Research, Cambridge, Massachusetts
| | | | - Ryon P. Graf
- Foundation Medicine, Clinical Development, Cambridge, Massachusetts
| | | | - Davey Daniel
- Tennessee Oncology, Medical Oncology, Chattanooga, Tennessee
- Corresponding author. Address for correspondence: Davey Daniel, MD, Tennessee Oncology, 605 Glenwood Drive, Suite 200, Chattanooga, TN.
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Crowdis J, Balch S, Sterlin L, Thomas BS, Camp SY, Dunphy M, Anastasio E, Shah S, Damon AL, Ramos R, Sosa DM, Small IK, Tomson BN, Nguyen CM, Mcgillicuddy M, Chastain PS, He MX, Cheung AT, Wankowicz S, Tewari AK, Kim D, Aldubayan SH, Dowdye A, Zola B, Nowak J, Manarite J, Gunn IH, Olson B, Lander ES, Painter CA, Wagle N, Van Allen EM. A patient-driven clinicogenomic partnership for metastatic prostate cancer. Cell Genomics 2022; 2:100169. [PMID: 36177448 PMCID: PMC9518748 DOI: 10.1016/j.xgen.2022.100169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Molecular profiling studies have enabled discoveries for metastatic prostate cancer (MPC) but have predominantly occurred in academic medical institutions and involved non-representative patient populations. We established the Metastatic Prostate Cancer Project (MPCproject, mpcproject.org), a patient-partnered initiative to involve patients with MPC living anywhere in the US and Canada in molecular research. Here, we present results from our partnership with the first 706 MPCproject participants. While 41% of patient partners live in rural, physician-shortage, or medically underserved areas, the MPCproject has not yet achieved racial diversity, a disparity that demands new initiatives detailed herein. Among molecular data from 333 patient partners (572 samples), exome sequencing of 63 tumor and 19 cell-free DNA (cfDNA) samples recapitulated known findings in MPC, while inexpensive ultra-low-coverage sequencing of 318 cfDNA samples revealed clinically relevant AR amplifications. This study illustrates the power of a growing, longitudinal partnership with patients to generate a more representative understanding of MPC. Crowdis et al. describe the MPCproject (mpcproject.org), a decentralized initiative to partner with patients with metastatic prostate cancer in the US and Canada to accelerate molecular research. The authors describe clinicogenomic results from the first 706 geographically diverse patient partners and lay the foundation for sustained and inclusive partnership in this disease.
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28
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Mizuno K, Beltran H. Future directions for precision oncology in prostate cancer. Prostate 2022; 82 Suppl 1:S86-S96. [PMID: 35657153 PMCID: PMC9942493 DOI: 10.1002/pros.24354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 03/28/2022] [Indexed: 11/06/2022]
Abstract
Clinical genomic testing is becoming routine in prostate cancer, as biomarker-driven therapies such as poly-ADP ribose polymerase (PARP) inhibitors and anti-PD1 immunotherapy are now approved for select men with castration-resistant prostate cancer harboring alterations in DNA repair genes. Challenges for precision medicine in prostate cancer include an overall low prevalence of actionable genomic alterations and a still limited understanding of the impact of tumor heterogeneity and co-occurring alterations on treatment response and outcomes across diverse patient populations. Expanded tissue-based technologies such as whole-genome sequencing, transcriptome analysis, epigenetic analysis, and single-cell RNA sequencing have not yet entered the clinical realm and could potentially improve upon our understanding of how molecular features of tumors, intratumoral heterogeneity, and the tumor microenvironment impact therapy response and resistance. Blood-based technologies including cell-free DNA, circulating tumor cells (CTCs), and extracellular vesicles (EVs) are less invasive molecular profiling resources that could also help capture intraindividual tumor heterogeneity and track dynamic changes that occur in the context of specific therapies. Furthermore, molecular imaging is an important biomarker tool within the framework of prostate cancer precision medicine with a capability to detect heterogeneity across metastases and potential therapeutic targets less invasively. Here, we review recent technological advances that may help promote the future implementation and value of precision oncology testing for patients with advanced prostate cancer.
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Affiliation(s)
- Kei Mizuno
- Department of Medical Oncology, Dana Farber Cancer Institute
| | - Himisha Beltran
- Department of Medical Oncology, Dana Farber Cancer Institute
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29
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Cassese G, Han HS, Yoon YS, Lee JS, Cho JY, Lee HW, Lee B, Troisi RI. Preoperative Assessment and Perioperative Management of Resectable Gallbladder Cancer in the Era of Precision Medicine and Novel Technologies: State of the Art and Future Perspectives. Diagnostics (Basel) 2022; 12:diagnostics12071630. [PMID: 35885535 PMCID: PMC9320561 DOI: 10.3390/diagnostics12071630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Revised: 07/01/2022] [Accepted: 07/02/2022] [Indexed: 12/07/2022] Open
Abstract
Gallbladder carcinoma (GBC) is a rare malignancy, with an estimated 5-year survival rate of less than 5% in the case of advanced disease. Surgery is the only radical treatment for early stages, but its application and effectiveness depend on the depth of tumoral invasion. The extent of resection is usually determined according to the T-stage. Therefore, an early and correct preoperative assessment is important for the prognosis, as well as for the selection of the most appropriate surgical procedure, to avoid unnecessary morbid surgeries and to reach the best outcomes. Several modalities can be used to investigate the depth of invasion, from ultrasounds to CT scans and MRI, but an ideal method still does not exist. Thus, different protocols are proposed according to different recommendations and institutions. In this scenario, the indications for laparoscopic and robotic surgery are still debated, as well as the role of new technologies such as next-generation sequencing and liquid biopsies. The aim of this article is to summarize the state of the art current modalities and future perspectives for assessing the depth of invasion in GBC and to clarify their role in perioperative management accordingly.
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Affiliation(s)
- Gianluca Cassese
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
- Department of Clinical Medicine and Surgery, Division of Minimally Invasive and Robotic HPB Surgery, Federico II University Hospital, 80131 Naples, Italy
| | - Ho-Seong Han
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
- Correspondence: ; Tel.: +82-31-787-7091
| | - Yoo-Seok Yoon
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
| | - Jun Suh Lee
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
| | - Jai Young Cho
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
| | - Hae-Won Lee
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
| | - Boram Lee
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
| | - Roberto Ivan Troisi
- Department of Surgery, Seoul National University College of Medicine, Seoul National University Bundang Hospital, Seongnam 13620, Korea; (G.C.); (Y.-S.Y.); (J.S.L.); (J.Y.C.); (H.-W.L.); (B.L.); (R.I.T.)
