1
|
Chen C, Douglas MP, Ragavan MV, Phillips KA, Jansen JP. Clinical validity and utility of circulating tumor DNA (ctDNA) testing in advanced non-small cell lung cancer (aNSCLC): a systematic literature review and meta-analysis. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.10.27.23297657. [PMID: 37961510 PMCID: PMC10635208 DOI: 10.1101/2023.10.27.23297657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Purpose Circulating tumor DNA (ctDNA) testing has become a promising tool to guide first-line (1L) targeted treatment for advanced non-small cell lung cancer (aNSCLC). This study aims to estimate the clinical validity (CV) and clinical utility (CU) of ctDNA-based next-generation sequencing (NGS) for oncogenic driver mutations to inform 1L treatment decisions in aNSCLC through a systematic literature review and meta-analysis. Methods A systematic literature search was conducted in PubMed/MEDLINE and Embase to identify randomized control trials or observational studies reporting CV/CU on ctDNA testing in patients with aNSCLC. Meta-analyses were performed using bivariate random-effects models to estimate pooled sensitivity and specificity. Progression-free/overall survival (PFS/OS) was summarized for CU studies. Results Eighteen studies were identified: 17 CV only, 2 CU only, and 1 both. Thirteen studies were included for the meta-analysis on multi-gene detection. The overall sensitivity and specificity for ctDNA detection of any mutation were 0.69 (95% CI, 0.63-0.74) and 0.99 (95% CI, 0.97-1.00) respectively. However, sensitivity varied greatly by driver gene, ranging from 0.29 (95% CI, 0.13-0.53) for ROS 1 to 0.77 (95% CI, 0.63-0.86) for KRAS . Two studies compared PFS with ctDNA versus tissue-based testing followed by 1L targeted therapy found no significant differences. One study reported OS curves on ctDNA-matched and tissue-matched therapies but no hazard ratios were provided. Conclusion ctDNA testing demonstrated an overall acceptable diagnostic accuracy in aNSCLC patients, however, sensitivity varied greatly by driver mutation. Further research is needed, especially for uncommon driver mutations, to better understand the CU of ctDNA testing in guiding targeted treatments for aNSCLC.
Collapse
|
2
|
Cai P, Yang B, Zhao J, Ye P, Yang D. Detection of KRAS mutation using plasma samples in non-small-cell lung cancer: a systematic review and meta-analysis. Front Oncol 2023; 13:1207892. [PMID: 37483491 PMCID: PMC10357383 DOI: 10.3389/fonc.2023.1207892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 06/20/2023] [Indexed: 07/25/2023] Open
Abstract
Background The aim of this study was to investigate the diagnostic accuracy of KRAS mutation detection using plasma sample of patients with non-small cell lung cancer (NSCLC). Methods Databases of Pubmed, Embase, Cochrane Library, and Web of Science were searched for studies detecting KRAS mutation in paired tissue and plasma samples of patients with NSCLC. Data were extracted from each eligible study and analyzed using MetaDiSc and STATA. Results After database searching and screening of the studies with pre-defined criteria, 43 eligible studies were identified and relevant data were extracted. After pooling the accuracy data from 3341 patients, the pooled sensitivity, specificity and diagnostic odds ratio were 71%, 94%, and 59.28, respectively. Area under curve of summary receiver operating characteristic curve was 0.8883. Subgroup analysis revealed that next-generation sequencing outperformed PCR-based techniques in detecting KRAS mutation using plasma sample of patients with NSCLC, with sensitivity, specificity, and diagnostic odds ratio of 73%, 94%, and 82.60, respectively. Conclusion Compared to paired tumor tissue sample, plasma sample showed overall good performance in detecting KRAS mutation in patients with NSCLC, which could serve as good surrogate when tissue samples are not available.
Collapse
Affiliation(s)
- Peiling Cai
- Department of Anatomy and Histology, School of Preclinical Medicine, Chengdu University, Chengdu, China
| | - Bofan Yang
- School of Clinical Medicine, Chengdu University, Chengdu, China
| | - Jiahui Zhao
- School of Clinical Medicine, Chengdu University, Chengdu, China
| | - Peng Ye
- Department of Anatomy and Histology, School of Preclinical Medicine, Chengdu University, Chengdu, China
| | - Dongmei Yang
- Clinical Laboratory & Clinical Research and Translational Center, Second People’s Hospital of Yibin City-West China Yibin Hospital, Sichuan University, Yibin, China
| |
Collapse
|
3
|
Lin LH, Chang KW, Cheng HW, Liu CJ. Identification of Somatic Mutations in Plasma Cell-Free DNA from Patients with Metastatic Oral Squamous Cell Carcinoma. Int J Mol Sci 2023; 24:10408. [PMID: 37373553 DOI: 10.3390/ijms241210408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/01/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023] Open
Abstract
The accurate diagnosis and treatment of oral squamous cell carcinoma (OSCC) requires an understanding of its genomic alterations. Liquid biopsies, especially cell-free DNA (cfDNA) analysis, are a minimally invasive technique used for genomic profiling. We conducted comprehensive whole-exome sequencing (WES) of 50 paired OSCC cell-free plasma with whole blood samples using multiple mutation calling pipelines and filtering criteria. Integrative Genomics Viewer (IGV) was used to validate somatic mutations. Mutation burden and mutant genes were correlated to clinico-pathological parameters. The plasma mutation burden of cfDNA was significantly associated with clinical staging and distant metastasis status. The genes TTN, PLEC, SYNE1, and USH2A were most frequently mutated in OSCC, and known driver genes, including KMT2D, LRP1B, TRRAP, and FLNA, were also significantly and frequently mutated. Additionally, the novel mutated genes CCDC168, HMCN2, STARD9, and CRAMP1 were significantly and frequently present in patients with OSCC. The mutated genes most frequently found in patients with metastatic OSCC were RORC, SLC49A3, and NUMBL. Further analysis revealed that branched-chain amino acid (BCAA) catabolism, extracellular matrix-receptor interaction, and the hypoxia-related pathway were associated with OSCC prognosis. Choline metabolism in cancer, O-glycan biosynthesis, and protein processing in the endoplasmic reticulum pathway were associated with distant metastatic status. About 20% of tumors carried at least one aberrant event in BCAA catabolism signaling that could possibly be targeted by an approved therapeutic agent. We identified molecular-level OSCC that were correlated with etiology and prognosis while defining the landscape of major altered events of the OSCC plasma genome. These findings will be useful in the design of clinical trials for targeted therapies and the stratification of patients with OSCC according to therapeutic efficacy.
Collapse
Affiliation(s)
- Li-Han Lin
- Department of Medical Research, MacKay Memorial Hospital No. 92, Sec. 2, Chung San N. Rd., Taipei 10449, Taiwan
| | - Kuo-Wei Chang
- Institute of Oral Biology, School of Dentistry, National Yang Ming Chiao Tung University, Taipei 11221, Taiwan
- Department of Stomatology, Taipei Veterans General Hospital, Taipei 11121, Taiwan
| | - Hui-Wen Cheng
- Department of Medical Research, MacKay Memorial Hospital No. 92, Sec. 2, Chung San N. Rd., Taipei 10449, Taiwan
| | - Chung-Ji Liu
- Department of Medical Research, MacKay Memorial Hospital No. 92, Sec. 2, Chung San N. Rd., Taipei 10449, Taiwan
- Institute of Oral Biology, School of Dentistry, National Yang Ming Chiao Tung University, Taipei 11221, Taiwan
- Department of Oral and Maxillofacial Surgery, Taipei MacKay Memorial Hospital, Taipei 10449, Taiwan
| |
Collapse
|
4
|
Souza VGP, Forder A, Brockley LJ, Pewarchuk ME, Telkar N, de Araújo RP, Trejo J, Benard K, Seneda AL, Minutentag IW, Erkan M, Stewart GL, Hasimoto EN, Garnis C, Lam WL, Martinez VD, Reis PP. Liquid Biopsy in Lung Cancer: Biomarkers for the Management of Recurrence and Metastasis. Int J Mol Sci 2023; 24:ijms24108894. [PMID: 37240238 DOI: 10.3390/ijms24108894] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 05/11/2023] [Accepted: 05/16/2023] [Indexed: 05/28/2023] Open
Abstract
Liquid biopsies have emerged as a promising tool for the detection of metastases as well as local and regional recurrence in lung cancer. Liquid biopsy tests involve analyzing a patient's blood, urine, or other body fluids for the detection of biomarkers, including circulating tumor cells or tumor-derived DNA/RNA that have been shed into the bloodstream. Studies have shown that liquid biopsies can detect lung cancer metastases with high accuracy and sensitivity, even before they are visible on imaging scans. Such tests are valuable for early intervention and personalized treatment, aiming to improve patient outcomes. Liquid biopsies are also minimally invasive compared to traditional tissue biopsies, which require the removal of a sample of the tumor for further analysis. This makes liquid biopsies a more convenient and less risky option for patients, particularly those who are not good candidates for invasive procedures due to other medical conditions. While liquid biopsies for lung cancer metastases and relapse are still being developed and validated, they hold great promise for improving the detection and treatment of this deadly disease. Herein, we summarize available and novel approaches to liquid biopsy tests for lung cancer metastases and recurrence detection and describe their applications in clinical practice.
Collapse
Affiliation(s)
- Vanessa G P Souza
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
- Molecular Oncology Laboratory, Experimental Research Unit, School of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
| | - Aisling Forder
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Liam J Brockley
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | | | - Nikita Telkar
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
- British Columbia Children's Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada
| | - Rachel Paes de Araújo
- Molecular Oncology Laboratory, Experimental Research Unit, School of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
| | - Jessica Trejo
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Katya Benard
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Ana Laura Seneda
- Molecular Oncology Laboratory, Experimental Research Unit, School of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
| | - Iael W Minutentag
- Molecular Oncology Laboratory, Experimental Research Unit, School of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
| | - Melis Erkan
- Department of Pathology and Laboratory Medicine, IWK Health Centre, Halifax, NS B3K 6R8, Canada
- Department of Pathology, Faculty of Medicine, Dalhousie University, Halifax, NS B3K 6R8, Canada
- Beatrice Hunter Cancer Research Institute, Halifax, NS B3H 4R2, Canada
| | - Greg L Stewart
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Erica N Hasimoto
- Department of Surgery and Orthopedics, Faculty of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
| | - Cathie Garnis
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
- Division of Otolaryngology, Department of Surgery, University of British Columbia, Vancouver, BC V5Z 1M9, Canada
| | - Wan L Lam
- British Columbia Cancer Research Institute, Vancouver, BC V5Z 1L3, Canada
| | - Victor D Martinez
- Department of Pathology and Laboratory Medicine, IWK Health Centre, Halifax, NS B3K 6R8, Canada
- Department of Pathology, Faculty of Medicine, Dalhousie University, Halifax, NS B3K 6R8, Canada
- Beatrice Hunter Cancer Research Institute, Halifax, NS B3H 4R2, Canada
| | - Patricia P Reis
- Molecular Oncology Laboratory, Experimental Research Unit, School of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
- Department of Surgery and Orthopedics, Faculty of Medicine, São Paulo State University (UNESP), Botucatu, SP 18618-687, Brazil
| |
Collapse
|
5
|
Khan SR, Scheffler M, Soomar SM, Rashid YA, Moosajee M, Ahmad A, Raza A, Uddin S. Role of circulating-tumor DNA in the early-stage non-small cell lung carcinoma as a predictive biomarker. Pathol Res Pract 2023; 245:154455. [PMID: 37054576 DOI: 10.1016/j.prp.2023.154455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 04/07/2023] [Accepted: 04/07/2023] [Indexed: 04/15/2023]
Abstract
Lung cancer is one of the most common solid malignancies. Tissue biopsy is the standard method for accurately diagnosing lung and many other malignancies over decades. However, molecular profiling of tumors leads to establishing a new horizon in the field of precision medicine, which has now entered the mainstream in clinical practice. In this context, a minimally invasive complementary method has been proposed as a liquid biopsy (LB) which is a blood-based test that is gaining popularity as it provides the opportunity to test genotypes in a unique, less invasive manner. Circulating tumor cells (CTC) captivating the Circulating-tumor DNA (Ct-DNA) are often present in the blood of lung cancer patients and are the fundamental concept behind LB. There are multiple clinical uses of Ct-DNA, including its role in prognostic and therapeutic purposes. The treatment of lung cancer has drastically evolved over time. Therefore, this review article mainly focuses on the current literature on circulating tumor DNA and its clinical implications and future goals in non-small cell lung cancer.
Collapse
Affiliation(s)
- Saqib Raza Khan
- Medical Oncology Department, Aga Khan University Hospital, Karachi, Pakistan.
| | - Matthias Scheffler
- Internal Medicine Department, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | | | - Yasmin Abdul Rashid
- Medical Oncology Department, Aga Khan University Hospital, Karachi, Pakistan
| | - Munira Moosajee
- Medical Oncology Department, Aga Khan University Hospital, Karachi, Pakistan
| | - Aamir Ahmad
- Translational Research Institute & Dermatology Institute, Hamad Medical Corporation, Doha, Qatar
| | - Afsheen Raza
- College of Health Sciences, Abu Dhabi University, Abu Dhabi, United Arab Emirates
| | - Shahab Uddin
- Translational Research Institute & Dermatology Institute, Hamad Medical Corporation, Doha, Qatar.
| |
Collapse
|
6
|
Clack K, Soda N, Kasetsirikul S, Mahmudunnabi RG, Nguyen NT, Shiddiky MJA. Toward Personalized Nanomedicine: The Critical Evaluation of Micro and Nanodevices for Cancer Biomarker Analysis in Liquid Biopsy. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2023; 19:e2205856. [PMID: 36631277 DOI: 10.1002/smll.202205856] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Revised: 12/20/2022] [Indexed: 06/17/2023]
Abstract
Liquid biopsy for the analysis of circulating cancer biomarkers (CBs) is a major advancement toward the early detection of cancer. In comparison to tissue biopsy techniques, liquid biopsy is relatively painless, offering multiple sampling opportunities across easily accessible bodily fluids such as blood, urine, and saliva. Liquid biopsy is also relatively inexpensive and simple, avoiding the requirement for specialized laboratory equipment or trained medical staff. Major advances in the field of liquid biopsy are attributed largely to developments in nanotechnology and microfabrication that enables the creation of highly precise chip-based platforms. These devices can overcome detection limitations of an individual biomarker by detecting multiple markers simultaneously on the same chip, or by featuring integrated and combined target separation techniques. In this review, the major advances in the field of portable and semi-portable micro, nano, and multiplexed platforms for CB detection for the early diagnosis of cancer are highlighted. A comparative discussion is also provided, noting merits and drawbacks of the platforms, especially in terms of portability. Finally, key challenges toward device portability and possible solutions, as well as discussing the future direction of the field are highlighted.
Collapse
Affiliation(s)
- Kimberley Clack
- School of Environment and Science (ESC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
- Queensland Micro and Nanotechnology Centre (QMNC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
| | - Narshone Soda
- Queensland Micro and Nanotechnology Centre (QMNC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
| | - Surasak Kasetsirikul
- Queensland Micro and Nanotechnology Centre (QMNC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
| | - Rabbee G Mahmudunnabi
- School of Environment and Science (ESC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
- Queensland Micro and Nanotechnology Centre (QMNC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
| | - Nam-Trung Nguyen
- Queensland Micro and Nanotechnology Centre (QMNC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
| | - Muhammad J A Shiddiky
- School of Environment and Science (ESC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
- Queensland Micro and Nanotechnology Centre (QMNC), Griffith University, Nathan Campus, Nathan, QLD, 4111, Australia
| |
Collapse
|
7
|
Armakolas A, Kotsari M, Koskinas J. Liquid Biopsies, Novel Approaches and Future Directions. Cancers (Basel) 2023; 15:1579. [PMID: 36900369 PMCID: PMC10000663 DOI: 10.3390/cancers15051579] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 02/22/2023] [Accepted: 03/01/2023] [Indexed: 03/06/2023] Open
Abstract
Cancer is among the leading causes of death worldwide. Early diagnosis and prognosis are vital to improve patients' outcomes. The gold standard of tumor characterization leading to tumor diagnosis and prognosis is tissue biopsy. Amongst the constraints of tissue biopsy collection is the sampling frequency and the incomplete representation of the entire tumor bulk. Liquid biopsy approaches, including the analysis of circulating tumor cells (CTCs), circulating tumor DNA (ctDNA), circulating miRNAs, and tumor-derived extracellular vesicles (EVs), as well as certain protein signatures that are released in the circulation from primary tumors and their metastatic sites, present a promising and more potent candidate for patient diagnosis and follow up monitoring. The minimally invasive nature of liquid biopsies, allowing frequent collection, can be used in the monitoring of therapy response in real time, allowing the development of novel approaches in the therapeutic management of cancer patients. In this review we will describe recent advances in the field of liquid biopsy markers focusing on their advantages and disadvantages.