- Department of Clinical Medicine and Surgery, Division of Minimally Invasive and Robotic HPB Surgery, Federico II University Hospital, 80131 Naples, Italy
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30
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Hatano K, Nonomura N. Genomic Profiling of Prostate Cancer: An Updated Review. World J Mens Health 2022; 40:368-379. [PMID: 34448375 PMCID: PMC9253799 DOI: 10.5534/wjmh.210072] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Revised: 06/02/2021] [Accepted: 06/13/2021] [Indexed: 12/24/2022] Open
Abstract
Understanding the genomic profiling of prostate cancer is crucial, owing to the emergence of precision medicine to guide therapeutic approaches. Over the last decade, integrative genomic profiling of prostate tumors has provided insights that improve the understanding and treatment of the disease. Minimally invasive liquid biopsy procedures have emerged to investigate cancer-related molecules with the advantage of detecting heterogeneity as well as acquired resistance in cancer. The metastatic castration-resistant prostate cancer (mCRPC) tumors have a highly complex genomic landscape compared to primary prostate tumors; a number of mCRPC harbor clinically actionable molecular alterations, including DNA damage repair (e.g., BRCA1/2 and ATM) and PTEN/phosphoinositide 3-kinase signaling. Heterogeneity in the genomic landscape of prostate cancer has become apparent and genomic alterations of TP53, RB1, AR, and cell cycle pathway are associated with poor clinical outcomes in patients. Prostate cancer with mutant SPOP shows a distinct pattern of genomic alterations, associating with better clinical outcomes. Several genomic profiling tests, which can be used in the clinic, are approved by the U.S. Food and Drug Administration, including MSK-IMPACT, FoundationOne CDx, and FoundationOne Liquid CDx. Here, we review emerging evidence for genomic profiling of prostate cancer, especially focusing on associations between genomic alteration and clinical outcome, liquid biopsy, and actionable molecular alterations.
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Affiliation(s)
- Koji Hatano
- Department of Urology, Osaka University Graduate School of Medicine, Suita, Japan.
| | - Norio Nonomura
- Department of Urology, Osaka University Graduate School of Medicine, Suita, Japan
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31
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Li D, Shao J, Cao B, Zhao R, Li H, Gao W, Chen P, Jin L, Cao L, Ji S, Dong G. The Significance of Neutrophil Extracellular Traps in Colorectal Cancer and Beyond: From Bench to Bedside. Front Oncol 2022; 12:848594. [PMID: 35747797 PMCID: PMC9209713 DOI: 10.3389/fonc.2022.848594] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 05/09/2022] [Indexed: 12/30/2022] Open
Abstract
Neutrophil extracellular traps (NETs), products of neutrophil death when exposed to certain stimuli, were first proposed as a type of response to bacterial infection in infectious diseases. Since then, extensive studies have discovered its involvement in other non-infectious inflammatory diseases including thromboembolism, autoimmune diseases, and cancer. Colorectal cancer (CRC) is one of the most common malignancies in the world. NET formation is closely associated with tumorigenesis, progression, and metastasis in CRC. Therefore, the application of NETs in clinical practice as diagnostic biomarkers, therapeutic targets, and prognostic predictors has a promising prospect. In addition, therapeutics targeting NETs are significantly efficient in halting tumor progression in preclinical cancer models, which further indicates its potential clinical utility in cancer treatment. This review focuses on the stimuli of NETosis, its pro-tumorigenic activity, and prospective clinical utility primarily in but not limited to CRC.
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Affiliation(s)
- Dingchang Li
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | | | - Bo Cao
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Ruiyang Zhao
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Hanghang Li
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Wenxing Gao
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Peng Chen
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Lujia Jin
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese PLA, Beijing, China
| | - Li Cao
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
| | - Shuaifei Ji
- Medical School of Chinese PLA, Beijing, China
- *Correspondence: Shuaifei Ji, ; Guanglong Dong,
| | - Guanglong Dong
- Department of General Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
- *Correspondence: Shuaifei Ji, ; Guanglong Dong,
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Abstract
PURPOSE Retinoblastoma (RB) is the most common intraocular malignancy in children. The diagnosis of RB is mainly based on clinical features and imaging characteristics. Prognosis is based on stage of disease and response to treatment. In salvaged globes, direct tumor biopsy for genetic analysis and prognostication is an absolute contraindication at this point of time for the fear of extraocular tumor spread. Currently, there is a search for surrogate markers to allow accurate diagnosis and for prognostication, to predict the chances of globe salvage in RB. Therefore, biofluids such as plasma or aqueous humor have been studied to detect circulating tumor DNA (ctDNA) or cell-free DNA (cfDNA), respectively, to allow for treatment decision making, monitoring treatment response, and prognostic counselling. METHODS A search of electronic databases (PubMed, Google Scholar and MEDLINE) of all articles on liquid biopsy in retinoblastoma published in English was performed. The keywords used for the search included "retinoblastoma", "liquid biopsy", "aqueous humor" "circulating tumor cells", "cell-free DNA", "cfDNA", "circulating tumor DNA", "ctDNA", "tumor fraction", "RB1 mutation" and "SNCA". Additionally, historic articles on the advent of liquid biopsy in medicine were also reviewed. Pertinent cross-references from the studies were reviewed. Retrospective interventional and observational case series, observational case series, prospective cohort studies, reviews, case reports, surgical techniques, invited commentary and letters were included. RESULTS A total of 40 relevant articles were selected. Biomarkers in aqueous humor, serum and cerebrospinal fluid and their clinical applications are discussed. CONCLUSION Harvesting aqueous humor from eyes with retinoblastoma has been found safe and superior to blood for the detection of chromosomal changes. cfDNA from aqueous can be a surrogate marker to detect somatic copy number alterations and other genetic alterations in RB. ctDNA in plasma also has potential to help in diagnosis and prognosis of RB. Liquid biopsy in RB is an emerging topic, which could pave way for a better understanding of mechanisms for treatment response, resistance and recurrence in RB as well as possibly provide specific therapeutic targets to improve globe salvage.
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Affiliation(s)
- Neha Ghose
- Operation Eyesight Universal Institute for Eye Cancer, LV Prasad Eye Institute, Hyderabad, India
| | - Swathi Kaliki
- Operation Eyesight Universal Institute for Eye Cancer, LV Prasad Eye Institute, Hyderabad, India
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Barbirou M, Miller AA, Gafni E, Mezlini A, Zidi A, Boley N, Tonellato PJ. Evaluation of cfDNA as an early detection assay for dense tissue breast cancer. Sci Rep 2022; 12:8458. [PMID: 35589867 DOI: 10.1038/s41598-022-12457-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 05/06/2022] [Indexed: 11/23/2022] Open
Abstract
A cell-free DNA (cfDNA) assay would be a promising approach to early cancer diagnosis, especially for patients with dense tissues. Consistent cfDNA signatures have been observed for many carcinogens. Recently, investigations of cfDNA as a reliable early detection bioassay have presented a powerful opportunity for detecting dense tissue screening complications early. We performed a prospective study to evaluate the potential of characterizing cfDNA as a central element in the early detection of dense tissue breast cancer (BC). Plasma samples were collected from 32 consenting subjects with dense tissue and positive mammograms, 20 with positive biopsies and 12 with negative biopsies. After screening and before biopsy, cfDNA was extracted, and whole-genome next-generation sequencing (NGS) was performed on all samples. Copy number alteration (CNA) and single nucleotide polymorphism (SNP)/insertion/deletion (Indel) analyses were performed to characterize cfDNA. In the positive-positive subjects (cases), a total of 5 CNAs overlapped with 5 previously
reported BC-related oncogenes (KSR2, MAP2K4, MSI2, CANT1 and MSI2). In addition, 1 SNP was detected in KMT2C, a BC oncogene, and 9 others were detected in or near 10 genes (SERAC1, DAGLB, MACF1, NVL, FBXW4, FANK1, KCTD4, CAVIN1; ATP6V0A1 and ZBTB20-AS1) previously associated with non-BC cancers. For the positive–negative subjects (screening), 3 CNAs were detected in BC genes (ACVR2A, CUL3 and PIK3R1), and 5 SNPs were identified in 6 non-BC cancer genes (SNIP1, TBC1D10B, PANK1, PRKCA and RUNX2; SUPT3H). This study presents evidence of the potential of using cfDNA somatic variants as dense tissue BC biomarkers from a noninvasive liquid bioassay for early cancer detection.
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Antonarakis ES, Tierno M, Fisher V, Tukachinsky H, Alexander S, Hamdani O, Hiemenz MC, Huang RS, Oxnard GR, Graf RP. Clinical and pathological features associated with circulating tumor DNA content in real-world patients with metastatic prostate cancer. Prostate 2022; 82:867-875. [PMID: 35286728 PMCID: PMC9314037 DOI: 10.1002/pros.24331] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 02/14/2022] [Indexed: 11/05/2022]
Abstract
BACKGROUND Liquid biopsy is a powerful tool that can enable treatment decisions for metastatic prostate cancer patients with difficult-to-biopsy tumors. However, the detection of genomic alterations via liquid biopsy is limited by the fraction (tumor fraction [TF]) of circulating tumor DNA (ctDNA) within the total cell-free DNA content. While prior work has preliminarily correlated TF with clinical features of prostate cancer, we sought to validate and provide additional resolution, such that a clinical practitioner might anticipate the probability of successful liquid biopsy profiling leveraging commonly assessed clinical and laboratory features. METHODS A total of 813 liquid biopsy specimens were assessable, with 545 associated with a PSA prostate specific antigen measurement, collected in standard-of-care settings across approximately 280 US academic or community-based cancer clinics from September 2018 to July 2021. Deidentified data were captured into a real-world clinico-genomic database (CGDB). Comprehensive genomic profiling (CGP) was performed on extracted cell-free DNA from liquid biopsy samples. RESULTS In multivariable models, higher PSA level, lower hemoglobin, lower albumin, higher alkaline phosphatase (all p < 0.001), and collection of liquid biopsy blood draw within 60 days of new treatment initiation (p = 0.002) were the most strongly associated features with higher TF. At PSA levels of <5 ng/ml, 43% of patients had a TF of <1% indicating an increased likelihood of unevaluable results. Conversely, at PSA levels of >5 ng/ml, 78% of patients had a TF of at least 1% and 46% had a TF of ≥10%, suggesting improved sensitivity for detection of targetable alterations. CONCLUSIONS Universal genomic profiling of prostate cancers will require complementary use of liquid biopsy and tumor tissue profiling for suitable patients. The likelihood of adequate ctDNA shedding into plasma is one consideration when deciding whether to pursue CGP via liquid biopsy versus tumor profiling. Our real-world data suggest that PSA < 5 ng/ml is associated with lower ctDNA yield on liquid biopsy, potentially increasing the incidence of negative results or a need for confirmation with tissue testing.
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Affiliation(s)
- Emmanuel S. Antonarakis
- Division of Hematology, Oncology and TransplantationUniversity of Minnesota, Masonic Cancer CenterMinneapolisMinnesotaUSA
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Conteduca V, Casadei C, Scarpi E, Brighi N, Schepisi G, Lolli C, Gurioli G, Toma I, Poti G, Farolfi A, De Giorgi U. Baseline Plasma Tumor DNA (ctDNA) Correlates with PSA Kinetics in Metastatic Castration-Resistant Prostate Cancer (mCRPC) Treated with Abiraterone or Enzalutamide. Cancers (Basel) 2022; 14:2219. [PMID: 35565349 PMCID: PMC9102454 DOI: 10.3390/cancers14092219] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 04/26/2022] [Accepted: 04/27/2022] [Indexed: 01/13/2023] Open
Abstract
Background: Baseline high circulating tumor DNA (ctDNA) fraction in plasma and androgen receptor (AR) copy number (CN) gain identify mCRPC patients with worse outcomes. This study aimed to assess if ctDNA associates with PSA kinetics. Methods: In this prospective biomarker study, we evaluate ctDNA fraction and AR CN from plasma samples. We divided patients into high and low ctDNA level and in AR gain and AR normal. Results: 220 baseline samples were collected from mCRPC treated with abiraterone (n = 140) or enzalutamide (n = 80). A lower rate of PSA decline ≥ 50% was observed in patients with high ctDNA (p = 0.017) and AR gain (p = 0.0003). Combining ctDNA fraction and AR CN, we found a different median PSA progression-free survival (PFS) among four groups: (1) low ctDNA/AR normal, (2) high ctDNA/AR normal, (3) low ctDNA/AR gain, and (4) high ctDNA/AR gain (11.4 vs. 5.0 vs. 4.8 vs. 3.7 months, p < 0.0001). In a multivariable analysis, high ctDNA, AR gain, PSA DT, PSA DT velocity remained independent predictors of PSA PFS. Conclusions: Elevated ctDNA levels and AR gain are negatively and independently correlated with PSA kinetics in mCRPC men treated with abiraterone or enzalutamide.
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Affiliation(s)
- Vincenza Conteduca
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
- Department of Medical and Surgical Sciences, Unit of Medical Oncology and Biomolecular Therapy, University of Foggia, Policlinico Riuniti, 71122 Foggia, Italy
| | - Chiara Casadei
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Emanuela Scarpi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Nicole Brighi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Giuseppe Schepisi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Cristian Lolli
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Giorgia Gurioli
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Ilaria Toma
- Department of Medical Oncology, Card. G. Panico Hospital of Tricase, 73039 Tricase, Italy;
| | - Giulia Poti
- Istituto Dermopatico dell’Immacolata, IDI-IRCCS, 00167 Rome, Italy;
| | - Alberto Farolfi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
| | - Ugo De Giorgi
- IRCCS Istituto Romagnolo Per Lo Studio Dei Tumori (IRST) “Dino Amadori”, via Piero Maroncelli 40, 47014 Meldola, Italy; (C.C.); (E.S.); (N.B.); (G.S.); (C.L.); (G.G.); (A.F.); (U.D.G.)
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Stover EH, Oh C, Keskula P, Choudhury AD, Tseng YY, Adalsteinsson VA, Lohr JG, Thorner AR, Ducar M, Kryukov GV, Ha G, Rosenberg M, Freeman SS, Zhang Z, Wu X, Van Allen EM, Takeda DY, Loda M, Wu CL, Taplin ME, Garraway LA, Boehm JS, Huang FW. Implementation of a prostate cancer-specific targeted sequencing panel for credentialing of patient-derived cell lines and genomic characterization of patient samples. Prostate 2022; 82:584-597. [PMID: 35084050 PMCID: PMC8887817 DOI: 10.1002/pros.24305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2021] [Revised: 12/24/2021] [Accepted: 12/30/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND Primary and metastatic prostate cancers have low mutation rates and recurrent alterations in a small set of genes, enabling targeted sequencing of prostate cancer-associated genes as an efficient approach to characterizing patient samples (compared to whole-exome and whole-genome sequencing). For example, targeted sequencing provides a flexible, rapid, and cost-effective method for genomic assessment of patient-derived cell lines to evaluate fidelity to initial patient tumor samples. METHODS We developed a prostate cancer-specific targeted next-generation sequencing (NGS) panel to detect alterations in 62 prostate cancer-associated genes as well as recurring gene fusions with ETS family members, representing the majority of common alterations in prostate cancer. We tested this panel on primary prostate cancer tissues and blood biopsies from patients with metastatic prostate cancer. We generated patient-derived cell lines from primary prostate cancers using conditional reprogramming methods and applied targeted sequencing to evaluate the fidelity of these cell lines to the original patient tumors. RESULTS The prostate cancer-specific panel identified biologically and clinically relevant alterations, including point mutations in driver oncogenes and ETS family fusion genes, in tumor tissues from 29 radical prostatectomy samples. The targeted panel also identified genomic alterations in cell-free DNA and circulating tumor cells (CTCs) from patients with metastatic prostate cancer, and in standard prostate cancer cell lines. We used the targeted panel to sequence our set of patient-derived cell lines; however, no prostate cancer-specific mutations were identified in the tumor-derived cell lines, suggesting preferential outgrowth of normal prostate epithelial cells. CONCLUSIONS We evaluated a prostate cancer-specific targeted NGS panel to detect common and clinically relevant alterations (including ETS family gene fusions) in prostate cancer. The panel detected driver mutations in a diverse set of clinical samples of prostate cancer, including fresh-frozen tumors, cell-free DNA, CTCs, and cell lines. Targeted sequencing of patient-derived cell lines highlights the challenge of deriving cell lines from primary prostate cancers and the importance of genomic characterization to credential candidate cell lines. Our study supports that a prostate cancer-specific targeted sequencing panel provides an efficient, clinically feasible approach to identify genetic alterations across a spectrum of prostate cancer samples and cell lines.