Collapse
Affiliation(s)
- Athanasios Armakolas
- Physiology Laboratory, Medical School, National and Kapodistrian University of Athens, 115 27 Athens, Greece
- B' Department of Medicine, Hippokration Hospital, National and Kapodistrian University of Athens, 115 27 Athens, Greece
| | - Maria Kotsari
- Physiology Laboratory, Medical School, National and Kapodistrian University of Athens, 115 27 Athens, Greece
| | - John Koskinas
- B' Department of Medicine, Hippokration Hospital, National and Kapodistrian University of Athens, 115 27 Athens, Greece
| |
Collapse
|
8
|
Caputo V, Ciardiello F, Corte CMD, Martini G, Troiani T, Napolitano S. Diagnostic value of liquid biopsy in the era of precision medicine: 10 years of clinical evidence in cancer. EXPLORATION OF TARGETED ANTI-TUMOR THERAPY 2023; 4:102-138. [PMID: 36937316 PMCID: PMC10017193 DOI: 10.37349/etat.2023.00125] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Accepted: 11/13/2022] [Indexed: 03/06/2023] Open
Abstract
Liquid biopsy is a diagnostic repeatable test, which in last years has emerged as a powerful tool for profiling cancer genomes in real-time with minimal invasiveness and tailoring oncological decision-making. It analyzes different blood-circulating biomarkers and circulating tumor DNA (ctDNA) is the preferred one. Nevertheless, tissue biopsy remains the gold standard for molecular evaluation of solid tumors whereas liquid biopsy is a complementary tool in many different clinical settings, such as treatment selection, monitoring treatment response, cancer clonal evolution, prognostic evaluation, as well as the detection of early disease and minimal residual disease (MRD). A wide number of technologies have been developed with the aim of increasing their sensitivity and specificity with acceptable costs. Moreover, several preclinical and clinical studies have been conducted to better understand liquid biopsy clinical utility. Anyway, several issues are still a limitation of its use such as false positive and negative results, results interpretation, and standardization of the panel tests. Although there has been rapid development of the research in these fields and recent advances in the clinical setting, many clinical trials and studies are still needed to make liquid biopsy an instrument of clinical routine. This review provides an overview of the current and future clinical applications and opening questions of liquid biopsy in different oncological settings, with particular attention to ctDNA liquid biopsy.
Collapse
Affiliation(s)
- Vincenza Caputo
- Medical Oncology, Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80131 Napoli, Italy
| | - Fortunato Ciardiello
- Medical Oncology, Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80131 Napoli, Italy
| | - Carminia Maria Della Corte
- Medical Oncology, Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80131 Napoli, Italy
| | - Giulia Martini
- Medical Oncology, Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80131 Napoli, Italy
| | - Teresa Troiani
- Medical Oncology, Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80131 Napoli, Italy
| | - Stefania Napolitano
- Medical Oncology, Department of Precision Medicine, University of Campania “Luigi Vanvitelli”, 80131 Napoli, Italy
| |
Collapse
|
9
|
Palmieri M, Zulato E, Wahl SGF, Guibert N, Frullanti E. Diagnostic accuracy of circulating free DNA testing for the detection of KRAS mutations in non-small cell lung cancer: A systematic review and meta-analysis. Front Genet 2022; 13:1015161. [PMID: 36386815 PMCID: PMC9640997 DOI: 10.3389/fgene.2022.1015161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 10/11/2022] [Indexed: 11/25/2022] Open
Abstract
Kirsten rat sarcoma viral oncogene homolog (KRAS) gene encodes a GTPase that acts as a molecular switch for intracellular signal transduction, promoting cell growth and proliferation. Mutations in the KRAS gene represent important biomarkers for NSCLC targeted therapy. However, detection of KRAS mutations in tissues has shown some limitations. During the last years, analyses of circulating free DNA (cfDNA) has emerged as an alternative and minimally invasive, approach to investigate tumor molecular changes. Here, we assessed the diagnostic performance of cfDNA analysis, compared to tissues through a meta-analysis and systematic review of existing literature. From 561 candidate papers, we finally identified 40 studies, including 2,805 NSCLC patients. We extracted values relating to the number of true-positive, false-positive, false-negative, and true-negative. Pooled sensitivity, specificity, positive likelihood ratio, negative likelihood ratio, and diagnostic odds ratio, each with 95% CI, were calculated. A summary receiver operating characteristic curve and the area under curve (AUC) were used to evaluate the overall diagnostic performance. The pooled sensitivity was 0.71 (95% CI 0.68–0.74) and the specificity was 0.93 (95% CI 0.92–0.94). The diagnostic odds ratio was 35.24 (95% CI 24.88–49.91) and the area under the curve was 0.92 (SE = 0.094). These results provide evidence that detection of KRAS mutation using cfDNA testing is of adequate diagnostic accuracy thus offering to the clinicians a new promising screening test for NSCLC patients.
Collapse
Affiliation(s)
- Maria Palmieri
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, Siena, Italy
| | - Elisabetta Zulato
- Basic and Translational Oncology Unit, Istituto Oncologico Veneto IOV—IRCCS, Padova, Italy
| | - Sissel Gyrid Freim Wahl
- Department of Pathology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Department of Clinical and Molecular Medicine, NTNU, Norwegian University of Technology and Science, Trondheim, Norway
| | - Nicolas Guibert
- Thoracic Oncology Department, Larrey Hospital, University Hospital of Toulouse, Toulouse, France
- Inserm, Centre de Recherche en Cancérologie de Toulouse, CRCT UMR-1037, Toulouse, France
- University of Toulouse III (Paul Sabatier), Toulouse, France
| | - Elisa Frullanti
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, Siena, Italy
- *Correspondence: Elisa Frullanti,
| |
Collapse
|
10
|
Fujii H, Nagakura H, Kobayashi N, Kubo S, Tanaka K, Watanabe K, Horita N, Hara Y, Nishikawa M, Miura K, Koizumi H, Ito Y, Tsubakihara M, Miyazawa N, Kudo M, Shinkai M, Kaneko T. Liquid biopsy for detecting epidermal growth factor receptor mutation among patients with non-small cell lung cancer treated with afatinib: a multicenter prospective study. BMC Cancer 2022; 22:1035. [PMID: 36192767 PMCID: PMC9531433 DOI: 10.1186/s12885-022-10135-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Accepted: 09/26/2022] [Indexed: 11/18/2022] Open
Abstract
Background This study aimed to determine the effectiveness of liquid biopsy in detecting epidermal growth factor receptor (EGFR) mutations at diagnosis, disease progression, and intermediate stages. Methods This prospective, multicenter, observational study included 30 patients with non-small cell lung cancer treated with afatinib, harboring a major EGFR mutation confirmed by tumor tissue biopsy. We collected blood samples for liquid biopsy at diagnosis, intermediate stage, and progressive disease. Tissue and liquid biopsies were examined using Cobas ® EGFR Mutation Test v2. Results Liquid biopsy detected EGFR mutations in 63.6% of the patients at diagnosis. The presence of metastasis in the extrathoracic, brain, and adrenal glands correlated positively with the detection of EGFR mutations. Patients with positive EGFR mutations at diagnosis had significantly shorter overall and progression-free survival than patients with negative EGFR mutations. Four of the 18 patients (22.2%) who reached progressive disease had positive EGFR T790M mutations. Three of 10 patients (30.0%) with progressive disease were positive and negative for T790M using tumor re-biopsy and liquid biopsy, respectively. The results of EGFR mutation by tissue re-biopsy were the same as those of liquid biopsy in the three patients who were positive for significant EGFR mutations but negative for the T790M mutation using liquid biopsy at progressing disease. Only two patients were positive for major EGFR mutations at intermediate levels. Conclusions Liquid biopsy can be a prognostic factor in EGFR-tyrosine kinase inhibitor treatments at diagnosis. Tumor re-biopsy can be omitted in patients with positive EGFR mutations by liquid biopsy at PD. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-022-10135-z.
Collapse
Affiliation(s)
- Hiroaki Fujii
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| | - Hideyuki Nagakura
- Department of Internal Medicine, Yokohama Ekisaikai Hospital, 1-2 Yamadacho, Naka-ku, Yokohama, Kanagawa, 231-0036, Japan
| | - Nobuaki Kobayashi
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan.
| | - Sousuke Kubo
- Respiratory Disease Center, Yokohama City University Medical Center, 4-57 Urafunacho, Minami-ku, Yokohama, Kanagawa, Japan
| | - Katsushi Tanaka
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| | - Keisuke Watanabe
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| | - Nobuyuki Horita
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| | - Yu Hara
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| | - Masanori Nishikawa
- Department of Pulmonology, Fujisawa City Hospital, 2-6-1 Fujisawa, Fujisawashi, Kanagawa, 251-8550, Japan
| | - Kenji Miura
- Department of Pulmonology, Yokohama Sakae Kyosai Hospital, 132 Katsuracho, Sakae-ku, Yokohama, Kanagawa, 247-8581, Japan
| | - Harumi Koizumi
- Department of Pulmonology, Yokohama Minami Kyosai Hospital, 1-21-1 Mutsuurahigashi, Kanazawa-ku, Yokohama, Kanagawa, 236-0037, Japan
| | - Yu Ito
- Department of Pulmonology, Yokohama Rosai Hospital, 3211 Kozukicho, Kohoku-ku, , Yokohama, Kanagawa, 222-0036, Japan
| | - Motofumi Tsubakihara
- Department of Pulmonology, National Hospital Organization Yokohama Medical Center, 3-60-2 Harajuku, Totsuka-ku, Yokohama, Kanagawa, 245-8575, Japan
| | - Naoki Miyazawa
- Department of Pulmonology, Saiseikai Yokohamashi Nanbu Hospital, 3-2-10 Konandai, Konan-ku, Yokohama, Kanagawa, 234-0054, Japan
| | - Makoto Kudo
- Respiratory Disease Center, Yokohama City University Medical Center, 4-57 Urafunacho, Minami-ku, Yokohama, Kanagawa, Japan
| | - Masaharu Shinkai
- Department of Respiratory Medicine, Tokyo Shinagawa Hospital, 6-3-22 Higashioi, Shinagawa-ku, Tokyo, 140-8522, Japan
| | - Takeshi Kaneko
- Department of Pulmonology, Yokohama City University Graduate School of Medicine, 3-9 Fukuura, Kanazawa-ku, Yokohama, Kanagawa, 236-0004, Japan
| |
Collapse
|
11
|
Sankar K, Zeinali M, Nagrath S, Ramnath N. Molecular biomarkers and liquid biopsies in lung cancer. Semin Oncol 2022; 49:S0093-7754(22)00047-1. [PMID: 35820969 DOI: 10.1053/j.seminoncol.2022.06.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 06/13/2022] [Accepted: 06/13/2022] [Indexed: 12/27/2022]
Abstract
Liquid biopsy refers to the identification of tumor-derived materials in body fluids including in blood circulation. In the age of immunotherapy and targeted therapies used for the treatment of advanced malignancies, molecular analysis of the tumor is considered a crucial step to guide management. In lung cancer, the concept of liquid biopsies is particularly relevant given the invasiveness of tumor biopsies in certain locations, and the potential risks of biopsy in a patient population with significant co-morbidities. Liquid biopsies have many advantages including non-invasiveness, lower cost, potential for genomic testing, ability to monitor tumor evolution through treatment, and the ability to overcome spatial and temporal intertumoral heterogeneity. The potential clinical applications of liquid biopsy are vast and include screening, detection of minimal residual disease and/or early relapse after curative intent treatment, monitoring response to immunotherapy, and identifying mutations that might be targetable or can confer resistance. Herein, we review the potential role of circulating tumor DNA and circulating tumor cells as forms of liquid biopsies and blood biomarkers in non-small cell lung cancer. We discuss the methodologies/platforms available for each, clinical applications, and limitations/challenges in incorporation into clinical practice. We additionally review emerging forms of liquid biopsies including tumor educated platelets, circular RNA, and exosomes.
Collapse
Affiliation(s)
- Kamya Sankar
- Division of Hematology and Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Mina Zeinali
- Department of Chemical Engineering, University of Michigan, Ann Arbor, MI; Biointerfaces Institute, University of Michigan, Ann Arbor, MI; Rogel Cancer Center, University of Michigan, Ann Arbor, MI
| | - Sunitha Nagrath
- Department of Chemical Engineering, University of Michigan, Ann Arbor, MI; Biointerfaces Institute, University of Michigan, Ann Arbor, MI; Rogel Cancer Center, University of Michigan, Ann Arbor, MI
| | - Nithya Ramnath
- Division of Medical Oncology, Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, MI.
| |
Collapse
|
12
|
Ho HL, Jiang Y, Chiang CL, Karwowska S, Yerram R, Sharma K, Scudder S, Chiu CH, Tsai CM, Palma JF, Sharma A, Chou TY. Efficacy of liquid biopsy for disease monitoring and early prediction of tumor progression in EGFR mutation-positive non-small cell lung cancer. PLoS One 2022; 17:e0267362. [PMID: 35482671 PMCID: PMC9049536 DOI: 10.1371/journal.pone.0267362] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 04/06/2022] [Indexed: 11/18/2022] Open
Abstract
15–40% of non-small cell lung cancer (NSCLC) patients harbor epidermal growth factor receptor (EGFR)-sensitizing mutations. Tyrosine kinase inhibitors (TKIs) provide significant clinical benefit in this population, yet all patients will ultimately progress. Liquid biopsy can reliably identify somatic tumor-associated EGFR mutations in plasma. This study aimed to assess the feasibility and value of the quantitative assessment of EGFR driver mutations in plasma in EGFR-mutated NSCLC patients treated with EGFR-TKIs as a tool to evaluate therapeutic response to TKIs and monitor for disease progression. The study included 136 patients with tissue biopsy-confirmed EGFR-sensitizing, mutation-positive lung adenocarcinoma with plasma collected prior to TKI treatment and at least two post-initiation TKI treatment/follow-up blood samples. Plasma samples were tested with the cobas® EGFR Mutation Test v2 (cobas EGFR Test), and semi-quantitative index (SQI) values for each identified mutation were reported by the assay software. The most common baseline EGFR mutations detected in tissue were L858R (53.7%) and exon 19 deletion (39.7%). Plasma cell-free DNA analysis detected EGFR mutations in 74% of the baseline samples. Objective response rate by RECIST 1.1 was achieved in 72% of patients, while 93% had a molecular response (defined as disappearance of the EGFR mutation from plasma). 83% of patients had molecular progression (MP; 1.5X SQI increase or new T790M mutation), and 82% who had a clinical response had clinical progression. On average, MP occurred 42 days prior to clinical progression. Patients who progressed while on first-line TKI showed MP of the original EGFR-sensitizing mutations prior to the emergence of a T790M mutation, which was detected in 27% of the EGFR plasma-positive patients. Longitudinal monitoring of EGFR mutational load in plasma is feasible and can predict both response and clinical progression in EGFR-mutated NSCLC patients treated with EGFR-TKIs, as well as detect treatment-emergent EGFR mutations.