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Affiliation(s)
- Elizabeth H. Stover
- Dana-Farber Cancer Institute, Boston MA
- Broad Institute, Cambridge MA
- Harvard Medical School, Boston MA
| | - Coyin Oh
- Broad Institute, Cambridge MA
- Harvard Medical School, Boston MA
| | | | - Atish D. Choudhury
- Dana-Farber Cancer Institute, Boston MA
- Broad Institute, Cambridge MA
- Harvard Medical School, Boston MA
| | | | | | - Jens G. Lohr
- Dana-Farber Cancer Institute, Boston MA
- Broad Institute, Cambridge MA
- Harvard Medical School, Boston MA
| | | | | | - Gregory V. Kryukov
- Dana-Farber Cancer Institute, Boston MA
- Broad Institute, Cambridge MA
- Harvard Medical School, Boston MA
| | - Gavin Ha
- Fred Hutchinson Cancer Research Center, Seattle WA
| | | | | | - Zhenwei Zhang
- Dana-Farber Cancer Institute, Boston MA
- University of Massachusetts Memorial Medical Center, Worcester MA
| | | | - Eliezer M. Van Allen
- Dana-Farber Cancer Institute, Boston MA
- Broad Institute, Cambridge MA
- Harvard Medical School, Boston MA
| | | | - Massimo Loda
- Dana-Farber Cancer Institute, Boston MA
- Broad Institute, Cambridge MA
- New York-Presbyterian/Weill Cornell Medical Center, New York, NY
| | - Chin-Lee Wu
- Harvard Medical School, Boston MA
- Massachusetts General Hospital, Boston MA
| | - Mary-Ellen Taplin
- Dana-Farber Cancer Institute, Boston MA
- Harvard Medical School, Boston MA
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Dopico PJ, Le MCN, Burgess B, Yang Z, Zhao Y, Wang Y, George TJ, Fan ZH. Longitudinal Study of Circulating Biomarkers in Patients with Resectable Pancreatic Ductal Adenocarcinoma. Biosensors (Basel) 2022; 12:206. [PMID: 35448266 PMCID: PMC9028387 DOI: 10.3390/bios12040206] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 03/23/2022] [Accepted: 03/28/2022] [Indexed: 05/12/2023]
Abstract
While patients with resectable pancreatic ductal adenocarcinoma (PDAC) show improved survival compared to their non-resectable counterparts, survival remains low owing to occult metastatic disease and treatment resistance. Liquid biopsy based on circulating tumor cells (CTCs) and cell-free DNA (cfDNA) has been shown to predict recurrence and treatment resistance in various types of cancers, but their utility has not been fully demonstrated in resectable PDAC. We have simultaneously tracked three circulating biomarkers, including CTCs, cfDNA, and circulating tumor DNA (ctDNA), over a period of cancer treatment using a microfluidic device and droplet digital PCR (ddPCR). The microfluidic device is based on the combination of filtration and immunoaffinity mechanisms. We have measured CTCs, cfDNA, and ctDNA in a cohort of seven resectable PDAC patients undergoing neoadjuvant therapy followed by surgery, and each patient was followed up to 10 time points over a period of 4 months. CTCs were detectable in all patients (100%) at some point during treatment but were detectable in only three out of six patients (50%) prior to the start of treatment. Median cfDNA concentrations remained comparable to negative controls throughout treatment. ddPCR was able to find KRAS mutations in six of seven patients (86%); however, these mutations were present in only two of seven patients (29%) prior to treatment. Overall, the majority of circulating biomarkers (81% for CTCs and 91% for cfDNA/ctDNA) were detected after the start of neoadjuvant therapy but before surgery. This study suggests that a longitudinal study of circulating biomarkers throughout treatment provides more useful information than those single time-point tests for resectable PDAC patients.
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Affiliation(s)
- Pablo J. Dopico
- Interdisciplinary Microsystems Group, Department of Mechanical and Aerospace Engineering, University of Florida, Gainesville, FL 32611, USA; (P.J.D.); (M.-C.N.L.)
| | - Minh-Chau N. Le
- Interdisciplinary Microsystems Group, Department of Mechanical and Aerospace Engineering, University of Florida, Gainesville, FL 32611, USA; (P.J.D.); (M.-C.N.L.)
| | - Benjamin Burgess
- UF Health Cancer Center, University of Florida, 2033 Mowry Rd., Gainesville, FL 32610, USA;
| | - Zhijie Yang
- Atila Biosystems, 740 Sierra Vista Ave., Unit E, Mountain View, CA 94043, USA; (Z.Y.); (Y.Z.); (Y.W.)
| | - Yu Zhao
- Atila Biosystems, 740 Sierra Vista Ave., Unit E, Mountain View, CA 94043, USA; (Z.Y.); (Y.Z.); (Y.W.)
| | - Youxiang Wang
- Atila Biosystems, 740 Sierra Vista Ave., Unit E, Mountain View, CA 94043, USA; (Z.Y.); (Y.Z.); (Y.W.)
| | - Thomas J. George
- UF Health Cancer Center, University of Florida, 2033 Mowry Rd., Gainesville, FL 32610, USA;
- Department of Medicine, University of Florida, 1600 SW Archer Rd., Gainesville, FL 32610, USA
| | - Z. Hugh Fan
- Interdisciplinary Microsystems Group, Department of Mechanical and Aerospace Engineering, University of Florida, Gainesville, FL 32611, USA; (P.J.D.); (M.-C.N.L.)