Collapse
Affiliation(s)
- Hsiang-Ling Ho
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yuqiu Jiang
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
| | - Chi-Lu Chiang
- Division of Thoracic Oncology, Department of Chest Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Sylwia Karwowska
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
| | - Ranga Yerram
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
| | - Keerti Sharma
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
| | - Sidney Scudder
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
| | - Chao-Hua Chiu
- Division of Thoracic Oncology, Department of Chest Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Chun-Ming Tsai
- Division of Thoracic Oncology, Department of Chest Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - John F. Palma
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
| | - Abha Sharma
- Clinical Development and Medical Affairs, Roche Diagnostic Solutions, Pleasanton, California, United States of America
- * E-mail: (AS); (TYC)
| | - Teh-Ying Chou
- Department of Pathology and Laboratory Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- * E-mail: (AS); (TYC)
| |
Collapse
|
13
|
Cai J, Jiang H, Li S, Yan X, Wang M, Li N, Zhu C, Dong H, Wang D, Xu Y, Xie H, Wu S, Lou J, Zhao J, Li Q. The Landscape of Actionable Genomic Alterations by Next-Generation Sequencing in Tumor Tissue Versus Circulating Tumor DNA in Chinese Patients With Non-Small Cell Lung Cancer. Front Oncol 2022; 11:751106. [PMID: 35273907 PMCID: PMC8902245 DOI: 10.3389/fonc.2021.751106] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Accepted: 12/30/2021] [Indexed: 12/24/2022] Open
Abstract
Background Circulating tumor DNA (ctDNA) sequence analysis shows great potential in the management of non-small cell lung cancer (NSCLC) and the prediction of drug sensitivity or resistance in many cancers. Here, we drew and compared the somatic mutational profile using ctDNA and tumor tissue sequence analysis in lung adenocarcinoma (LUAD) and squamous cell carcinoma (LUSC), and assess its potential clinical value. Methods In this study, 221 tumor tissues and 174 plasma samples from NSCLC patients were analyzed by hybridization capture-based next-generation sequencing (NGS) panel including 95 cancer-associated genes. Tumor response assessments were applied to 137 patients with advanced-stage (III and IV) NSCLC who first received targeted agents. Results Twenty significantly mutated genes were identified such as TP53, EGFR, RB1, KRAS, PIK3CA, CD3EAP, CTNNB1, ERBB2, APC, BRAF, TERT, FBXW7, and HRAS. Among them, TP53 was the most frequently mutated gene and had a higher mutation probability in male (p = 0.00124) and smoking (p < 0.0001) patients. A total of 48.35% (191/395) of NSCLC patients possessed at least one actionable alteration according to the OncoKB database. Although the sensitivity of genomic profiling from ctDNA was lower than that from tumor tissue DNA, the mutational landscape of target genes from ctDNA is similar to that from tumor tissue DNA, which led to 61.22% (30/49) of mutational concordance in NSCLC. Additionally, the mutational concordance between tissue DNA and ctDNA in LUAD differs from that in LUSC, which is 63.83% versus 46.67%, indicating that NSCLC subtypes influence the specificity of mutation detection in plasma-derived ctDNA. Lastly, patients with EGFR and TP53 co-alterations showed similar responses to Gefitinib and Icotinib, and the co-occurring TP53 mutation was most likely to be a poor prognostic factor for patients receiving Gefitinib, indicating that the distributions and types of TP53 mutations may contribute to the efficacy and prognosis of molecular targeted therapy. Conclusions As a promising alternative for tumor genomic profiling, ctDNA analysis is more credible in LUAD than in LUSC. Genomic subtyping has strong potential in prognostication and therapeutic decision-making for NSCLC patients, which indicated the necessity for the utility of target NGS in guiding clinical management.
Collapse
Affiliation(s)
- Jun Cai
- Department of Oncology, First Affiliated Hospital of Yangtze University, Jingzhou, China
| | - Huihui Jiang
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Shuqing Li
- Department of General Surgery, Yucheng Hospital of Traditional Chinese Medicine, Dezhou City, China
| | - Xiaoxia Yan
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Meng Wang
- Department of Oncology, First Affiliated Hospital of Yangtze University, Jingzhou, China
| | - Na Li
- Department of Oncology, First Affiliated Hospital of Yangtze University, Jingzhou, China
| | - Cuimin Zhu
- Department of Oncology, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Hui Dong
- Department of Oncology, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Dongjuan Wang
- Department of Oncology, Affiliated Hospital of Chengde Medical University, Chengde, China
| | - Yue Xu
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Hui Xie
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Shouxin Wu
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Jingwei Lou
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Jiangman Zhao
- Zhangjiang Center for Translational Medicine, Shanghai Biotecan Pharmaceuticals Co., Ltd., Shanghai, China
| | - Qingshan Li
- Department of Oncology, Affiliated Hospital of Chengde Medical University, Chengde, China
| |
Collapse
|
14
|
Song P, Wu LR, Yan YH, Zhang JX, Chu T, Kwong LN, Patel AA, Zhang DY. Limitations and opportunities of technologies for the analysis of cell-free DNA in cancer diagnostics. Nat Biomed Eng 2022; 6:232-245. [PMID: 35102279 PMCID: PMC9336539 DOI: 10.1038/s41551-021-00837-3] [Citation(s) in RCA: 50] [Impact Index Per Article: 25.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2019] [Accepted: 05/27/2021] [Indexed: 12/15/2022]
Abstract
Cell-free DNA (cfDNA) in the circulating blood plasma of patients with cancer contains tumour-derived DNA sequences that can serve as biomarkers for guiding therapy, for the monitoring of drug resistance, and for the early detection of cancers. However, the analysis of cfDNA for clinical diagnostic applications remains challenging because of the low concentrations of cfDNA, and because cfDNA is fragmented into short lengths and is susceptible to chemical damage. Barcodes of unique molecular identifiers have been implemented to overcome the intrinsic errors of next-generation sequencing, which is the prevailing method for highly multiplexed cfDNA analysis. However, a number of methodological and pre-analytical factors limit the clinical sensitivity of the cfDNA-based detection of cancers from liquid biopsies. In this Review, we describe the state-of-the-art technologies for cfDNA analysis, with emphasis on multiplexing strategies, and discuss outstanding biological and technical challenges that, if addressed, would substantially improve cancer diagnostics and patient care.
Collapse
Affiliation(s)
- Ping Song
- Department of Bioengineering, Rice University, Houston, TX, USA
| | - Lucia Ruojia Wu
- Department of Bioengineering, Rice University, Houston, TX, USA
| | | | | | - Tianqing Chu
- Department of Respiratory Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Lawrence N Kwong
- Department of Translational Molecular Pathology, MD Anderson Cancer Center, Houston, TX, USA
| | - Abhijit A Patel
- Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT, USA
| | | |
Collapse
|
15
|
Computational challenges in detection of cancer using cell-free DNA methylation. Comput Struct Biotechnol J 2022; 20:26-39. [PMID: 34976309 PMCID: PMC8669313 DOI: 10.1016/j.csbj.2021.12.001] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 12/02/2021] [Accepted: 12/02/2021] [Indexed: 12/18/2022] Open
Abstract
Cell-free DNA(cfDNA) methylation profiling is considered promising and potentially reliable for liquid biopsy to study progress of diseases and develop reliable and consistent diagnostic and prognostic biomarkers. There are several different mechanisms responsible for the release of cfDNA in blood plasma, and henceforth it can provide information regarding dynamic changes in the human body. Due to the fragmented nature, low concentration of cfDNA, and high background noise, there are several challenges in its analysis for regular use in diagnosis of cancer. Such challenges in the analysis of the methylation profile of cfDNA are further aggravated due to heterogeneity, biomarker sensitivity, platform biases, and batch effects. This review delineates the origin of cfDNA methylation, its profiling, and associated computational problems in analysis for diagnosis. Here we also contemplate upon the multi-marker approach to handle the scenario of cancer heterogeneity and explore the utility of markers for 5hmC based cfDNA methylation pattern. Further, we provide a critical overview of deconvolution and machine learning methods for cfDNA methylation analysis. Our review of current methods reveals the potential for further improvement in analysis strategies for detecting early cancer using cfDNA methylation.
Collapse
Key Words
- Cancer heterogeneity
- Cell free DNA
- Computation
- DMP, Differentially methylated base position
- DMR, Differentially methylated regions
- Diagnosis
- HELP-seq, HpaII-tiny fragment Enrichment by Ligation-mediated PCR sequencing
- MBD-seq, Methyl-CpG Binding Domain Protein Capture Sequencing
- MCTA-seq, Methylated CpG tandems amplification and sequencing
- MSCC, Methylation Sensitive Cut Counting
- MSRE, methylation sensitive restriction enzymes
- MeDIP-seq, Methylated DNA Immunoprecipitation Sequencing
- RRBS, Reduced-Representation Bisulfite Sequencing
- WGBS, Whole Genome Bisulfite Sequencing
- cfDNA, cell free DNA
- ctDNA, circulating tumor DNA
- dPCR, digital polymerase chain reaction
- ddMCP, droplet digital methylation-specific PCR
- ddPCR, droplet digital polymerase chain reaction
- scCGI, methylated CGIs at single cell level
Collapse
|
16
|
Fernandes MGO, Cruz-Martins N, Machado JC, Costa JL, Hespanhol V. The value of cell-free circulating tumour DNA profiling in advanced non-small cell lung cancer (NSCLC) management. Cancer Cell Int 2021; 21:675. [PMID: 34915883 PMCID: PMC8680243 DOI: 10.1186/s12935-021-02382-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 11/30/2021] [Indexed: 01/04/2023] Open
Abstract
AbstractLiquid biopsy (LB) has boosted a remarkable change in the management of cancer patients by contributing to tumour genomic profiling. Plasma circulating cell-free tumour DNA (ctDNA) is the most widely searched tumour-related element for clinical application. Specifically, for patients with lung cancer, LB has revealed valuable to detect the diversity of targetable genomic alterations and to detect and monitor the emergence of resistance mechanisms. Furthermore, its non-invasive nature helps to overcome the difficulty in obtaining tissue samples, offering a comprehensive view about tumour diversity. However, the use of the LB to support diagnostic and therapeutic decisions still needs further clarification. In this sense, this review aims to provide a critical view of the clinical importance of plasma ctDNA analysis, the most widely applied LB, and its limitations while anticipating concepts that will intersect the present and future of LB in non-small cell lung cancer patients.
Graphical Abstract
Collapse
|
17
|
Comparison of solid tissue sequencing and liquid biopsy accuracy in identification of clinically relevant gene mutations and rearrangements in lung adenocarcinomas. Mod Pathol 2021; 34:2168-2174. [PMID: 34362997 DOI: 10.1038/s41379-021-00880-0] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 07/13/2021] [Accepted: 07/14/2021] [Indexed: 11/08/2022]
Abstract
Screening for therapeutic targets is standard of care in the management of advanced non-small cell lung cancer. However, most molecular assays utilize tumor tissue, which may not always be available. "Liquid biopsies" are plasma-based next generation sequencing (NGS) assays that use circulating tumor DNA to identify relevant targets. To compare the sensitivity, specificity, and accuracy of a plasma-based NGS assay to solid-tumor-based NGS we retrospectively analyzed sequencing results of 100 sequential patients with lung adenocarcinoma at our institution who had received concurrent testing with both a solid-tissue-based NGS assay and a commercially available plasma-based NGS assay. Patients represented both new diagnoses (79%) and disease progression on treatment (21%); the majority (83%) had stage IV disease. Tissue-NGS identified 74 clinically relevant mutations, including 52 therapeutic targets, a sensitivity of 94.8%, while plasma-NGS identified 41 clinically relevant mutations, a sensitivity of 52.6% (p < 0.001). Tissue-NGS showed significantly higher sensitivity and accuracy across multiple patient subgroups, both in newly diagnosed and treated patients, as well as in metastatic and nonmetastatic disease. Discrepant cases involved hotspot mutations and actionable fusions including those in EGFR, ALK, and NTRK1. In summary, tissue-NGS detects significantly more clinically relevant alterations and therapeutic targets compared to plasma-NGS, suggesting that tissue-NGS should be the preferred method for molecular testing of lung adenocarcinoma when tissue is available. Plasma-NGS can still play an important role when tissue testing is not possible. However, given its low sensitivity, a negative result should be confirmed with a tissue-based assay.
Collapse
|
18
|
Barbosa A, Pinto P, Peixoto A, Guerra J, Pinheiro M, Santos C, Pinto C, Escudeiro C, Bartosch C, Santos R, Brandão A, Silva J, Teixeira MR. Next Generation Sequencing of Tumor and Matched Plasma Samples: Identification of Somatic Variants in ctDNA From Ovarian Cancer Patients. Front Oncol 2021; 11:754094. [PMID: 34660321 PMCID: PMC8515058 DOI: 10.3389/fonc.2021.754094] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 09/14/2021] [Indexed: 12/23/2022] Open
Abstract
Genetic testing to detect somatic alterations is usually performed on formalin-fixed paraffin-embedded tumor samples. However, tumor molecular profiling through ctDNA analysis may be particularly interesting with the emergence of targeted therapies for ovarian cancer (OC), mainly when tumor is not available and biopsy is not viable, also allowing representation of multiple neoplastic subclones. Using a custom panel of 27 genes, next-generation sequencing (NGS) was performed on tumor and matched plasma samples from 96 OC patients, which were combined in two groups (treatment naive and post-treatment). Overall, at least one somatic variant present in the tumor sample was also detected in the matched plasma sample in 35.6% of the patients, a percentage that increased to 69.6% of the treatment naive patients and 83.3% of those with stage IV disease, showing the potential of ctDNA analysis as an alternative to identify somatic variants in these patients, namely those that have predictive value for targeted therapy. In fact, of the two treatment-naive patients with somatic BRCA1 variants identified in tumor samples, in one of them we detected in ctDNA a BRCA1 somatic variant that was present in the tumor with a VAF of 53%, but not in the one that had a VAF of 5.4%. We also showed that ctDNA analysis has a complementary role to molecular unraveling of inter- and intra-tumor heterogeneity, as exemplified by one patient diagnosed with bilateral OC in which different somatic variants from both tumors were detected in ctDNA. Interestingly, as these bilateral tumors shared a rare combination of two of the three variants identified in ctDNA, we could conclude that these morphologically different tumors were clonally related and not synchronous independent neoplasias. Moreover, in the post-treatment group of patients with plasma samples collected after surgery, those with detectable somatic variants had poor prognosis when compared with patients with no detectable somatic variants, highlighting the potential of ctDNA analysis to identify patients at higher risk of recurrence. Concluding, this study demonstrated that somatic variants can be detected in plasma samples of a significant proportion of OC patients, supporting the use of NGS-based ctDNA testing for noninvasive tumor molecular profiling and to stratify patients according to prognosis.
Collapse
Affiliation(s)
- Ana Barbosa
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Pedro Pinto
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Ana Peixoto
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Joana Guerra
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Manuela Pinheiro
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Catarina Santos
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Carla Pinto
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Carla Escudeiro
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Carla Bartosch
- Department of Pathology, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Rui Santos
- Department of Pathology, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Andreia Brandão
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - João Silva
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal
| | - Manuel R Teixeira
- Cancer Genetics Group, Instituto Português de Oncologia (IPO)-Porto Research Center (CI-IPOP), Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Department of Genetics, Portuguese Oncology Institute of Porto (IPO-Porto), Porto, Portugal.,Institute of Biomedical Sciences Abel Salazar (ICBAS), University of Porto, Porto, Portugal
| |
Collapse
|
19
|
Villa M, Sharma GG, Manfroni C, Cortinovis D, Mologni L. New Advances in Liquid Biopsy Technologies for Anaplastic Lymphoma Kinase (ALK)-Positive Cancer. Cancers (Basel) 2021; 13:5149. [PMID: 34680298 PMCID: PMC8534237 DOI: 10.3390/cancers13205149] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 10/07/2021] [Accepted: 10/11/2021] [Indexed: 02/06/2023] Open
Abstract
Cancer cells are characterized by high genetic instability, that favors tumor relapse. The identification of the genetic causes of relapse can direct next-line therapeutic choices. As tumor tissue rebiopsy at disease progression is not always feasible, noninvasive alternative methods are being explored. Liquid biopsy is emerging as a non-invasive, easy and repeatable tool to identify specific molecular alterations and monitor disease response during treatment. The dynamic follow-up provided by this analysis can provide useful predictive information and allow prompt therapeutic actions, tailored to the genetic profile of the recurring disease, several months before radiographic relapse. Oncogenic fusion genes are particularly suited for this type of analysis. Anaplastic Lymphoma Kinase (ALK) is the dominant driver oncogene in several tumors, including Anaplastic Large-Cell Lymphoma (ALCL), Non-Small Cell Lung Cancer (NSCLC) and others. Here we review recent findings in liquid biopsy technologies, including ctDNA, CTCs, exosomes, and other markers that can be investigated from plasma samples, in ALK-positive cancers.
Collapse
Affiliation(s)
- Matteo Villa
- Department of Medicine and Surgery, University of Milano-Bicocca, 20900 Monza, Italy; (M.V.); (G.G.S.); (C.M.)
| | - Geeta G. Sharma
- Department of Medicine and Surgery, University of Milano-Bicocca, 20900 Monza, Italy; (M.V.); (G.G.S.); (C.M.)
- Department of Hematology & Hematopoietic Cell Transplantation, City of Hope National Medical Center, 1500 E Duarte Rd, Duarte, CA 91010, USA
| | - Chiara Manfroni
- Department of Medicine and Surgery, University of Milano-Bicocca, 20900 Monza, Italy; (M.V.); (G.G.S.); (C.M.)
| | - Diego Cortinovis
- Department of Oncology, San Gerardo Hospital, 20900 Monza, Italy;
| | - Luca Mologni
- Department of Medicine and Surgery, University of Milano-Bicocca, 20900 Monza, Italy; (M.V.); (G.G.S.); (C.M.)
| |
Collapse
|
20
|
Rolfo C, Mack P, Scagliotti GV, Aggarwal C, Arcila ME, Barlesi F, Bivona T, Diehn M, Dive C, Dziadziuszko R, Leighl N, Malapelle U, Mok T, Peled N, Raez LE, Sequist L, Sholl L, Swanton C, Abbosh C, Tan D, Wakelee H, Wistuba I, Bunn R, Freeman-Daily J, Wynes M, Belani C, Mitsudomi T, Gandara D. Liquid Biopsy for Advanced NSCLC: A Consensus Statement From the International Association for the Study of Lung Cancer. J Thorac Oncol 2021; 16:1647-1662. [PMID: 34246791 DOI: 10.1016/j.jtho.2021.06.017] [Citation(s) in RCA: 237] [Impact Index Per Article: 79.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 06/03/2021] [Accepted: 06/21/2021] [Indexed: 12/11/2022]
Abstract
Although precision medicine has had a mixed impact on the clinical management of patients with advanced-stage cancer overall, for NSCLC, and more specifically for lung adenocarcinoma, the advances have been dramatic, largely owing to the genomic complexity and growing number of druggable oncogene drivers. Furthermore, although tumor tissue is historically the "accepted standard" biospecimen for these molecular analyses, there are considerable innate limitations. Thus, liquid biopsy represents a practical alternative source for investigating tumor-derived somatic alterations. Although data are most robust in NSCLC, patients with other cancer types may also benefit from this minimally invasive approach to facilitate selection of targeted therapies. The liquid biopsy approach includes a variety of methodologies for circulating analytes. From a clinical point of view, plasma circulating tumor DNA is the most extensively studied and widely adopted alternative to tissue tumor genotyping in solid tumors, including NSCLC, first entering clinical practice for detection of EGFR mutations in NSCLC. Since the publication of the first International Association for the Study of Lung Cancer (IASLC) liquid biopsy statement in 2018, several additional advances have been made in this field, leading to changes in the therapeutic decision-making algorithm for advanced NSCLC and prompting this 2021 update. In view of the novel and impressive technological advances made in the past few years, the growing clinical application of plasma-based, next-generation sequencing, and the recent Food and Drug and Administration approval in the United States of two different assays for circulating tumor DNA analysis, IASLC revisited the role of liquid biopsy in therapeutic decision-making in a recent workshop in October 2020 and the question of "plasma first" versus "tissue first" approach toward molecular testing for advanced NSCLC. Moreover, evidence-based recommendations from IASLC provide an international perspective on when to order which test and how to interpret the results. Here, we present updates and additional considerations to the previous statement article as a consensus from a multidisciplinary and international team of experts selected by IASLC.
Collapse
Affiliation(s)
- Christian Rolfo
- Center for Thoracic Oncology, The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Philip Mack
- Center for Thoracic Oncology, The Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Giorgio V Scagliotti
- Department of Oncology, University of Turin, San Luigi Hospital, Orbassano, Italy
| | - Charu Aggarwal
- Division of Hematology and Oncology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Maria E Arcila
- Department of Pathology, Molecular Diagnostics Service, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Fabrice Barlesi
- CRCM, CNRS, INSERM, Aix Marseille University, Marseille, France; Department of Medical Oncology, Gustave Roussy Cancer Campus, Villejuif, France
| | - Trever Bivona
- Department of Medicine, University of California San Francisco, San Francisco, California; Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, California; Department of Cellular and Molecular Pharmacology, University of California San Francisco, San Francisco, California
| | - Maximilian Diehn
- Department of Radiation Oncology, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California; Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, California
| | - Caroline Dive
- Cancer Research UK Manchester Institute Cancer Biomarker Centre, University of Manchester, Manchester, United Kingdom; Cancer Research UK Lung Cancer Centre of Excellence, University of Manchester, Manchester, United Kingdom
| | - Rafal Dziadziuszko
- Department of Oncology and Radiotherapy, Medical University of Gdańsk, Gdańsk, Poland
| | - Natasha Leighl
- Princess Margaret Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Umberto Malapelle
- Department of Public Health, University Federico II of Naples, Naples, Italy
| | - Tony Mok
- State Key Laboratory of Translational Oncology, Chinese University of Hong Kong, Hong Kong
| | - Nir Peled
- The Legacy Heritage Oncology Center and Dr. Larry Norton Institute, Soroka University Medical Center, Beer-Sheva, Israel
| | - Luis E Raez
- Thoracic Oncology Program, Memorial Cancer Institute/Memorial Health Care System, Florida International University, Miami, Florida
| | - Lecia Sequist
- Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts; Department of Biostatistics, Massachusetts General Hospital, Boston, Massachusetts; Center for Cancer Research, Massachusetts General Hospital, Boston, Massachusetts
| | - Lynette Sholl
- Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Charles Swanton
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute, London, United Kingdom; Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, United Kingdom
| | - Chris Abbosh
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, United Kingdom
| | - Daniel Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore; Duke-NUS Medical School, National University of Singapore, Singapore, Singapore
| | - Heather Wakelee
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California
| | - Ignacio Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Rebecca Bunn
- International Association for the Study of Lung Cancer, Aurora, Colorado
| | | | - Murry Wynes
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Chandra Belani
- Department of Medicine Penn State College of Medicine, Penn State Cancer Institute, Hershey, Pennsylvania
| | - Tetsuya Mitsudomi
- Division of Thoracic Surgery, Department of Surgery, Kindai University Faculty of Medicine, Ohno-Higashi, Osaka-Sayama, Japan
| | - David Gandara
- Division of Hematology/Oncology, UC Davis Comprehensive Cancer Center, Sacramento, California.
| |
Collapse
|
21
|
Precision Medicine for Colorectal Cancer with Liquid Biopsy and Immunotherapy. Cancers (Basel) 2021; 13:cancers13194803. [PMID: 34638288 PMCID: PMC8507967 DOI: 10.3390/cancers13194803] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 09/19/2021] [Accepted: 09/21/2021] [Indexed: 02/06/2023] Open
Abstract
Simple Summary There are some challenges to improve the clinical outcome of colorectal cancers (CRCs) by implementing new technologies, such as early detection of recurrence/relapse and selection of appropriate drugs based on the genomic profiles of tumors. For example, the genomic characteristics of tumors can be analyzed by blood-based tests, namely ‘liquid biopsies’, which are minimally-invasive and can be performed repeatedly during the treatment course. Hence, liquid biopsies are considered to hold great promise to fill these gaps in clinical routines. In this review, we addressed clinical usefulness of liquid biopsies in the clinical management of CRC patients, including cancer screening, detection of minimal residual disease, selection of appropriate molecular-targeted drugs, monitoring of the treatment responsiveness, and very early detection of recurrence/relapse of the disease. Furthermore, we discussed the possibility of adoptive T cell therapies and a future personalized immunotherapy based on tumor genome information. Abstract In the field of colorectal cancer (CRC) treatment, diagnostic modalities and chemotherapy regimens have progressed remarkably in the last two decades. However, it is still difficult to identify minimal residual disease (MRD) necessary for early detection of recurrence/relapse of tumors and to select and provide appropriate drugs timely before a tumor becomes multi-drug-resistant and more aggressive. We consider the leveraging of in-depth genomic profiles of tumors as a significant breakthrough to further improve the overall prognosis of CRC patients. With the recent technological advances in methodologies and bioinformatics, the genomic profiles can be analyzed profoundly without delay by blood-based tests—‘liquid biopsies’. From a clinical point of view, a minimally-invasive liquid biopsy is thought to be a promising method and can be implemented in routine clinical settings in order to meet unmet clinical needs. In this review, we highlighted clinical usefulness of liquid biopsies in the clinical management of CRC patients, including cancer screening, detection of MRD, selection of appropriate molecular-targeted drugs, monitoring of the treatment responsiveness, and very early detection of recurrence/relapse of the disease. In addition, we addressed a possibility of adoptive T cell therapies and a future personalized immunotherapy based on tumor genome information.
Collapse
|
22
|
Liquid Biopsy for EGFR Mutation Analysis in Advanced Non-Small-Cell Lung Cancer Patients: Thoughts Drawn from a Real-Life Experience. Biomedicines 2021; 9:biomedicines9101299. [PMID: 34680416 PMCID: PMC8533402 DOI: 10.3390/biomedicines9101299] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 09/16/2021] [Accepted: 09/19/2021] [Indexed: 01/15/2023] Open
Abstract
Background: Liquid biopsy analysis for EGFR detection in cell-free DNA (cfDNA) from NSCLC patients has become routine. The aim of this study was to explore its applicability in clinical practice. Methods: We collected data of EGFR-mutated NSCLC patients with liquid biopsy analysis. Data included test timing, concomitant tissue re-biopsy, therapy change, histology, stage, smoking habits, gender and age. All analyses were performed via a real-time PCR method to analyze EGFR mutations at exons 18, 19, 20 and 21. Variant allele frequency was performed for patients with available sequential EGFR mutation analysis in cfDNA. Overall survival was analyzed through the Kaplan–Meier method. We designed flow charts to show the real-life application of liquid biopsy. Results: We found that liquid biopsy is used in treatment-naïve patients as an alternative to EGFR detection in tumor tissue, and in patients with positive or negative EGFR from tumor biopsy. The majority of liquid biopsy analyses were performed in NSCLC patients who were disease progressive during TKI therapy. The presence of EGFR mutation in cfDNA was associated with a worse prognosis. In two patients, VAF of EGFR mutations in cfDNA was concordant with tumor volume changes. Conclusion: These findings suggest that liquid biopsy for EGFR detection can continue to be useful.
Collapse
|
23
|
de Miranda FS, Barauna VG, dos Santos L, Costa G, Vassallo PF, Campos LCG. Properties and Application of Cell-Free DNA as a Clinical Biomarker. Int J Mol Sci 2021; 22:9110. [PMID: 34502023 PMCID: PMC8431421 DOI: 10.3390/ijms22179110] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 04/18/2021] [Accepted: 04/20/2021] [Indexed: 12/17/2022] Open
Abstract
Biomarkers are valuable tools in clinical practice. In 2001, the National Institutes of Health (NIH) standardized the definition of a biomarker as a characteristic that is objectively measured and evaluated as an indicator of normal biological processes, pathogenic processes, or pharmacological responses to a therapeutic intervention. A biomarker has clinical relevance when it presents precision, standardization and reproducibility, suitability to the patient, straightforward interpretation by clinicians, and high sensitivity and/or specificity by the parameter it proposes to identify. Thus, serum biomarkers should have advantages related to the simplicity of the procedures and to the fact that venous blood collection is commonplace in clinical practice. We described the potentiality of cfDNA as a general clinical biomarker and focused on endothelial dysfunction. Circulating cell-free DNA (cfDNA) refers to extracellular DNA present in body fluid that may be derived from both normal and diseased cells. An increasing number of studies demonstrate the potential use of cfDNA as a noninvasive biomarker to determine physiologic and pathologic conditions. However, although still scarce, increasing evidence has been reported regarding using cfDNA in cardiovascular diseases. Here, we have reviewed the history of cfDNA, its source, molecular features, and release mechanism. We also show recent studies that have investigated cfDNA as a possible marker of endothelial damage in clinical settings. In the cardiovascular system, the studies are quite new, and although interesting, stronger evidence is still needed. However, some drawbacks in cfDNA methodologies should be overcome before its recommendation as a biomarker in the clinical setting.
Collapse
Affiliation(s)
- Felipe Silva de Miranda
- Post Graduation Program in Biology and Biotechnology of Microorganisms, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil;
- Department of Biological Science, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil
- Laboratory of Applied Pathology and Genetics, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil
| | - Valério Garrone Barauna
- Post Graduation Program in Health Sciences, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil;
- Molecular Physiology Laboratory of Exercise Science, Federal University of Espírito Santo, Vitória 29075-910, Espírito Santo, Brazil
- Post Graduation Program in Physiological Sciences, Federal University of Espírito Santo, Vitória 29075-910, Espírito Santo, Brazil; (G.C.); (P.F.V.)
| | - Leandro dos Santos
- Academic Unit of Serra Talhada, Rural Federal University of Pernambuco, Serra Talhada 56909-535, Pernambuco, Brazil;
| | - Gustavo Costa
- Post Graduation Program in Physiological Sciences, Federal University of Espírito Santo, Vitória 29075-910, Espírito Santo, Brazil; (G.C.); (P.F.V.)
| | - Paula Frizera Vassallo
- Post Graduation Program in Physiological Sciences, Federal University of Espírito Santo, Vitória 29075-910, Espírito Santo, Brazil; (G.C.); (P.F.V.)
- Clinical Hospital, Federal University of Minas Gerais, Belo Horizonte 30130-100, Minas Gerais, Brazil
| | - Luciene Cristina Gastalho Campos
- Post Graduation Program in Biology and Biotechnology of Microorganisms, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil;
- Department of Biological Science, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil
- Laboratory of Applied Pathology and Genetics, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil
- Post Graduation Program in Health Sciences, State University of Santa Cruz, Ilhéus 45662-900, Bahia, Brazil;
| |
Collapse
|
24
|
Wang Y, Gao Y, Chen HR, Liu H, Fu X, Yan R, You FM, Li ZH. Primary Pleural Squamous Cell Carcinoma, Highly Positive PD-L1, Shows Marked Response to Camrelizumab: A Case Report. CLINICAL MEDICINE INSIGHTS-ONCOLOGY 2021; 15:11795549211028571. [PMID: 34290540 PMCID: PMC8278452 DOI: 10.1177/11795549211028571] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 06/06/2021] [Indexed: 12/02/2022]
Abstract
Here, we reported the rare case of primary pleural squamous cell carcinoma (PPSCC) in a 71-year-old male patient. After chemo and targeted therapies, the patient showed continuous tumor progression and clinical deterioration. Fortunately, the patient had a high expression level of PD-L1 (80%) in the tumor tissues. Ultimately, the patient survived for additional 6 months with camrelizumab treatment. In summary, camrelizumab may be a good candidate for the treatment of PPSCC, especially in tumors with high PD-L1 expression.
Collapse
Affiliation(s)
- Yao Wang
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Ying Gao
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Hai-Ruo Chen
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Hong Liu
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Xi Fu
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Ran Yan
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Feng-Ming You
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| | - Zhuo-Hong Li
- Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, China
| |
Collapse
|
25
|
Clinical Application of Next-Generation Sequencing of Plasma Cell-Free DNA for Genotyping Untreated Advanced Non-Small Cell Lung Cancer. Cancers (Basel) 2021; 13:cancers13112707. [PMID: 34070940 PMCID: PMC8199488 DOI: 10.3390/cancers13112707] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 05/18/2021] [Accepted: 05/25/2021] [Indexed: 12/12/2022] Open
Abstract
Simple Summary Plasma ctDNA is a material source for molecular analysis particularly useful when tissue is not available or sufficient. NGS-based plasma genotyping should be integrated into the clinical workup of newly diagnosed advanced NSCLC. Abstract Background: Analysis of circulating tumor DNA (ctDNA) has remarkable potential as a non-invasive lung cancer molecular diagnostic method. This prospective study addressed the clinical value of a targeted-gene amplicon-based plasma next-generation sequencing (NGS) assay to detect actionable mutations in ctDNA in patients with newly diagnosed advanced lung adenocarcinoma. Methods: ctDNA test performance and concordance with tissue NGS were determined, and the correlation between ctDNA findings, clinical features, and clinical outcomes was evaluated in 115 patients with paired plasma and tissue samples. Results: Targeted-gene NGS-based ctDNA and NGS-based tissue analysis detected 54 and 63 genomic alterations, respectively; 11 patients presented co-mutations, totalizing 66 hotspot mutations detected, 51 on both tissue and plasma, 12 exclusively on tissue, and 3 exclusively on plasma. NGS-based ctDNA revealed a diagnostic performance with 81.0% sensitivity, 95.3% specificity, 94.4% PPV, 83.6% NPV, test accuracy of 88.2%, and Cohen’s Kappa 0.764. PFS and OS assessed by both assays did not significantly differ. Detection of ctDNA alterations was statistically associated with metastatic disease (p = 0.013), extra-thoracic metastasis (p = 0.004) and the number of organs involved (p = 0.010). Conclusions: This study highlights the potential use of ctDNA for mutation detection in newly diagnosed NSCLC patients due to its high accuracy and correlation with clinical outcomes.