- UF Health Cancer Center, University of Florida, 2033 Mowry Rd., Gainesville, FL 32610, USA;
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL 32611, USA
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Pagès M, Rotem D, Gydush G, Reed S, Rhoades J, Ha G, Lo C, Fleharty M, Duran M, Jones R, Becker S, Haller M, Sinai CE, Goumnerova L, Golub TR, Love JC, Ligon KL, Wright KD, Adalsteinsson VA, Beroukhim R, Bandopadhayay P. Liquid biopsy detection of genomic alterations in pediatric brain tumors from cell-free DNA in peripheral blood, CSF, and urine. Neuro Oncol 2022; 24:1352-1363. [PMID: 34984433 PMCID: PMC9340641 DOI: 10.1093/neuonc/noab299] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND The ability to identify genetic alterations in cancers is essential for precision medicine; however, surgical approaches to obtain brain tumor tissue are invasive. Profiling circulating tumor DNA (ctDNA) in liquid biopsies has emerged as a promising approach to avoid invasive procedures. Here, we systematically evaluated the feasibility of profiling pediatric brain tumors using ctDNA obtained from plasma, cerebrospinal fluid (CSF), and urine. METHODS We prospectively collected 564 specimens (257 blood, 240 urine, and 67 CSF samples) from 258 patients across all histopathologies. We performed ultra-low-pass whole-genome sequencing (ULP-WGS) to assess copy number variations and estimate tumor fraction and developed a pediatric CNS tumor hybrid capture panel for deep sequencing of specific mutations and fusions. RESULTS ULP-WGS detected copy number alterations in 9/46 (20%) CSF, 3/230 (1.3%) plasma, and 0/153 urine samples. Sequencing detected alterations in 3/10 (30%) CSF, 2/74 (2.7%) plasma, and 0/2 urine samples. The only positive results were in high-grade tumors. However, most samples had insufficient somatic mutations (median 1, range 0-39) discoverable by the sequencing panel to provide sufficient power to detect tumor fractions of greater than 0.1%. CONCLUSIONS Children with brain tumors harbor very low levels of ctDNA in blood, CSF, and urine, with CSF having the most DNA detectable. Molecular profiling is feasible in a small subset of high-grade tumors. The level of clonal aberrations per genome is low in most of the tumors, posing a challenge for detection using whole-genome or even targeted sequencing methods. Substantial challenges therefore remain to genetically characterize pediatric brain tumors from liquid biopsies.
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Affiliation(s)
- Mélanie Pagès
- Dana-Farber/Boston Children’s Cancer and Blood Disorders Center, Boston, Massachusetts, USA,GHU-Paris—Sainte-Anne Hospital, Department of Neuropathology, Paris University, Paris, France,Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Denisse Rotem
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Gregory Gydush
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Sarah Reed
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Justin Rhoades
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Gavin Ha
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Christopher Lo
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Mark Fleharty
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Madeleine Duran
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Robert Jones
- Department of Oncologic Pathology, Dana Farber/Brigham and Women’s Cancer Center, Boston, Massachusetts, USA
| | - Sarah Becker
- Department of Oncologic Pathology, Dana Farber/Brigham and Women’s Cancer Center, Boston, Massachusetts, USA
| | - Michaela Haller
- Department of Oncologic Pathology, Dana Farber/Brigham and Women’s Cancer Center, Boston, Massachusetts, USA
| | - Claire E Sinai
- Department of Oncologic Pathology, Dana Farber/Brigham and Women’s Cancer Center, Boston, Massachusetts, USA
| | - Liliana Goumnerova
- Department of Neurosurgery, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Todd R Golub
- Dana-Farber/Boston Children’s Cancer and Blood Disorders Center, Boston, Massachusetts, USA,Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | | | - Keith L Ligon
- Dana-Farber/Boston Children’s Cancer and Blood Disorders Center, Boston, Massachusetts, USA,Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA,Department of Neurosurgery, Boston Children’s Hospital, Boston, Massachusetts, USA
| | - Karen D Wright
- Karen Wright, MD, MS, Dana-Farber Cancer Institute, 450 Brookline Ave, Boston, MA 02115, USA ()
| | - Viktor A Adalsteinsson
- Viktor A. Adalsteinsson, PhD, Broad Institute, 450 Main Street, Cambridge, MA 02142, USA ()
| | - Rameen Beroukhim
- Corresponding Authors: Rameen Beroukhim, MD, PhD, Dana-Farber Cancer Institute, 450 Brookline Ave, Boston, MA 02115, USA ()
| | - Pratiti Bandopadhayay
- Pratiti Bandopadhayay, MBBS, PhD, Dana-Farber Cancer Institute, 450 Brookline Ave, Boston, MA 02115, USA ()
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Abstract
Knowledge of the genetic basis of colorectal cancer has evolved over the past decades, allowing for the pre-symptomatic identification of affected patients in those with familial syndromes and to the understanding of the multi-step progression to carcinogenesis in tumors. Knowledge of the genes and pathways involved in colorectal cancer has allowed for targeted therapies in patients in addition to standard chemotherapy for those with metastases. Next-generation sequencing technologies have now also allowed for the sensitive detection of circulating mutations derived from tumors, which can give insight into the presence of residual disease and has implications for changing the standard paradigms for treatment. This article will specifically review advances in targeted therapy in metastatic colon cancer and the progress being made in using circulating tumor DNA in patient management.
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Affiliation(s)
- James R. Howe
- Department of SurgeryUniversity of Iowa Carver College of MedicineIowa CityIowaUSA
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40
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Wang Y, Wang Z, Gang X, Wang G. Liquid biopsy in prostate cancer: current status and future challenges of clinical application. Aging Male 2021; 24:58-71. [PMID: 34850655 DOI: 10.1080/13685538.2021.1944085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
Abstract
PURPOSE Liquid biopsy refers to the detection and analysis of the components from biological fluids non-invasively, including circulating tumor cells, nucleic acids, and extracellular vesicles (EVs). It is necessary to review the clinical value of liquid biopsy assays in PC and explore its potential application. MATERIALS AND METHODS We systematically reviewed of PubMed was performed to identify relevant literature on potential clinical applications of circulating tumor cells, circulating nucleic acids, and EVs in prostate cancer (PC). RESULTS Liquid biopsy has emerged as a powerful tool to elucidate dynamic genomic, transcriptomic, and epigenomic tumor profiling in real-time. Here, the potential clinical applications of liquid biopsy include early detection, prognosis of survival, assessment of treatment response, and mechanisms of drug resistance in PC. CONCLUSIONS Liquid biopsy provides great value in diagnosis, prognosis, and treatment response in PC. Characterization of liquid biopsy components provides benefits both to unravel underlying resistance mechanisms and to exploit novel clinically actionable targets in PC. In addition, we suggest that analysis of multiparametric liquid biopsies should be analyzed comprehensively, assisting in monitoring tumor characteristics in real-time, guiding therapeutic selection, and early therapeutic switching during disease progression.