Collapse
|
26
|
Shen Z, Chen C, Sun J, Huang J, Liu S. The status of WIF1 methylation in cell-free DNA is associated with the insusceptibility for gefitinib in the treatment of lung cancer. J Cancer Res Clin Oncol 2021; 147:2239-2248. [PMID: 34037837 DOI: 10.1007/s00432-021-03640-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Accepted: 04/10/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND Targeted cancer therapy has shed light on the treatment of tumor, especially for patients with non-small cell lung cancer. However, only a limited portion of NSCLC patients carrying specific mutations showed an ideal drug response. In addition, DNA methylation status showed a great potential for cancer detection and prognosis prediction. METHODS Bisulfite sequencing was performed to analyze the DNA methylation of WIF1 promoter in cfDNA and tumor tissue samples collected from NSCLC patients. PFS and OS analyses were carried out to evaluate the prognosis of gefitinib treatment in patients with differential levels of WIF1 DNA methylation. Quantitative real-time PCR was used to analyze the expression of WIF1 mRNA, while immunohistochemistry was performed to assess the expression of WIF1 protein. Furthermore, ELISA was carried out to evaluate the WIF1 activity in plasma. RESULTS The DNA methylation level of WIF1 promoter was lower in the cfDNA of NSCLC patients with a complete or partial response to gefitinib, and NSCLC patients with hypomethylated WIF1 showed better PFS and OS. The DNA methylation of WIF1 promoter in the resected tumor tissues was consistent with WIF1 DNA methylation in cfDNA, indicating that cfDNA was mainly derived from lung cancer tissues. As a result, the expression of WIF1 in tissue samples and the WIF1 activity in plasma was inhibited in patients with hypermethylated WIF1. Moreover, the cell viability of gefitinib-resistant cells was decreased by the suppressed WIF1 methylation in vitro. And the expression level of WIF1 mRNA was higher in gefitinib-resistant cells overexpressing ALKBH5, a known suppressor of WIF1 methylation. CONCLUSION In summary, the findings of this study demonstrated that the level of WIF1 methylation in cfDNA was associated with the insusceptibility of gefitinib in the treatment of lung cancer.
Collapse
Affiliation(s)
- Zhijun Shen
- Department of Immunology, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China.,Department of Clinical Laboratory, Hubei No. 3 People's Hospital of Jianghan University, No. 26 Zhongshan Avenue, Wuhan, 430033, Hubei, China
| | - Chen Chen
- Department of Breast and Thyroid Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, Hubei, China
| | - Jianhai Sun
- Department of Oncology, Hubei No. 3 People's Hospital of Jianghan University, Wuhan, 430033, Hubei, China
| | - Jingsong Huang
- Department of Transfusion, School of Medicine, Xiang'an Hospital of Xiamen University, Xiamen University, Xiamen, 361101, Fujian, China.
| | - Shiguo Liu
- Department of Clinical Laboratory, Hubei No. 3 People's Hospital of Jianghan University, No. 26 Zhongshan Avenue, Wuhan, 430033, Hubei, China.
| |
Collapse
|
27
|
Pasini L, Notarangelo M, Vagheggini A, Burgio MA, Crinò L, Chiadini E, Prochowski AI, Delmonte A, Ulivi P, D'Agostino VG. Unveiling mutational dynamics in non-small cell lung cancer patients by quantitative EGFR profiling in vesicular RNA. Mol Oncol 2021; 15:2423-2438. [PMID: 33942501 PMCID: PMC8410558 DOI: 10.1002/1878-0261.12976] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 04/08/2021] [Accepted: 04/30/2021] [Indexed: 12/15/2022] Open
Abstract
The mutational status of the epidermal growth factor receptor (EGFR) guides the stratification of non‐small cell lung cancer (NSCLC) patients for treatment with tyrosine kinase inhibitors (TKIs). A liquid biopsy test on cell‐free DNA is recommended as a clinical decision‐supporting tool, although it has limited sensitivity. Here, we comparatively investigated the extracellular vesicle (EV)‐RNA as an independent source for multidimensional and longitudinal EGFR profiling in a cohort of 27 NSCLC patients. We introduced and validated a new rapid, highly specific EV‐RNA test with wild‐type (WT) and mutant‐sensitive probes (E746‐A750del, L858R, and T790M). We included a cohort of 20 NSCLC patients with EGFR WT tumor tissues and systematically performed molecular EV‐RNA and circulating tumor DNA analyses with clinical data statistics and biophysical profiles of EVs. At the single‐patient level, we detected variegated tumor heterogeneity dynamics supported by combinations of driver EGFR mutations. EV‐RNA‐based mutation analysis showed an unprecedented sensitivity of over 90%. The resistance‐associated mutation T790M frequently pre‐existed at baseline with a gained EV‐transcript copy number at progression, while the general mutational burden was mostly decreasing during the intermediate follow‐up. The biophysical profile of EVs and the quantitative assessment of T790M revealed an association with tumor size determined by the sum of the longest diameters in target lesions. Vesicular RNA provides a validated tool suitable for use in clinical practice to investigate the dynamics of common driver EGFR mutations in NSCLC patients receiving TKIs.
Collapse
Affiliation(s)
- Luigi Pasini
- Bioscience Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Michela Notarangelo
- Laboratory of Biotechnology and Nanomedicine, Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Italy
| | - Alessandro Vagheggini
- Unit of Biostatistics, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Marco Angelo Burgio
- Medical Oncology Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Lucio Crinò
- Medical Oncology Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Elisa Chiadini
- Bioscience Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Andrea Iamurri Prochowski
- Radiology Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Angelo Delmonte
- Medical Oncology Unit, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Paola Ulivi
- Bioscience Laboratory, IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) "Dino Amadori", Meldola, Italy
| | - Vito Giuseppe D'Agostino
- Laboratory of Biotechnology and Nanomedicine, Department of Cellular, Computational and Integrative Biology (CIBIO), University of Trento, Italy
| |
Collapse
|
28
|
Molecular features of tumor-derived genetic alterations in circulating cell-free DNA in virtue of autopsy analysis. Sci Rep 2021; 11:8398. [PMID: 33863951 PMCID: PMC8052353 DOI: 10.1038/s41598-021-87094-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Accepted: 03/23/2021] [Indexed: 12/28/2022] Open
Abstract
In cancer patients, circulating cell-free DNA (cfDNA) includes tumor-derived DNA (tDNA). cfDNA has been used clinically for non-invasive gene mutation testing. The aim of this study was to characterize the features of the genetic alterations detected in cfDNA. This study included 6 patients with primary lung cancer who died due to cancer progression. Tumors were biopsied at autopsy. Genetic alteration profiles were obtained using next generation sequencing. The features of the tDNA genetic alterations detected in cfDNA included a higher frequency of being present in multiple tumors (67% truncal mutations, 36% shared mutations, and 4% individual mutations) and a higher variant allele frequency (VAF; 47.6% versus 4.1% for tDNA alterations detected in cfDNA versus not detected in cfDNA, respectively). The data revealed that the tumor-derived genetic alterations most easily detected in cfDNA were truncal mutations with a high VAF. These results showed that essential genetic alterations enriched in cfDNA could help to characterize cancer cells and that genetic testing using cfDNA has advantages in the detection of fundamental regulatory aberrations occurring during tumorigenesis.
Collapse
|
29
|
Overcoming therapy resistance in EGFR-mutant lung cancer. NATURE CANCER 2021; 2:377-391. [PMID: 35122001 DOI: 10.1038/s43018-021-00195-8] [Citation(s) in RCA: 181] [Impact Index Per Article: 60.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Accepted: 03/11/2021] [Indexed: 02/01/2023]
Abstract
Tyrosine kinase inhibitors (TKIs) have dramatically changed the clinical prospects of patients with non-small cell lung cancer harboring epidermal growth factor receptor (EGFR)-activating mutations. Despite prolonged disease control and high tumor response rates, all patients eventually progress on EGFR TKI treatment. Here, we review the mechanisms of acquired EGFR TKI resistance, the methods for monitoring its appearance, as well as current and future efforts to define treatment strategies to overcome resistance.
Collapse
|
30
|
Wang X, Liu Y, Meng Z, Wu Y, Wang S, Jin G, Qin Y, Wang F, Wang J, Zhou H, Su X, Fu X, Wang X, Shi X, Wen Z, Jia X, Qin Q, Gao Y, Guo W, Lu S. Plasma EGFR mutation abundance affects clinical response to first-line EGFR-TKIs in patients with advanced non-small cell lung cancer. ANNALS OF TRANSLATIONAL MEDICINE 2021; 9:635. [PMID: 33987333 PMCID: PMC8106032 DOI: 10.21037/atm-20-7155] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Background Activated epidermal growth factor receptor (EGFR) mutation is the main pathogenic cause of non-small cell lung cancer (NSCLC) in Asia. However, the impact of plasma EGFR mutation abundance, especially of the ultra-low abundance of EGFR mutation detected by highly sensitive techniques on clinical outcomes of first-line EGFR tyrosine kinase inhibitors (TKIs) for advanced NSCLC patients remains unclear. Methods We qualitatively detected baseline EGFR status of NSCLC tissues using amplification-refractory mutation system and quantified the plasma abundance of EGFR mutations through next-generation sequencing (NGS). Every 8–12 weeks, we performed dynamic detection of plasma mutation abundance and imaging evaluation. We analyzed the association between plasma abundance of EGFR sensitizing mutations, tumor size, tumor shrinkage percentage, concomitant TP53 mutations, and clinical response to TKIs. Results This prospective study enrolled 135 patients with advanced NSCLC. The objective response rate (ORR) and disease control rate (DCR) for EGFR mutation–positive patients were 50.0% and 87.0%, respectively. When the cutoff value of plasma EGFR mutation abundance was 0.1%, the ORRs of TKI-treated patients were significantly different (60.0% for the >0.1% group vs. 21.4% for the ≤0.1% group, P=0.028). Median progression-free survival (PFS) was significantly longer for participants with a mutation abundance above 0.1% compared to those with a 0.01–0.1% abundance (log rank, P=0.0115). There was no significant association between plasma abundance of EGFR sensitizing mutations and tumor size, tumor shrinkage percentage, or concomitant TP53 mutations. Cox multivariate analysis demonstrated that plasma mutation abundance was an independent predictive factor for PFS [hazard ratio (HR) 2.41, 95% confidence interval (CI): 1.12–5.20; P=0.025]. We identified 11 participants with the acquired T790M resistance mutation according to serial dynamic plasma samples. Conclusions Liquid biopsy screening based on highly sensitive NGS is reliable for detecting drug resistance and actionable somatic mutations. The plasma abundance of the EGFR driver mutation affected clinical response to EGFR-TKIs in advanced NSCLC patients; prolongation of PFS was also observed in patients with an ultra-low abundance of EGFR sensitizing mutations.
Collapse
Affiliation(s)
- Xiaohong Wang
- Chest Oncology Medicine, Baotou Cancer Hospital, Baotou, China
| | - Yonggang Liu
- Chest Oncology Medicine, Baotou Cancer Hospital, Baotou, China
| | - Zhiying Meng
- Chest Oncology Medicine, Baotou Cancer Hospital, Baotou, China
| | - Yun Wu
- Department of Oncology, Baotou Central Hospital, Baotou, China
| | - Shubin Wang
- Department of Oncology, Baotou Central Hospital, Baotou, China
| | - Gaowa Jin
- Oncology Division II, The Inner Mongolia Autonomous Region People's Hospital, Hohhot, China
| | - Yingchun Qin
- Oncology Division II, The Inner Mongolia Autonomous Region People's Hospital, Hohhot, China
| | - Fengyun Wang
- Oncology Department, The Third Affiliated Hospital of Baotou Medical College, Baotou, China
| | - Jing Wang
- Oncology Department, The Third Affiliated Hospital of Baotou Medical College, Baotou, China
| | | | | | - Xiuhua Fu
- Department of Respiratory Medicine, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, China
| | - Xiaolan Wang
- Department of Oncology Medicine, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, China
| | - Xiaoyu Shi
- Department of Oncology, Bayan Nur Hospital, Bayan Nur, China
| | - Zhenping Wen
- Department of Oncology, The Inner Mongolia Cancer Hospital, Hohhot, China
| | - Xiaoqiong Jia
- Department of Oncology, The Inner Mongolia Cancer Hospital, Hohhot, China
| | - Qiong Qin
- Department of Oncology, The People's Hospital of DaLaTe Banner, Ordos, China
| | - Yongqiang Gao
- Department of Oncology, The People's Hospital of DaLaTe Banner, Ordos, China
| | - Weidong Guo
- Oncology Department, Baogang Hospital, Baotou, China
| | - Shun Lu
- Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|
31
|
Rodríguez J, Avila J, Rolfo C, Ruíz-Patiño A, Russo A, Ricaurte L, Ordóñez-Reyes C, Arrieta O, Zatarain-Barrón ZL, Recondo G, Cardona AF. When Tissue is an Issue the Liquid Biopsy is Nonissue: A Review. Oncol Ther 2021; 9:89-110. [PMID: 33689160 PMCID: PMC8140006 DOI: 10.1007/s40487-021-00144-6] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Accepted: 02/11/2021] [Indexed: 02/07/2023] Open
Abstract
Precision medicine has impacted the field of medical oncology by introducing personalized therapies, improving all measurable outcomes. This field, in turn, has expanded to obtaining and analyzing a vast and ever-increasing amount of genomic information. One technique currently applied is the liquid biopsy, which consists of detecting and isolating DNA and exosomes in cancer patients. Newly developed techniques have made it possible to use the liquid biopsy in a wide range of settings. However, challenges regarding the validation of its clinical utility exist because of a lack of standardization across different techniques and tumor types, confounder genomic information, lack of appropriate clinical trial designs, and a non-measured, and therefore not estimated, economic impact on population health. Nowadays, liquid biopsy is not routinely used, but ongoing research is increasing its popularity, and a new era in oncology is developing. Therefore, it is essential to have an in-depth understanding of the liquid biopsy technique. In this review, we summarize the leading techniques and liquid biopsy applications in cancer.
Collapse
Affiliation(s)
- July Rodríguez
- Foundation for Clinical and Applied Cancer Research (FICMAC), Bogota, Colombia
- Molecular Oncology and Biology Systems Research Group (Fox-G/ONCOLGroup), Universidad El Bosque, Bogota, Colombia
| | - Jenny Avila
- Foundation for Clinical and Applied Cancer Research (FICMAC), Bogota, Colombia
- Molecular Oncology and Biology Systems Research Group (Fox-G/ONCOLGroup), Universidad El Bosque, Bogota, Colombia
| | - Christian Rolfo
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Alejandro Ruíz-Patiño
- Foundation for Clinical and Applied Cancer Research (FICMAC), Bogota, Colombia
- Molecular Oncology and Biology Systems Research Group (Fox-G/ONCOLGroup), Universidad El Bosque, Bogota, Colombia
| | - Alessandro Russo
- Medical Oncology Unit A.O. Papardo and Department of Human Pathology, University of Messina, Messina, Italy
| | - Luisa Ricaurte
- Foundation for Clinical and Applied Cancer Research (FICMAC), Bogota, Colombia
- Pathology Department, Mayo Clinic, Rochester, MN, USA
| | | | - Oscar Arrieta
- Thoracic Oncology Unit, Instituto Nacional de Cancerología (INCan), Mexico City, Mexico
| | | | - Gonzalo Recondo
- Thoracic Oncology Section, Centro de Educación Médica e Investigaciones Clínicas (CEMIC), Buenos Aires, Argentina
| | - Andrés F Cardona
- Foundation for Clinical and Applied Cancer Research (FICMAC), Bogota, Colombia.
- Molecular Oncology and Biology Systems Research Group (Fox-G/ONCOLGroup), Universidad El Bosque, Bogota, Colombia.
- Clinical and Traslational Oncology Group, Clinica del Country, Bogota, Colombia.
| |
Collapse
|
32
|
Ai X, Cui J, Zhang J, Chen R, Lin W, Xie C, Liu A, Zhang J, Yang W, Hu X, Hu X, Zhao Q, Rao C, Zang YS, Ning R, Li P, Chang L, Yi X, Lu S. Clonal Architecture of EGFR Mutation Predicts the Efficacy of EGFR-Tyrosine Kinase Inhibitors in Advanced NSCLC: A Prospective Multicenter Study (NCT03059641). Clin Cancer Res 2021; 27:704-712. [PMID: 33188140 DOI: 10.1158/1078-0432.ccr-20-3063] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Revised: 10/04/2020] [Accepted: 11/09/2020] [Indexed: 02/05/2023]
Abstract
PURPOSE Clonal architecture is fundamental for the understanding of cancer biology and therapy; however, multiregional sampling in advanced-stage cancers is not always applicable. This prospective clinical trial was to investigate whether paired tissue and circulating tumor DNA (ctDNA) could describe the clonal architecture of advanced non-small cell lung cancer (NSCLC) and its association with clinical outcome (NCT03059641). PATIENTS AND METHODS Paired tumor and plasma ctDNA samples were sequenced by target-capture deep sequencing of 1,021 genes. Clonal dominance analysis was performed on the basis of PyClone. RESULTS Overall, 300 treatment-naïve patients with stage IIIB-IV NSCLC were recruited from 14 centers. Of the 94 patients with available ctDNA data for EGFR clonal architecture analysis, 72 (76.6%) showed EGFR as the dominant clone. The median progression-free survival was longer for these patients than for the 22 patients whose EGFR was nondominant clone [11 vs. 10 months; HR, 0.46; 95% confidence interval (CI), 0.24-0.88; P = 0.02]. The difference was more significant if both tissue and ctDNA defined EGFR as dominant clone (n = 43) versus those not (n = 8; 11 vs. 6 months; HR, 0.13; 95% CI, 0.04-0.50; P = 0.003). Moreover, multivariate Cox proportional HR analysis demonstrated EGFR clonal architecture as an independent prognostic indicator of the efficacy of EGFR-tyrosine kinase inhibitors (TKIs). CONCLUSIONS Paired tissue and ctDNA could be analyzed for clonal architecture in advanced cancer. EGFR mutations do not always make up a dominant clone in advanced NSCLC, which was associated with the efficacy of EGFR-TKIs in NSCLC.
Collapse
Affiliation(s)
- Xinghao Ai
- Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, P.R. China
| | - Jiuwei Cui
- Cancer Center, The First Hospital of Jilin University, Changchun, Jilin, P.R. China
| | - Jiexia Zhang
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, Guangzhou Institute of Respiratory Health, the First Affiliated Hospital of Guangzhou Medical University, Guangzhou, P.R. China
| | | | - Wen Lin
- Cancer Hospital of Shantou University Medical College, Shantou, P.R. China
| | - Congying Xie
- Department of Radiotherapy and Chemotherapy, the First Affiliated Hospital of Wenzhou Medical University, Wenzhou, P.R. China
| | - Anwen Liu
- Department of Oncology, The Second Affiliated Hospital of Nanchang University, Nanchang, P.R. China
| | - Junping Zhang
- Department of Cancer Biotherapy, Shanxi Academy of Medical Sciences (Shanxi Dayi Hospital, Shanxi Bethune Hospital), Taiyuan, P.R. China
| | - Weihua Yang
- Department of Respiratory, Shanxi Tumor Hospital, Taiyuan, P.R. China
| | - Xiaohua Hu
- Department of Medical Oncology, The First Affiliated Hospital of Guangxi Medical University, Nanning, P.R. China
| | - Xiaohua Hu
- Department of Oncology, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, P.R. China
| | - Qiong Zhao
- Department of Thoracic Oncology, Shulan Hangzhou Hospital, Affiliated Shulan International Medical College of Zhejiang Shuren University, Hangzhou, P.R. China
| | - Chuangzhou Rao
- Department of Radiotherapy & Chemotherapy, Ningbo, Ningbo No. 2 Hospital, P.R. China
| | - Yuan-Sheng Zang
- Department of Medical Oncology, Changzheng Hospital, Navy Military Medical University, Shanghai, P.R. China
| | - Ruiling Ning
- Department of Medical Oncology of Respiratory, Affiliated Tumor Hospital of Guangxi Medical University, Nanning, P.R. China
| | | | | | - Xin Yi
- GenePlus-Beijing, Beijing, P.R. China
| | - Shun Lu
- Shanghai Lung Cancer Center, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, P.R. China.
| |
Collapse
|
33
|
Drag MH, Kilpeläinen TO. Cell-free DNA and RNA-measurement and applications in clinical diagnostics with focus on metabolic disorders. Physiol Genomics 2020; 53:33-46. [PMID: 33346689 DOI: 10.1152/physiolgenomics.00086.2020] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Circulating cell-free DNA (cfDNA) and RNA (cfRNA) hold enormous potential as a new class of biomarkers for the development of noninvasive liquid biopsies in many diseases and conditions. In recent years, cfDNA and cfRNA have been studied intensely as tools for noninvasive prenatal testing, solid organ transplantation, cancer screening, and monitoring of tumors. In obesity, higher cfDNA concentration indicates accelerated cellular turnover of adipocytes during expansion of adipose mass and may be directly involved in the development of adipose tissue insulin resistance by inducing inflammation. Furthermore, cfDNA and cfRNA have promising diagnostic value in a range of obesity-related metabolic disorders, such as nonalcoholic fatty liver disease, type 2 diabetes, and diabetic complications. Here, we review the current and future applications of cfDNA and cfRNA within clinical diagnostics, discuss technical and analytical challenges in the field, and summarize the opportunities of using cfDNA and cfRNA in the diagnostics and prognostics of obesity-related metabolic disorders.
Collapse
Affiliation(s)
- Markus H Drag
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Tuomas O Kilpeläinen
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| |
Collapse
|
34
|
Tellez-Gabriel M, Knutsen E, Perander M. Current Status of Circulating Tumor Cells, Circulating Tumor DNA, and Exosomes in Breast Cancer Liquid Biopsies. Int J Mol Sci 2020; 21:E9457. [PMID: 33322643 PMCID: PMC7763984 DOI: 10.3390/ijms21249457] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 12/07/2020] [Accepted: 12/10/2020] [Indexed: 12/24/2022] Open
Abstract
Breast cancer is the most common cancer among women worldwide. Although the five-, ten- and fifteen-year survival rates are good for breast cancer patients diagnosed with early-stage disease, some cancers recur many years after completion of primary therapy. Tumor heterogeneity and clonal evolution may lead to distant metastasis and therapy resistance, which are the main causes of breast cancer-associated deaths. In the clinic today, imaging techniques like mammography and tissue biopsies are used to diagnose breast cancer. Even though these methods are important in primary diagnosis, they have limitations when it comes to longitudinal monitoring of residual disease after treatment, disease progression, therapy responses, and disease recurrence. Over the last few years, there has been an increasing interest in the diagnostic, prognostic, and predictive potential of circulating cancer-derived material acquired through liquid biopsies in breast cancer. Thanks to the development of sensitive devices and platforms, a variety of tumor-derived material, including circulating cancer cells (CTCs), circulating DNA (ctDNA), and biomolecules encapsulated in extracellular vesicles, can now be extracted and analyzed from body fluids. Here we will review the most recent studies on breast cancer, demonstrating the clinical potential and utility of CTCs and ctDNA. We will also review literature illustrating the potential of circulating exosomal RNA and proteins as future biomarkers in breast cancer. Finally, we will discuss some of the advantages and limitations of liquid biopsies and the future perspectives of this field in breast cancer management.
Collapse
Affiliation(s)
- Marta Tellez-Gabriel
- Department of Medical Biology, Faculty of Health Sciences, UiT—The Arctic University of Norway, 9011 Tromsø, Norway; (E.K.); (M.P.)
| | | | | |
Collapse
|
35
|
Sakai K, Takahama T, Shimokawa M, Azuma K, Takeda M, Kato T, Daga H, Okamoto I, Akamatsu H, Teraoka S, Ono A, Ohira T, Yokoyama T, Yamamoto N, Nakagawa K, Nishio K. Predicting osimertinib-treatment outcomes through EGFR mutant-fraction monitoring in the circulating tumor DNA of EGFR T790M-positive patients with non-small cell lung cancer (WJOG8815L). Mol Oncol 2020; 15:126-137. [PMID: 33131198 PMCID: PMC7782093 DOI: 10.1002/1878-0261.12841] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 10/16/2020] [Accepted: 10/16/2020] [Indexed: 02/01/2023] Open
Abstract
The WJOG8815L phase II clinical study involves patients with non‐small cell lung cancer (NSCLC) that harbored the EGFR T790M mutation, which confers resistance to EGFR tyrosine kinase inhibitors (TKIs). The purpose of this study was to assess the predictive value of monitoring EGFR genomic alterations in circulating tumor DNA (ctDNA) from patients with NSCLC that undergo treatment with the third‐generation EGFR‐TKI osimertinib. Plasma samples of 52 patients harboring the EGFR T790M mutation were obtained pretreatment (Pre), on day 1 of treatment cycle 4 (C4) or cycle 9 (C9), and at diagnosis of disease progression or treatment discontinuation (PD/stop). CtDNA was screened for EGFR‐TKI‐sensitizing mutations, the EGFR T790M mutation, and other genomic alterations using the cobas EGFR Mutation Test v2 (cobas), droplet digital PCR (ddPCR), and targeted deep sequencing. Analysis of the sensitizing—and T790M—EGFR mutant fractions (MFs) was used to determine tumor mutational burden. Both MFs were found to decrease during treatment, whereas rebound of the sensitizing EGFR MF was observed at PD/stop, suggesting that osimertinib targeted both T790M mutation‐positive tumors and tumors with sensitizing EGFR mutations. Significant differences in the response rates and progression‐free survival were observed between the sensitizing EGFR MF‐high and sensitizing EGFR MF‐low groups (cutoff: median) at C4. In conclusion, ctDNA monitoring for sensitizing EGFR mutations at C4 is suitable for predicting the treatment outcomes in NSCLC patients receiving osimertinib (Clinical Trial Registration No.: UMIN000022076).
Collapse
Affiliation(s)
- Kazuko Sakai
- Department of Genome Biology, Faculty of Medicine, Kindai University, Osaka, Japan
| | - Takayuki Takahama
- Department of Medical Oncology, Faculty of Medicine, Kindai University, Osaka, Japan
| | - Mototsugu Shimokawa
- Department of Biostatistics, Yamaguchi University Graduate School of Medicine, Yamaguchi, Japan
| | - Koichi Azuma
- Division of Respirology, Neurology, and Rheumatology, Department of Internal Medicine, Kurume University School of Medicine, Fukuoka, Japan
| | - Masayuki Takeda
- Department of Medical Oncology, Faculty of Medicine, Kindai University, Osaka, Japan
| | - Terufumi Kato
- Department of Thoracic Oncology, Kanagawa Cancer Center, Yokohama, Japan
| | - Haruko Daga
- Department of Medical Oncology, Osaka City General Hospital, Osaka, Japan
| | - Isamu Okamoto
- Research Institute for Diseases of the Chest, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Hiroaki Akamatsu
- Internal Medicine III, Wakayama Medical University, Wakayama, Japan
| | - Shunsuke Teraoka
- Internal Medicine III, Wakayama Medical University, Wakayama, Japan
| | - Akira Ono
- Division of Thoracic Oncology, Shizuoka Cancer Center, Shizuoka, Japan
| | - Tatsuo Ohira
- Department of Surgery, Tokyo Medical University, Tokyo, Japan
| | - Toshihide Yokoyama
- Department of Respiratory Medicine, Kurashiki Central Hospital, Okayama, Japan
| | | | - Kazuhiko Nakagawa
- Department of Medical Oncology, Faculty of Medicine, Kindai University, Osaka, Japan
| | - Kazuto Nishio
- Department of Genome Biology, Faculty of Medicine, Kindai University, Osaka, Japan
| |
Collapse
|
36
|
Pessoa LS, Heringer M, Ferrer VP. ctDNA as a cancer biomarker: A broad overview. Crit Rev Oncol Hematol 2020; 155:103109. [PMID: 33049662 DOI: 10.1016/j.critrevonc.2020.103109] [Citation(s) in RCA: 113] [Impact Index Per Article: 28.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 07/17/2020] [Accepted: 09/07/2020] [Indexed: 02/07/2023] Open
Abstract
Circulating tumor DNA (ctDNA) in fluids has gained attention because ctDNA seems to identify tumor-specific abnormalities, which could be used for diagnosis, follow-up of treatment, and prognosis: the so-called liquid biopsy. Liquid biopsy is a minimally invasive approach and presents the sum of ctDNA from primary and secondary tumor sites. It has been possible not only to quantify the amount of ctDNA but also to identify (epi)genetic changes. Specific mutations in genes have been identified in the plasma of patients with several types of cancer, which highlights ctDNA as a possible cancer biomarker. However, achieving detectable concentrations of ctDNA in body fluids is not an easy task. ctDNA fragments present a short half-life, and there are no cut-off values to discriminate high and low ctDNA concentrations. Here, we discuss the use of ctDNA as a cancer biomarker, the main methodologies, the inherent difficulties, and the clinical predictive value of ctDNA.
Collapse
Affiliation(s)
- Luciana Santos Pessoa
- Brain's Biomedicine Laboratory, Paulo Niemeyer State Brain Institute, Rio de Janeiro, Rio de Janeiro, Brazil; Center for Experimental Surgery, Graduate Program in Surgical Sciences, Department of Surgery, Faculty of Medicine, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Manoela Heringer
- Brain's Biomedicine Laboratory, Paulo Niemeyer State Brain Institute, Rio de Janeiro, Rio de Janeiro, Brazil
| | - Valéria Pereira Ferrer
- Department of Cellular and Molecular Biology, Institute of Biology, Fluminense Federal University, Niteroi, Rio de Janeiro, Brazil.
| |
Collapse
|
37
|
Tran LS, Nguyen QTT, Nguyen CV, Tran VU, Nguyen THT, Le HT, Nguyen MLT, Le VT, Pham LS, Vo BT, Dang ATH, Nguyen LT, Nguyen TCV, Pham HAT, Tran TT, Nguyen LH, Nguyen TTT, Nguyen KHT, Vu YV, Nguyen NH, Bui VQ, Bui HH, Do TTT, Lam NV, Truong Dinh K, Phan MD, Nguyen HN, Giang H. Ultra-Deep Massive Parallel Sequencing of Plasma Cell-Free DNA Enables Large-Scale Profiling of Driver Mutations in Vietnamese Patients With Advanced Non-Small Cell Lung Cancer. Front Oncol 2020; 10:1351. [PMID: 32850431 PMCID: PMC7418519 DOI: 10.3389/fonc.2020.01351] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Accepted: 06/26/2020] [Indexed: 01/15/2023] Open
Abstract
Population-specific profiling of mutations in cancer genes is of critical importance for the understanding of cancer biology in general as well as the establishment of optimal diagnostics and treatment guidelines for that particular population. Although genetic analysis of tumor tissue is often used to detect mutations in cancer genes, the invasiveness and limited accessibility hinders its application in large-scale population studies. Here, we used ultra-deep massive parallel sequencing of plasma cell free DNA (cfDNA) to identify the mutation profiles of 265 Vietnamese patients with advanced non-small cell lung cancer (NSCLC). Compared to a cohort of advanced NSCLC patients characterized by sequencing of tissue samples, cfDNA genomic testing, despite lower mutation detection rates, was able to detect major mutations in tested driver genes that reflected similar mutation composition and distribution pattern, as well as major associations between mutation prevalence and clinical features. In conclusion, ultra-deep sequencing of plasma cfDNA represents an alternative approach for population-wide genetic profiling of cancer genes where recruitment of patients is limited to the accessibility of tumor tissue site.
Collapse
Affiliation(s)
| | | | | | | | | | - Ha Thu Le
- Ha Noi Oncology Hospital, Hanoi, Vietnam
| | | | | | - Lam-Son Pham
- Vietnam National Cancer Hospital, Hanoi, Vietnam
| | | | - Anh-Thu Huynh Dang
- University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | | | | | | | | | | | | | | | - Yen-Vi Vu
- Gene Solutions, Ho Chi Minh City, Vietnam
| | | | | | | | | | - Nien Vinh Lam
- University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | | | | | - Hoai-Nghia Nguyen
- University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Hoa Giang
- Gene Solutions, Ho Chi Minh City, Vietnam
| |
Collapse
|
38
|
Vacante M, Ciuni R, Basile F, Biondi A. The Liquid Biopsy in the Management of Colorectal Cancer: An Overview. Biomedicines 2020; 8:E308. [PMID: 32858879 PMCID: PMC7555636 DOI: 10.3390/biomedicines8090308] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Revised: 08/19/2020] [Accepted: 08/24/2020] [Indexed: 02/07/2023] Open
Abstract
Currently, there is a crucial need for novel diagnostic and prognostic biomarkers with high specificity and sensitivity in patients with colorectal cancer. A "liquid biopsy" is characterized by the isolation of cancer-derived components, such as circulating tumor cells, circulating tumor DNA, microRNAs, long non-coding RNAs, and proteins, from peripheral blood or other body fluids and their genomic or proteomic assessment. The liquid biopsy is a minimally invasive and repeatable technique that could play a significant role in screening and diagnosis, and predict relapse and metastasis, as well as monitoring minimal residual disease and chemotherapy resistance in colorectal cancer patients. However, there are still some practical issues that need to be addressed before liquid biopsy can be widely used in clinical practice. Potential challenges may include low amounts of circulating tumor cells and circulating tumor DNA in samples, lack of pre-analytical and analytical consensus, clinical validation, and regulatory endorsement. The aim of this review was to summarize the current knowledge of the role of liquid biopsy in the management of colorectal cancer.