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Affiliation(s)
- Yaqiong Wang
- Department of Endocrinology and Metabolism, the First Hospital of Jilin University, Changchun, PR China
| | - Zili Wang
- Department of Urology, China-Japan Union Hospital of Jilin University, Changchun, PR China
| | - Xiaokun Gang
- Department of Endocrinology and Metabolism, the First Hospital of Jilin University, Changchun, PR China
| | - Guixia Wang
- Department of Endocrinology and Metabolism, the First Hospital of Jilin University, Changchun, PR China
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Krumbholz M, Eiblwieser J, Ranft A, Zierk J, Schmidkonz C, Stütz AM, Peneder P, Tomazou EM, Agaimy A, Bäuerle T, Hartmann W, Dirksen U, Metzler M. Quantification of Translocation-Specific ctDNA Provides an Integrating Parameter for Early Assessment of Treatment Response and Risk Stratification in Ewing Sarcoma. Clin Cancer Res 2021; 27:5922-5930. [PMID: 34426444 DOI: 10.1158/1078-0432.ccr-21-1324] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Revised: 07/05/2021] [Accepted: 08/16/2021] [Indexed: 11/16/2022]
Abstract
PURPOSE We evaluated the predictive and prognostic value of circulating tumor DNA (ctDNA) in patients with Ewing sarcoma (EWS) treated in the EWING2008 trial. EXPERIMENTAL DESIGN Plasma samples from 102 patients with EWS enrolled in the EWING2008 trial were obtained before and during induction chemotherapy. Genomic EWSR1 fusion sequence spanning primers and probes were used for highly specific and sensitive quantification of the levels of ctDNA by digital droplet PCR. ctDNA levels were correlated to established clinical risk factors and outcome parameters. RESULTS Pretreatment ctDNA copy numbers were correlated with event-free and overall survival. The reduction in ctDNA levels below the detection limit was observed in most cases after only two blocks of vincristine, ifosfamide, doxorubicin, and etoposide (VIDE) induction chemotherapy. The persistence of ctDNA after two VIDE blocks was a strong predictor of poor outcomes. ctDNA levels correlated well with most established clinical risk factors; an inverse correlation was found only for the histologic response to induction therapy. ctDNA levels did not provide simple representations of tumor volume, but integrated information from various tumor characteristics represented an independent EWS tumor marker with predictive and prognostic value. CONCLUSIONS ctDNA copy number in the plasma of patients with EWS is a quantifiable parameter for early risk stratification and can be used as a dynamic noninvasive biomarker for early prediction of treatment response and outcome of patients.
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Affiliation(s)
- Manuela Krumbholz
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany. .,Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
| | - Johanna Eiblwieser
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany
| | - Andreas Ranft
- Pediatrics III, West German Cancer Centre, University Hospital of Essen, Essen, Germany
| | - Jakob Zierk
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany
| | | | - Adrian M Stütz
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Peter Peneder
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Eleni M Tomazou
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Abbas Agaimy
- Department of Pathology, University Hospital Erlangen, Erlangen, Germany
| | - Tobias Bäuerle
- Department of Radiology, University Hospital Erlangen, Erlangen, Germany
| | - Wolfgang Hartmann
- Division of Translational Pathology, University Hospital Muenster, Gerhard Domagk Institute of Pathology, Muenster, Germany
| | - Uta Dirksen
- Pediatrics III, West German Cancer Centre, University Hospital of Essen, Essen, Germany
| | - Markus Metzler
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.,Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
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42
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Abstract
Liquid biopsy has emerged as a complement to invasive tissue biopsy to guide cancer diagnosis and treatment. The common liquid biopsy biomarkers are circulating tumor cells (CTCs), extracellular vesicles (EVs), and circulating tumor DNA (ctDNA). Each biomarker provides specific information based on its intrinsic characteristics. Prostate cancer is the second most common cancer in males worldwide. In men with low-grade localized prostate cancer, the disease can often be managed by active surveillance. For men who require treatment, the 5-year survival rate of localized prostate cancer is the highest among all cancer types, but the metastatic disease remains incurable. Metastatic prostate cancer invariably progresses to involve multiple bone sites and develops into a castration-resistant disease that leads to cancer death. The need to appropriately diagnose and guide the serial treatment of men with prostate cancer has led to the implementation of many studies to apply liquid biopsies to prostate cancer management. This review describes recent advancements in isolation and detection technology and the strength and weaknesses of the three circulating biomarkers. The clinical studies based on liquid biopsy results are summarized to depict the future perspective in the role of liquid biopsy on prostate cancer management.
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Affiliation(s)
- Chi-Ju Kim
- The Brady Urological Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.
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43
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Lakatos E, Hockings H, Mossner M, Huang W, Lockley M, Graham TA. LiquidCNA: Tracking subclonal evolution from longitudinal liquid biopsies using somatic copy number alterations. iScience 2021; 24:102889. [PMID: 34401670 PMCID: PMC8350516 DOI: 10.1016/j.isci.2021.102889] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 06/10/2021] [Accepted: 07/15/2021] [Indexed: 12/23/2022] Open
Abstract
Cell-free DNA (cfDNA) measured via liquid biopsies provides a way for minimally invasive monitoring of tumor evolutionary dynamics during therapy. Here we present liquidCNA, a method to track subclonal evolution from longitudinally collected cfDNA samples sequenced through cost-effective low-pass whole-genome sequencing. LiquidCNA utilizes somatic copy number alteration (SCNA) to simultaneously genotype and quantify the size of the dominant subclone without requiring B-allele frequency information, matched-normal samples, or prior knowledge on the genetic identity of the emerging clone. We demonstrate the accuracy of liquidCNA in synthetically generated sample sets and in vitro mixtures of cancer cell lines. In vivo application in patients with metastatic lung cancer reveals the progressive emergence of a novel tumor subpopulation. LiquidCNA is straightforward to use, is computationally inexpensive, and enables continuous monitoring of subclonal evolution to understand and control-therapy-induced resistance.
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Affiliation(s)
- Eszter Lakatos
- Centre for Genomics and Computational Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Helen Hockings
- Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
- Barts Health NHS Trust, St Bartholomew's Hospital, West Smithfield, London, UK
| | - Maximilian Mossner
- Centre for Genomics and Computational Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
| | - Weini Huang
- School of Mathematical Sciences, Queen Mary University of London, London, UK
| | - Michelle Lockley
- Centre for Cancer Cell and Molecular Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
- Department of Gynaecological Oncology, Cancer Services, University College London Hospital, London, UK
| | - Trevor A. Graham
- Centre for Genomics and Computational Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
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44
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Francini E, Ou FS, Rhoades J, Wolfe EG, O’Connor EP, Ha G, Gydush G, Kelleher KM, Bhatt RS, Balk SP, Sweeney CJ, Adalsteinsson VA, Taplin ME, Choudhury AD. Circulating Cell-Free DNA as Biomarker of Taxane Resistance in Metastatic Castration-Resistant Prostate Cancer. Cancers (Basel) 2021; 13:4055. [PMID: 34439209 PMCID: PMC8391478 DOI: 10.3390/cancers13164055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 08/10/2021] [Indexed: 11/17/2022] Open
Abstract
There are no biomarkers predictive of resistance to docetaxel or cabazitaxel validated for patients with metastatic castration-resistant prostate cancer (mCRPC). We assessed the association between ABCB1 amplification and primary resistance to docetaxel or cabazitaxel for patients with mCRPC, using circulating cell-free DNA (cfDNA). Patients with ≥1 plasma sample drawn within 12 months before starting docetaxel (cohort A) or cabazitaxel (cohort B) for mCRPC were identified from the Dana-Farber Cancer Institute IRB approved database. Sparse whole genome sequencing was performed on the selected cfDNA samples and tumor fractions were estimated using the computational tool ichorCNA. We evaluated the association between ABCB1 amplification or other copy number alterations and primary resistance to docetaxel or cabazitaxel. Of the selected 176 patients, 45 samples in cohort A and 21 samples in cohort B had sufficient tumor content. No significant association was found between ABCB1 amplification and primary resistance to docetaxel (p = 0.58; odds ratio (OR) = 1.49) or cabazitaxel (p = 0.97; OR = 1.06). No significant association was found between exploratory biomarkers and primary resistance to docetaxel or cabazitaxel. In this study, ABCB1 amplification did not predict primary resistance to docetaxel or cabazitaxel for mCRPC. Future studies including ABCB1 amplification in a suite of putative biomarkers and a larger cohort may aid in drawing definitive conclusions.