Collapse
Affiliation(s)
- Marco Vacante
- Department of General Surgery and Medical-Surgical Specialties, University of Catania, Via S. Sofia 78, 95123 Catania, Italy; (R.C.); (F.B.); (A.B.)
| | | | | | | |
Collapse
|
39
|
Wu Z, Wang L, Li C, Cai Y, Liang Y, Mo X, Lu Q, Dong L, Liu Y. DeepLRHE: A Deep Convolutional Neural Network Framework to Evaluate the Risk of Lung Cancer Recurrence and Metastasis From Histopathology Images. Front Genet 2020; 11:768. [PMID: 33193560 PMCID: PMC7477356 DOI: 10.3389/fgene.2020.00768] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Accepted: 06/29/2020] [Indexed: 12/21/2022] Open
Abstract
It is critical for patients who cannot undergo eradicable surgery to predict the risk of lung cancer recurrence and metastasis; therefore, the physicians can design the appropriate adjuvant therapy plan. However, traditional circulating tumor cell (CTC) detection or next-generation sequencing (NGS)-based methods are usually expensive and time-inefficient, which urge the need for more efficient computational models. In this study, we have established a convolutional neural network (CNN) framework called DeepLRHE to predict the recurrence risk of lung cancer by analyzing histopathological images of patients. The steps for using DeepLRHE include automatic tumor region identification, image normalization, biomarker identification, and sample classification. In practice, we used 110 lung cancer samples downloaded from The Cancer Genome Atlas (TCGA) database to train and validate our CNN model and 101 samples as independent test dataset. The area under the receiver operating characteristic (ROC) curve (AUC) for test dataset was 0.79, suggesting a relatively good prediction performance. Our study demonstrates that the features extracted from histopathological images could be well used to predict lung cancer recurrence after surgical resection and help classify patients who should receive additional adjuvant therapy.
Collapse
Affiliation(s)
- Zhijun Wu
- Department of Oncology, The First People's Hospital of Changde City, Changde, China
| | - Lin Wang
- Department of Oncology, Hainan General Hospital, Haikou, China
| | - Churong Li
- Sichuan Cancer Hospital and Institute, The Affiliated Cancer Hospital, School of Medicine, UESTC, Chengdu, China
| | | | | | - Xiaofei Mo
- Geneis (Beijing) Co., Ltd., Beijing, China
| | | | - Lixin Dong
- The First Hospital of Qinhuangdao, Qinhuangdao, China
| | | |
Collapse
|
40
|
Esagian SM, Grigoriadou GΙ, Nikas IP, Boikou V, Sadow PM, Won JK, Economopoulos KP. Comparison of liquid-based to tissue-based biopsy analysis by targeted next generation sequencing in advanced non-small cell lung cancer: a comprehensive systematic review. J Cancer Res Clin Oncol 2020; 146:2051-2066. [PMID: 32462295 PMCID: PMC7456570 DOI: 10.1007/s00432-020-03267-x] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Accepted: 05/14/2020] [Indexed: 02/07/2023]
Abstract
PURPOSE To explore whether targeted next generation sequencing (NGS) of liquid biopsy in advanced non-small cell lung cancer (NSCLC) could potentially overcome the innate problems that arise with standard tissue biopsy, like intratumoral heterogeneity and the inability to obtain adequate samples for analysis. METHODS The Scopus, Cochrane Library, and MEDLINE (via PubMed) databases were searched for studies with matched tissue and liquid biopsies from advanced NSCLC patients, analyzed with targeted NGS. The number of mutations detected in tissue biopsy only, liquid biopsy only, or both was assessed and the positive percent agreement (PPA) of the two methods was calculated for every clinically relevant gene. RESULTS A total of 644 unique relevant articles were retrieved and data were extracted from 38 studies fulfilling the inclusion criteria. The sample size was composed of 2000 mutations tested in matched tissue and liquid biopsies derived from 1141 patients. No studies analyzed circulating tumor cells. The calculated PPA rates were 53.6% (45/84) for ALK, 53.9% (14/26) for BRAF, 56.5% (13/23) for ERBB2, 67.8% (428/631) for EGFR, 64.2% (122/190) for KRAS, 58.6% (17/29) for MET, 54.6% (12/22) for RET, and 53.3% (8/15) for ROS1. We additionally recorded data for 65 genes that are not recommended by current guidelines for mutational testing. An extra category containing results of unspecified genes was added, with a PPA rate of 55.7% (122/219). CONCLUSION Despite many advantages, liquid biopsy might be unable to fully substitute its tissue counterpart in detecting clinically relevant mutations in advanced NSCLC patients. However, it may serve as a helpful tool when making therapeutic decisions. More studies are needed to evaluate its role in everyday clinical practice.
Collapse
Affiliation(s)
- Stepan M Esagian
- Oncology Working Group, Society of Junior Doctors, Athens, Greece
| | - Georgia Ι Grigoriadou
- Oncology Working Group, Society of Junior Doctors, Athens, Greece
- 1st Department of Medical Oncology, Theageneio Anticancer Hospital, Thessaloníki, Greece
| | - Ilias P Nikas
- School of Medicine, European University of Cyprus, Nicosia, Cyprus
| | - Vasileios Boikou
- Oncology Working Group, Society of Junior Doctors, Athens, Greece
- Athens University of Economics and Business, Athens, Greece
| | - Peter M Sadow
- Department of Pathology, Harvard Medical School, Massachusetts General Hospital, Boston, MA, USA
| | - Jae-Kyung Won
- Department of Pathology, Seoul National University Hospital, Seoul, Republic of Korea
| | - Konstantinos P Economopoulos
- Oncology Working Group, Society of Junior Doctors, Athens, Greece.
- Department of Surgery, Duke University Medical Center, 2301 Erwin Rd, Durham, NC, 27710, USA.
| |
Collapse
|
41
|
Filip S, Vymetalkova V, Petera J, Vodickova L, Kubecek O, John S, Cecka F, Krupova M, Manethova M, Cervena K, Vodicka P. Distant Metastasis in Colorectal Cancer Patients-Do We Have New Predicting Clinicopathological and Molecular Biomarkers? A Comprehensive Review. Int J Mol Sci 2020; 21:E5255. [PMID: 32722130 PMCID: PMC7432613 DOI: 10.3390/ijms21155255] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2020] [Revised: 07/21/2020] [Accepted: 07/22/2020] [Indexed: 02/06/2023] Open
Abstract
Colorectal cancer (CRC) remains a serious health problem worldwide. Approximately half of patients will develop distant metastasis after CRC resection, usually with very poor prognosis afterwards. Because patient performance after distant metastasis surgery remains very heterogeneous, ranging from death within 2 years to a long-term cure, there is a clinical need for a precise risk stratification of patients to aid pre- and post-operative decisions. Furthermore, around 20% of identified CRC cases are at IV stage disease, known as a metastatic CRC (mCRC). In this review, we overview possible molecular and clinicopathological biomarkers that may provide prognostic and predictive information for patients with distant metastasis. These may comprise sidedness of the tumor, molecular profile and epigenetic characteristics of the primary tumor and arising metastatic CRC, and early markers reflecting cancer cell resistance in mCRC and biomarkers identified from transcriptome. This review discusses current stage in employment of these biomarkers in clinical practice as well as summarizes current experience in identifying predictive biomarkers in mCRC treatment.
Collapse
Affiliation(s)
- Stanislav Filip
- Department of Oncology and Radiotherapy, Charles University, Faculty of Medicine in Hradec Kralove, Šimkova 870, 50001 Hradec Králové, Czech Republic; (J.P.); (O.K.); (S.J.)
| | - Veronika Vymetalkova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Videnska 1083, 14220 Prague, Czech Republic; (V.V.); (L.V.); (K.C.)
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Alej Svobody 1655, 32300 Pilsen, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov 4, 12800 Prague, Czech Republic
| | - Jiri Petera
- Department of Oncology and Radiotherapy, Charles University, Faculty of Medicine in Hradec Kralove, Šimkova 870, 50001 Hradec Králové, Czech Republic; (J.P.); (O.K.); (S.J.)
| | - Ludmila Vodickova
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Videnska 1083, 14220 Prague, Czech Republic; (V.V.); (L.V.); (K.C.)
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Alej Svobody 1655, 32300 Pilsen, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov 4, 12800 Prague, Czech Republic
| | - Ondrej Kubecek
- Department of Oncology and Radiotherapy, Charles University, Faculty of Medicine in Hradec Kralove, Šimkova 870, 50001 Hradec Králové, Czech Republic; (J.P.); (O.K.); (S.J.)
| | - Stanislav John
- Department of Oncology and Radiotherapy, Charles University, Faculty of Medicine in Hradec Kralove, Šimkova 870, 50001 Hradec Králové, Czech Republic; (J.P.); (O.K.); (S.J.)
| | - Filip Cecka
- Department of Surgery, University Hospital in Hradec Kralove, Sokolská 581, 50005 Hradec Králové, Czech Republic;
| | - Marketa Krupova
- The Fingerland Department of Pathology, University Hospital in Hradec Kralove, Sokolská 581, 50005 Hradec Králové, Czech Republic; (M.K.); (M.M.)
| | - Monika Manethova
- The Fingerland Department of Pathology, University Hospital in Hradec Kralove, Sokolská 581, 50005 Hradec Králové, Czech Republic; (M.K.); (M.M.)
| | - Klara Cervena
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Videnska 1083, 14220 Prague, Czech Republic; (V.V.); (L.V.); (K.C.)
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov 4, 12800 Prague, Czech Republic
| | - Pavel Vodicka
- Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences, Videnska 1083, 14220 Prague, Czech Republic; (V.V.); (L.V.); (K.C.)
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, Alej Svobody 1655, 32300 Pilsen, Czech Republic
- Institute of Biology and Medical Genetics, First Faculty of Medicine, Charles University, Albertov 4, 12800 Prague, Czech Republic
| |
Collapse
|
42
|
Li F, Wei F, Huang WL, Lin CC, Li L, Shen MM, Yan Q, Liao W, Chia D, Tu M, Tang JH, Feng Z, Kim Y, Su WC, Wong DTW. Ultra-Short Circulating Tumor DNA (usctDNA) in Plasma and Saliva of Non-Small Cell Lung Cancer (NSCLC) Patients. Cancers (Basel) 2020; 12:E2041. [PMID: 32722209 PMCID: PMC7464208 DOI: 10.3390/cancers12082041] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/15/2020] [Accepted: 07/22/2020] [Indexed: 12/19/2022] Open
Abstract
Mutations identified in the epidermal growth factor receptor (EGFR) predict sensitivity to EGFR-targeted therapy for non-small cell lung carcinoma (NSCLC). We previously reported that Electric Field-Induced Release and Measurement (EFIRM)-based liquid biopsy could detect EGFR ctDNA with >94% concordance with tissue-based genotyping. A side-by-side comparison of concordance of EFIRM and droplet digital PCR (ddPCR) for the detection of the two front-line actionable EFGR mutations was performed with paired plasma and saliva samples from 13 NSCLC patients. Deep sequencing analysis based on single-strand DNA library preparation was employed to determine the size distributions of EGFR L858R ctDNA in plasma and saliva samples. EFIRM detected both EGFR mutations with 100% sensitivity in both plasma and saliva samples, whereas ddPCR detected EGFR mutations with sensitivities of 84.6% and 15.4%, respectively. In saliva samples, the majority of EGFR L858R ctDNA fragments detected were <80 bp. Deep sequencing analysis of ctDNA enriched for the EGFR L858R mutation revealed the significant presence of EGFR L858R ctDNA as ultra-short circulating tumor DNA (usctDNA) with the size of 40-60 bp in patient plasma and saliva. Most of usctDNAs are not amplifiable with the current ddPCR assay. Further examination using cell lines and patient biofluids revealed that the majority of usctDNAs were predominately localized in the exosomal fraction. Our study revealed the abundant existence of EGFR ctDNA in the plasma and saliva of NSCLC patients is usctDNA. usctDNA is a novel type of targets for liquid biopsy that can be efficiently detected by EFIRM technology.
Collapse
Affiliation(s)
- Feng Li
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Fang Wei
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Wei-Lun Huang
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 70101, Taiwan; (W.-L.H.); (C.-C.L.)
| | - Chien-Chung Lin
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 70101, Taiwan; (W.-L.H.); (C.-C.L.)
| | - Liang Li
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
- Institute of Diagnostics in Chinese Medicine, Hunan University of Chinese Medicine, Changsha 410208, China
| | - Macy M. Shen
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Qingxiang Yan
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (Q.Y.); (Z.F.)
| | - Wei Liao
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - David Chia
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Michael Tu
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Jason H. Tang
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Ziding Feng
- Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; (Q.Y.); (Z.F.)
| | - Yong Kim
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| | - Wu-Chou Su
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan 70101, Taiwan; (W.-L.H.); (C.-C.L.)
| | - David T. W. Wong
- School of Dentistry, University of California Los Angeles, Los Angeles, CA 90095, USA; (F.W.); (L.L.); (M.M.S.); (W.L.); (D.C.); (M.T.); (J.H.T.); (Y.K.)
| |
Collapse
|
43
|
A self-powered bidirectional partition microfluidic chip with embedded microwells for highly sensitive detection of EGFR mutations in plasma of non-small cell lung cancer patients. Talanta 2020; 220:121426. [PMID: 32928434 DOI: 10.1016/j.talanta.2020.121426] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Revised: 07/12/2020] [Accepted: 07/15/2020] [Indexed: 02/07/2023]
Abstract
Circulating tumor DNA (ctDNA) is a promising biomarker for tumor genotyping and therapy monitoring. Herein, we developed a digital PCR chip with embedded microwell and bidirectional partition network for highly sensitive ctDNA analysis. The embedded microwell contributes to increasing microreaction density (up to 7000 microwells/cm2) and reducing evaporation during amplification. The bidirectional partition network can achieve fast and random distribution of targets, ensuring the precise quantification of nucleic acid. We used plasmids, artificial samples and 32 clinical blood samples from non-small cell lung cancer patients to test the performance of this platform. The results demonstrated that our chip has not only comparable quantification performance to commercial counterpart but also the ability to detect EGFR mutations with as low as 0.01% mutation rate and 20 alter molecules in 27 ng genomic DNA. The identification of EGFR mutations in plasma using developed chip exhibited 85.71% sensitivity and 94.44% specificity for L858R mutation and 100% sensitivity and 86.96% specificity for T790 M mutation. Moreover, the monitoring of mutant allele in plasma was accomplished in this work. In conclusion, the developed chip has a potential in lung tumor genotyping and therapy monitoring for precision medicine, even other tumors.
Collapse
|
44
|
Kaur P, Campo D, Porras TB, Ring A, Lu J, Chairez Y, Su Y, Kang I, Lang JE. A Pilot Study for the Feasibility of Exome-Sequencing in Circulating Tumor Cells Versus Single Metastatic Biopsies in Breast Cancer. Int J Mol Sci 2020; 21:ijms21144826. [PMID: 32650480 PMCID: PMC7402350 DOI: 10.3390/ijms21144826] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 07/05/2020] [Accepted: 07/06/2020] [Indexed: 11/16/2022] Open
Abstract
The comparison of the landscape of somatic alterations in circulating tumor cells (CTCs) versus metastases is challenging. Here, we comprehensively characterized the somatic landscape in bulk (amplified and non-amplified), spike-in breast cancer cells, CTCs, and metastases from breast cancer patients using whole-exome sequencing (WES). We determined the level of genomic concordance for somatic nucleotide variants (SNVs), copy number alterations (CNAs), and structural variants (SVs). The variant allele fractions (VAFs) of somatic variants were remarkably similar between amplified and non-amplified cell line samples as technical replicates. In clinical samples, a significant fraction of somatic variants had low VAFs in CTCs compared to metastases. The most frequently recurrent gene mutations in clinical samples were associated with an elevated C > T mutational signature. We found complex rearrangement patterns including intra- and inter-chromosomal rearrangements, singleton, and recurrent gene fusions, and tandem duplications. We observed high molecular discordance for somatic alterations between paired samples consistent with marked heterogeneity of the somatic landscape. The most prevalent copy number calls were focal deletion events in CTCs and metastases. Our results demonstrate the feasibility of an integrated workflow for the identification of a complete repertoire of somatic alterations and highlight the intrapatient genomic differences that occur between CTCs and metastases.