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Affiliation(s)
- Edoardo Francini
- Department of Experimental and Clinical Medicine, University of Florence, 50134 Florence, Italy
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
| | - Fang-Shu Ou
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (F.-S.O.); (E.G.W.)
| | - Justin Rhoades
- Eli and Edythe L. Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; (J.R.); (G.G.); (V.A.A.)
| | - Eric G. Wolfe
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN 55905, USA; (F.-S.O.); (E.G.W.)
| | - Edward P. O’Connor
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
| | - Gavin Ha
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
- Eli and Edythe L. Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; (J.R.); (G.G.); (V.A.A.)
| | - Gregory Gydush
- Eli and Edythe L. Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; (J.R.); (G.G.); (V.A.A.)
| | - Kaitlin M. Kelleher
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
| | - Rupal S. Bhatt
- Beth Israel Deaconess Medical Center, Boston, MA 02215, USA; (R.S.B.); (S.P.B.)
| | - Steven P. Balk
- Beth Israel Deaconess Medical Center, Boston, MA 02215, USA; (R.S.B.); (S.P.B.)
| | - Christopher J. Sweeney
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
| | - Viktor A. Adalsteinsson
- Eli and Edythe L. Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; (J.R.); (G.G.); (V.A.A.)
| | - Mary-Ellen Taplin
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
| | - Atish D. Choudhury
- Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA 02215, USA; (E.P.O.); (G.H.); (K.M.K.); (C.J.S.); (M.-E.T.); (A.D.C.)
- Eli and Edythe L. Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; (J.R.); (G.G.); (V.A.A.)
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45
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Wong EY, Xu L, Shen L, Kim ME, Polski A, Prabakar RK, Shah R, Jubran R, Kim JW, Biegel JA, Gai X, Kuhn P, Hicks J, Berry JL. Inter-eye genomic heterogeneity in bilateral retinoblastoma via aqueous humor liquid biopsy. NPJ Precis Oncol 2021; 5:73. [PMID: 34316014 DOI: 10.1038/s41698-021-00212-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Accepted: 06/04/2021] [Indexed: 01/08/2023] Open
Abstract
Germline alterations in the RB1 tumor suppressor gene predispose patients to develop retinoblastoma (RB) in both eyes. While similar treatment is given for each eye, there is often a variable therapeutic response between the eyes. Herein, we use the aqueous humor (AH) liquid biopsy to evaluate the cell-free tumor DNA (ctDNA) from each eye in a patient with bilateral RB. Despite the same predisposing germline RB1 mutation, AH analysis identified a different somatic RB1 mutation as well as separate and distinct chromosomal alterations in each eye. The longitudinal alterations in tumor fraction (TFx) corresponded to therapeutic responses in each eye. This case demonstrates that bilateral RB tumors develop separate genomic alterations, which may play a role in tumorigenesis and prognosis for eye salvage. Identifying these inter-eye differences without the need for enucleated tumor tissue may help direct active management of RB, with particular usefulness in bilateral cases.
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46
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Abbas A, Gruner M, Karohl J, Rose PG, Joehlin-Price A, Stover D, Mahdi H. Case Report: Circulating Tumor DNA Fraction Analysis Using Ultra-Low-Pass Whole-Genome Sequencing Correlates Response to Chemoradiation and Recurrence in Stage IV Small-Cell Carcinoma of the Cervix - A Longitudinal Study. Front Oncol 2021; 11:652683. [PMID: 34381704 PMCID: PMC8350481 DOI: 10.3389/fonc.2021.652683] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Accepted: 07/08/2021] [Indexed: 11/13/2022] Open
Abstract
Neuroendocrine carcinoma of the cervix is a rare and aggressive form of cervical cancer that presents with frequent metastasis at diagnosis and high recurrence rates. Primary treatment is multimodal, which often includes chemotherapy with or without radiation therapy. There are no data available to guide treatment for recurrence, and second-line therapies are extrapolated from small-cell lung carcinoma data. Close monitoring of these patients for recurrence is paramount. Evaluation of circulating tumor DNA (ctDNA) in the peripheral blood is an attractive approach due to its non-invasive nature. Ultra-low-pass whole-genome sequencing (ULP-WGS) can assess tumor burden and response to therapy and predict recurrence; however, data are lacking regarding the role of ULP-WGS in small-cell carcinoma of the cervix. This study demonstrates a patient whose response to chemotherapy and cancer recurrence was accurately monitored by ctDNA analysis using ULP-WGS and confirmed with radiologic imaging findings.
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Affiliation(s)
- Ata Abbas
- Division of Hematology and Oncology, Department of Medicine, Case Western Reserve University, Cleveland, OH, United States
| | - Morgan Gruner
- Division of Gynecologic Oncology, Obstetrics, Gynecology and Women's Health Institute, Cleveland Clinic, Cleveland, OH, United States
| | - Jennifer Karohl
- Division of Gynecologic Oncology, Obstetrics, Gynecology and Women's Health Institute, Cleveland Clinic, Cleveland, OH, United States
| | - Peter G Rose
- Division of Gynecologic Oncology, Obstetrics, Gynecology and Women's Health Institute, Cleveland Clinic, Cleveland, OH, United States
| | - Amy Joehlin-Price
- Department of Anatomic Pathology, Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, United States
| | - Daniel Stover
- Division of Medical Oncology, The Stefanie Spielman Comprehensive Breast Center, The James Cancer Hospital and Solove Research Institute at The Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - Haider Mahdi
- Division of Gynecologic Oncology, Obstetrics, Gynecology and Women's Health Institute, Cleveland Clinic, Cleveland, OH, United States.,Translational Hematology Oncology Research Department, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, United States.,Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, United States
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47
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Akahori D, Inoue Y, Inui N, Karayama M, Yasui H, Hozumi H, Suzuki Y, Furuhashi K, Fujisawa T, Enomoto N, Nakamura Y, Suda T. Comparative assessment of NOIR-SS and ddPCR for ctDNA detection of EGFR L858R mutations in advanced L858R-positive lung adenocarcinomas. Sci Rep 2021; 11:14999. [PMID: 34294857 PMCID: PMC8298558 DOI: 10.1038/s41598-021-94592-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 07/07/2021] [Indexed: 12/13/2022] Open
Abstract
Genotyping epidermal growth factor receptor (EGFR) is an essential process to indicate lung adenocarcinoma patients for the most appropriate treatment. Liquid biopsy using circulating tumor DNA (ctDNA) potentially complements the use of tumor tissue biopsy for identifying genotype-specific mutations in cancer cells. We assessed the performance of a high-fidelity sequencing method that uses molecular barcodes called the nonoverlapping integrated read sequencing system (NOIR-SS) for detecting EGFR L858R-mutated alleles in 33 advanced or recurrent patients with L858R mutation-positive lung adenocarcinoma revealed by matched tissue biopsy. We compared NOIR-SS with site-specific droplet digital PCR (ddPCR), which was taken as the reference, in terms of sensitivity and ability to quantify L858R variant allele fractions (VAFs). NOIR-SS and ddPCR had sensitivities of 87.9% (29/33) and 78.8% (26/33) for detecting L858R alleles, respectively. The VAFs measured by each assay were strongly correlated. Notably, one specimen was positive with a VAF of 30.12% for NOIR-SS but marginally positive with that of 0.05% for ddPCR because of a previously poorly recognized mechanism: two-base substitution-induced L858R (c.2573_2574delinsGA). These results indicate that NOIR-SS is a useful method for detecting ctDNA, potentially overcoming a limitation of ddPCR which highly depends on the binding ability of primers to specific targeting sequences.
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Affiliation(s)
- Daisuke Akahori
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Yusuke Inoue
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan.,Department of Clinical Pharmacology and Therapeutics, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Naoki Inui
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan. .,Department of Clinical Pharmacology and Therapeutics, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan.
| | - Masato Karayama
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan.,Department of Clinical Oncology, Hamamatsu University School of Medicine, Hamamatsu, Japan
| | - Hideki Yasui
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Hironao Hozumi
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Yuzo Suzuki
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Kazuki Furuhashi
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Tomoyuki Fujisawa
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Noriyuki Enomoto
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Yutaro Nakamura
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
| | - Takafumi Suda
- Second Division, Department of Internal Medicine, Hamamatsu University School of Medicine, 1-20-1 Handayama, Higashi-ku, Hamamatsu, 431-3192, Japan
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48
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Lin E, Hahn AW, Nussenzveig RH, Wesolowski S, Sayegh N, Maughan BL, McFarland T, Rathi N, Sirohi D, Sonpavde G, Swami U, Kohli M, Rich T, Sartor O, Yandell M, Agarwal N. Identification of Somatic Gene Signatures in Circulating Cell-Free DNA Associated with Disease Progression in Metastatic Prostate Cancer by a Novel Machine Learning Platform. Oncologist 2021; 26:751-760. [PMID: 34157173 PMCID: PMC8417886 DOI: 10.1002/onco.13869] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Accepted: 06/04/2021] [Indexed: 01/01/2023] Open
Abstract
PURPOSE Progression from metastatic castration-sensitive prostate cancer (mCSPC) to a castration-resistant (mCRPC) state heralds the lethal phenotype of prostate cancer. Identifying genomic alterations associated with mCRPC may help find new targets for drug development. In the majority of patients, obtaining a tumor biopsy is challenging because of the predominance of bone-only metastasis. In this study, we hypothesize that machine learning (ML) algorithms can identify clinically relevant patterns of genomic alterations (GAs) that distinguish mCRPC from mCSPC, as assessed by next-generation sequencing (NGS) of circulating cell-free DNA (cfDNA). EXPERIMENTAL DESIGN Retrospective clinical data from men with metastatic prostate cancer were collected. Men with NGS of cfDNA performed at a Clinical Laboratory Improvement Amendments (CLIA)-certified laboratory at time of diagnosis of mCSPC or mCRPC were included. A combination of supervised and unsupervised ML algorithms was used to obtain biologically interpretable, potentially actionable insights into genomic signatures that distinguish mCRPC from mCSPC. RESULTS GAs that distinguish patients with mCRPC (n = 187) from patients with mCSPC (n = 154) (positive predictive value = 94%, specificity = 91%) were identified using supervised ML algorithms. These GAs, primarily amplifications, corresponded to androgen receptor, Mitogen-activated protein kinase (MAPK) signaling, Phosphoinositide 3-kinase (PI3K) signaling, G1/S cell cycle, and receptor tyrosine kinases. We also identified recurrent patterns of gene- and pathway-level alterations associated with mCRPC by using Bayesian networks, an unsupervised machine learning algorithm. CONCLUSION These results provide clinical evidence that progression from mCSPC to mCRPC is associated with stereotyped concomitant gain-of-function aberrations in these pathways. Furthermore, detection of these aberrations in cfDNA may overcome the challenges associated with obtaining tumor bone biopsies and allow contemporary investigation of combinatorial therapies that target these aberrations. IMPLICATIONS FOR PRACTICE The progression from castration-sensitive to castration-resistant prostate cancer is characterized by worse prognosis and there is a pressing need for targeted drugs to prevent or delay this transition. This study used machine learning algorithms to examine the cell-free DNA of patients to identify alterations to specific pathways and genes associated with progression. Detection of these alterations in cell-free DNA may overcome the challenges associated with obtaining tumor bone biopsies and allow contemporary investigation of combinatorial therapies that target these aberrations.
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Affiliation(s)
- Edwin Lin
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA.,Department of Human Genetics, University of Utah, Salt Lake City, Utah, USA
| | - Andrew W Hahn
- Division of Cancer Medicine, MD Anderson Cancer Center, Houston, Texas, USA
| | - Roberto H Nussenzveig
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | | | - Nicolas Sayegh
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Benjamin L Maughan
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Taylor McFarland
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Nityam Rathi
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Deepika Sirohi
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Guru Sonpavde
- Department of Hematology/Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| | - Umang Swami
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | - Manish Kohli
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
| | | | - Oliver Sartor
- Department of Oncology, Tulane University, New Orleans, Louisiana, USA
| | - Mark Yandell
- Department of Human Genetics, University of Utah, Salt Lake City, Utah, USA
| | - Neeraj Agarwal
- Division of Oncology, Department of Internal Medicine, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah, USA
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49
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Li S, Noor ZS, Zeng W, Stackpole ML, Ni X, Zhou Y, Yuan Z, Wong WH, Agopian VG, Dubinett SM, Alber F, Li W, Garon EB, Zhou XJ. Sensitive detection of tumor mutations from blood and its application to immunotherapy prognosis. Nat Commun 2021; 12:4172. [PMID: 34234141 DOI: 10.1038/s41467-021-24457-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 06/18/2021] [Indexed: 02/06/2023] Open
Abstract
Cell-free DNA (cfDNA) is attractive for many applications, including detecting cancer, identifying the tissue of origin, and monitoring. A fundamental task underlying these applications is SNV calling from cfDNA, which is hindered by the very low tumor content. Thus sensitive and accurate detection of low-frequency mutations (<5%) remains challenging for existing SNV callers. Here we present cfSNV, a method incorporating multi-layer error suppression and hierarchical mutation calling, to address this challenge. Furthermore, by leveraging cfDNA's comprehensive coverage of tumor clonal landscape, cfSNV can profile mutations in subclones. In both simulated and real patient data, cfSNV outperforms existing tools in sensitivity while maintaining high precision. cfSNV enhances the clinical utilities of cfDNA by improving mutation detection performance in medium-depth sequencing data, therefore making Whole-Exome Sequencing a viable option. As an example, we demonstrate that the tumor mutation profile from cfDNA WES data can provide an effective biomarker to predict immunotherapy outcomes.
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50
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Herberts C, Wyatt AW. Technical and biological constraints on ctDNA-based genotyping. Trends Cancer 2021:S2405-8033(21)00122-9. [PMID: 34219051 DOI: 10.1016/j.trecan.2021.06.001] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 05/31/2021] [Accepted: 06/01/2021] [Indexed: 12/18/2022]
Abstract
Circulating tumor DNA (ctDNA) enables real-time genomic profiling of cancer without the need for tissue biopsy. ctDNA-based technology is seeing rapid uptake in clinical practice due to the potential to inform patient management from diagnosis to advanced disease. In metastatic disease, ctDNA can identify somatic mutations, copy-number variants (CNVs), and structural rearrangements that are predictive of therapy response. However, the ctDNA fraction (ctDNA%) is unpredictable and confounds variant detection strategies, undermining confidence in liquid biopsy results. Assay design also influences which types of genomic alterations are identifiable. Here, we describe the relationships between ctDNA%, methodology, and sensitivity-specificity for major classes of genomic alterations in prostate cancer. We provide recommendations to navigate the technical complexities that constrain the detection of clinically relevant genomic alterations in ctDNA.
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