Collapse
Affiliation(s)
- Pushpinder Kaur
- Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (P.K.); (Y.S.)
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA 90033, USA; (J.L.); (I.K.)
| | - Daniel Campo
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA;
| | - Tania B. Porras
- Cancer and Blood Disease Institute, Children Hospital Los Angeles, University of Southern California, Los Angeles, CA 90027, USA;
| | - Alexander Ring
- Department of Oncology and Hematology, UniversitätsSpital Zürich, Rämistrasse 100, 8091 Zürich, Switzerland;
| | - Janice Lu
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA 90033, USA; (J.L.); (I.K.)
- Division of Medical Oncology, Department of Medicine and University of Southern California Norris Cancer Center, University of Southern California, Los Angeles, CA 90033, USA
| | - Yvonne Chairez
- Department of Stem Cell Biology and Regenerative Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA;
| | - Yunyun Su
- Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (P.K.); (Y.S.)
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA 90033, USA; (J.L.); (I.K.)
| | - Irene Kang
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA 90033, USA; (J.L.); (I.K.)
- Division of Medical Oncology, Department of Medicine and University of Southern California Norris Cancer Center, University of Southern California, Los Angeles, CA 90033, USA
| | - Julie E. Lang
- Department of Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA; (P.K.); (Y.S.)
- University of Southern California Norris Comprehensive Cancer Center, Los Angeles, CA 90033, USA; (J.L.); (I.K.)
- Correspondence: ; Tel.: +1-(323)-442-8140
| |
Collapse
|
45
|
Rolfo C, Cardona AF, Cristofanilli M, Paz-Ares L, Diaz Mochon JJ, Duran I, Raez LE, Russo A, Lorente JA, Malapelle U, Gil-Bazo I, Jantus-Lewintre E, Pauwels P, Mok T, Serrano MJ. Challenges and opportunities of cfDNA analysis implementation in clinical practice: Perspective of the International Society of Liquid Biopsy (ISLB). Crit Rev Oncol Hematol 2020; 151:102978. [PMID: 32428812 DOI: 10.1016/j.critrevonc.2020.102978] [Citation(s) in RCA: 70] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Accepted: 04/29/2020] [Indexed: 02/07/2023] Open
Abstract
Precision medicine was born with the development of new diagnostic techniques and targeted drugs, yielding better outcomes in cancer care. With the evolution and increasing sensitivity for detecting oncogenic drivers, liquid biopsies (LBs), specifically cell-free DNA (cfDNA) analysis, have been proposed as a minimally-invasive technique for genomic profiling. Ranging from sequencing techniques to PCR-based methods and other more complex strategies, this approach, currently applicable in some solid tumors with robust evidence, is showing promising opportunities in other cancers. However, difficulties in validating their clinical utility exist within limitation at different levels among several techniques, reporting of the results, lack of appropriate clinical trial designs, and unknown economic impact. One of the aims of the ISLB is to create recommendations to develop reliable and sustainable diagnostic, prognostic and predictive tools using LBs. This paper is addressing these objectives, helping the healthcare providers and scientific community to understand the potential of LB.
Collapse
Affiliation(s)
- Christian Rolfo
- Thoracic Oncology Department and Early Phase Clinical Trials Section, School of Medicine, Maryland University, Maryland, USA.
| | - Andrés F Cardona
- Clinical and Translational Oncology Group, Clínica del Country, Bogotá, Colombia; Foundation for Clinical and Applied Cancer Research - FICMAC, Bogotá, Colombia; Molecular Oncology and Biology Systems Research Group (Fox-G), Universidad El Bosque, Bogotá, Colombia
| | - Massimo Cristofanilli
- Department of Medicine, Division of Hematology and Oncology, Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University, 710 N Fairbanks Court, Suite 8-250A, Chicago, IL, 60611, USA
| | - Luis Paz-Ares
- Hospital Universitario 12 de Octubre, CNIO-H12o Lung Cancer Unit, Universidad Complutense and CIBERONC, Madrid, Spain
| | - Juan Jose Diaz Mochon
- DestiNA Genomica S.L. Parque Tecnológico Ciencias de la Salud (PTS), Avenida de la Innovación 1, Edificio BIC, 18016, Armilla, Granada, Spain; GENYO Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government. PTS Granada - Avenida de la Ilustración, 114- 18016, Granada, Spain; Department Medicinal and Organic Chemistry, School of Pharmacy, University of Granada, Campus Cartuja s/n, 18071, Granada, Spain
| | - Ignacio Duran
- Servicio de Oncologia Medica, Medical Oncology Department, Hospital Universitario Marques de Valdecilla, Edificio Sur, 2 Planta, Despacho 277, 39008, Santander, Spain
| | - Luis E Raez
- Memorial Cancer Institute, Memorial Health Care System, Florida International University, Florida, USA
| | - Alessandro Russo
- Thoracic Oncology Department and Early Phase Clinical Trials Section, School of Medicine, Maryland University, Maryland, USA; Medical Oncology Unit A.O. Papardo & Department of Human Pathology, University of Messina, Italy
| | - Jose A Lorente
- Laboratory of Genetic Identification, Department of Legal Medicine, University of Granada, Av. de la Investigación, 11, 18071, Granada, Spain; Centre for Genomics and Oncological Research - GENYO, Pfizer, University of Granada, Andalusian Regional Government, Granada, Spain
| | - Umberto Malapelle
- Department of Public Health, University Federico II of Naples, Naples, Italy
| | - Ignacio Gil-Bazo
- Department of Oncology, Clínica Universidad de Navarra, Pamplona, Navarra, Spain; University of Navarra, Center for Applied Medical Research, Program of Solid Tumors, Pamplona, Navarra, Spain; Idisna, Navarra Institute for Health Research, Pamplona, Navarra, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain
| | - Eloisa Jantus-Lewintre
- Molecular Oncology Laboratory, Fundación Investigación, Valencia General University Hospital, Valencia, Spain
| | - Patrick Pauwels
- Center for Oncological Research (CORE), University of Antwerp, & Department of Pathology, Antwerp University Hospital, Edegem, Belgium
| | - Tony Mok
- State Key Laboratory in Oncology in South China, Hong Kong, China
| | - María José Serrano
- Centre for Genomics and Oncological Research - GENYO, Pfizer, University of Granada, Andalusian Regional Government, Granada, Spain; Bio-Health Research Institute (Instituto de Investigación Biosanitaria ibs. GRANADA), Spain; Complejo Hospitalario Universitario Granada (CHUG), Department of Medical Oncology, University of Granada, Granada, Spain.
| | | |
Collapse
|
46
|
Liam CK, Mallawathantri S, Fong KM. Is tissue still the issue in detecting molecular alterations in lung cancer? Respirology 2020; 25:933-943. [PMID: 32335992 DOI: 10.1111/resp.13823] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Revised: 02/23/2020] [Accepted: 03/29/2020] [Indexed: 02/07/2023]
Abstract
Molecular biomarker testing of advanced-stage NSCLC is now considered standard of care and part of the diagnostic algorithm to identify subsets of patients for molecular-targeted treatment. Tumour tissue biopsy is essential for an accurate initial diagnosis, determination of the histological subtype and for molecular testing. With the increasing use of small biopsies and cytological specimens for diagnosis and the need to identify an increasing number of predictive biomarkers, proper management of the limited amount of sampling materials available is important. Many patients with advanced NSCLC do not have enough tissue for molecular testing and/or do not have a biopsy-amenable lesion and/or do not want to go through a repeat biopsy given the potential risks. Molecular testing can be difficult or impossible if the sparse material from very small biopsy specimens has already been exhausted for routine diagnostic purposes. A limited diagnostic workup is recommended to preserve sufficient tissue for biomarker testing. In addition, tumour biopsies are limited by tumour heterogeneity, particularly in the setting of disease resistance, and thus may yield false-negative results. Hence, there have been considerable efforts to determine if liquid biopsy in which molecular alterations can be non-invasively identified in plasma cell-free ctDNA, a potential surrogate for the entire tumour genome, can overcome the issues with tissue biopsies and replace the need for the latter.
Collapse
Affiliation(s)
- Chong-Kin Liam
- Department of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia
| | | | - Kwun M Fong
- Thoracic Medicine, The Prince Charles Hospital, The University of Queensland Thoracic Research Centre at TPCH, Brisbane, QLD, Australia
| |
Collapse
|
47
|
Guibert N, Pradines A, Favre G, Mazieres J. Current and future applications of liquid biopsy in nonsmall cell lung cancer from early to advanced stages. Eur Respir Rev 2020; 29:190052. [PMID: 32051167 PMCID: PMC9488537 DOI: 10.1183/16000617.0052-2019] [Citation(s) in RCA: 78] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2019] [Accepted: 09/11/2019] [Indexed: 01/10/2023] Open
Abstract
Liquid biopsy refers to the analysis of any tumour-derived material circulating in the blood or any other body fluid. This concept is particularly relevant in lung cancer as the tumour is often difficult to reach and may need an invasive and potentially harmful procedure. Moreover, the multitude of anticancer drugs and their sequential use underline the importance of conducting an iterative assessment of tumour biology. Liquid biopsies can noninvasively detect any targetable genomic alteration and guide corresponding targeted therapy, in addition to monitoring response to treatment and exploring the genetic changes at resistance, overcoming spatial and temporal heterogeneity.In this article, we review the available data in the field, which suggest the potential of liquid biopsy in the area of lung cancer, with a particular focus on cell-free DNA and circulating tumour cells. We discuss their respective applications in patient selection and monitoring through targeted therapy, as well as immune checkpoint inhibitors. The current data and future applications of liquid biopsy in the early stage setting are also investigated.Liquid biopsy has the potential to help manage nonsmall cell lung cancer throughout all stages of lung cancer: screening, minimal residual disease detection to guide adjuvant treatment, early detection of relapse, systemic treatment initiation and monitoring of response (targeted or immune therapy), and resistance genotyping.
Collapse
Affiliation(s)
- Nicolas Guibert
- Thoracic Oncology Dept, Hôpital Larrey, University Hospital of Toulouse, Toulouse, France
- Cancer Research Centre of Toulouse (CRCT), Inserm, University of Toulouse III - Paul Sabatier, National Scientific Research Centre (CNRS), Toulouse, France
- University of Toulouse III - Paul Sabatier, Toulouse, France
| | - Anne Pradines
- Cancer Research Centre of Toulouse (CRCT), Inserm, University of Toulouse III - Paul Sabatier, National Scientific Research Centre (CNRS), Toulouse, France
- Medical Laboratory, Claudius Regaud Institute, Toulouse University Cancer Institute (IUCT-O), Toulouse, France
| | - Gilles Favre
- Cancer Research Centre of Toulouse (CRCT), Inserm, University of Toulouse III - Paul Sabatier, National Scientific Research Centre (CNRS), Toulouse, France
- University of Toulouse III - Paul Sabatier, Toulouse, France
- Medical Laboratory, Claudius Regaud Institute, Toulouse University Cancer Institute (IUCT-O), Toulouse, France
| | - Julien Mazieres
- Thoracic Oncology Dept, Hôpital Larrey, University Hospital of Toulouse, Toulouse, France
- Cancer Research Centre of Toulouse (CRCT), Inserm, University of Toulouse III - Paul Sabatier, National Scientific Research Centre (CNRS), Toulouse, France
- University of Toulouse III - Paul Sabatier, Toulouse, France
| |
Collapse
|
48
|
Zheng C, Li X, Ren Y, Yin Z, Zhou B. Coexisting EGFR and TP53 Mutations in Lung Adenocarcinoma Patients Are Associated With COMP and ITGB8 Upregulation and Poor Prognosis. Front Mol Biosci 2020; 7:30. [PMID: 32175330 PMCID: PMC7056714 DOI: 10.3389/fmolb.2020.00030] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Accepted: 02/11/2020] [Indexed: 12/24/2022] Open
Abstract
The heterogeneity of lung adenocarcinoma is driven by key mutations in oncogenes. To determine the gene expression, single nucleotide polymorphisms, and co-mutations participating in the initiation and progression of lung adenocarcinoma, we comprehensively analyzed the data of 491 patients from The Cancer Genome Atlas. Using log-rank and Kruskal-Wallis analysis, Oncoprint, Kaplan-Meier survival plots, and a nomogram, we found that EGFRL858R with co-mutation TP53 was significant prognostic determinant versus that with co-wild TP53 (hazard ratio, 2.77, P = 0.012). Further gene co-expression network and functional enrichment analysis indicated that co-mutation of EGFRL858R/TP53 increases the expression of COMP and ITGB8, which are involved in extracellular matrix organization and cell surface receptor signaling pathways, thus contributing to poor prognosis in lung adenocarcinoma. Validation was performed using three GEO profiles along with colony formation and CCK-8 assays for proliferation, transwell and wound-healing for migration in transfected H1299 and A549 cell lines. To the best of our knowledge, these results are the first to indicate that patients harboring the co-mutation of EGFRL858R/TP53 show increased expression of COMP and ITGB8, which participate in extracellular matrix dysfunction and can be used as prognostic biomarkers in patients with lung adenocarcinoma.
Collapse
Affiliation(s)
- Chang Zheng
- Department of Clinical Epidemiology, First Affiliated Hospital of China Medical University, Shenyang, China.,Department of Epidemiology, School of Public Health, China Medical University, Shenyang, China
| | - Xuelian Li
- Department of Epidemiology, School of Public Health, China Medical University, Shenyang, China
| | - Yangwu Ren
- Department of Epidemiology, School of Public Health, China Medical University, Shenyang, China
| | - Zhihua Yin
- Department of Epidemiology, School of Public Health, China Medical University, Shenyang, China
| | - Baosen Zhou
- Department of Clinical Epidemiology, First Affiliated Hospital of China Medical University, Shenyang, China
| |
Collapse
|
49
|
Serrano C, Vivancos A, López-Pousa A, Matito J, Mancuso FM, Valverde C, Quiroga S, Landolfi S, Castro S, Dopazo C, Sebio A, Virgili AC, Menso MM, Martín-Broto J, Sansó M, García-Valverde A, Rosell J, Fletcher JA, George S, Carles J, Arribas J. Clinical value of next generation sequencing of plasma cell-free DNA in gastrointestinal stromal tumors. BMC Cancer 2020; 20:99. [PMID: 32024476 PMCID: PMC7003348 DOI: 10.1186/s12885-020-6597-x] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Accepted: 01/31/2020] [Indexed: 02/08/2023] Open
Abstract
Background Gastrointestinal stromal tumor (GIST) initiation and evolution is commonly framed by KIT/PDGFRA oncogenic activation, and in later stages by the polyclonal expansion of resistant subpopulations harboring KIT secondary mutations after the onset of imatinib resistance. Thus, circulating tumor (ct)DNA determination is expected to be an informative non-invasive dynamic biomarker in GIST patients. Methods We performed amplicon-based next-generation sequencing (NGS) across 60 clinically relevant genes in 37 plasma samples from 18 GIST patients collected prospectively. ctDNA alterations were compared with NGS of matched tumor tissue samples (obtained either simultaneously or at the time of diagnosis) and cross-validated with droplet digital PCR (ddPCR). Results We were able to identify cfDNA mutations in five out of 18 patients had detectable in at least one timepoint. Overall, NGS sensitivity for detection of cell-free (cf)DNA mutations in plasma was 28.6%, showing high concordance with ddPCR confirmation. We found that GIST had relatively low ctDNA shedding, and mutations were at low allele frequencies. ctDNA was detected only in GIST patients with advanced disease after imatinib failure, predicting tumor dynamics in serial monitoring. KIT secondary mutations were the only mechanism of resistance found across 10 imatinib-resistant GIST patients progressing to sunitinib or regorafenib. Conclusions ctDNA evaluation with amplicon-based NGS detects KIT primary and secondary mutations in metastatic GIST patients, particularly after imatinib progression. GIST exhibits low ctDNA shedding, but ctDNA monitoring, when positive, reflects tumor dynamics.
Collapse
Affiliation(s)
- César Serrano
- Medical Oncology Department, Vall d'Hebron University Hospital, P. Vall d'Hebron 119, 08035, Barcelona, Spain. .,Preclinical Research Program, Vall d'Hebron Institute of Oncology, Barcelona, Spain.
| | - Ana Vivancos
- Cancer Genomics Group,
- Vall d'Hebron Institute of Oncology, Natzaret 115, 08035, Barcelona, Spain.
| | | | - Judit Matito
- Cancer Genomics Group,
- Vall d'Hebron Institute of Oncology, Natzaret 115, 08035, Barcelona, Spain
| | - Francesco M Mancuso
- Cancer Genomics Group,
- Vall d'Hebron Institute of Oncology, Natzaret 115, 08035, Barcelona, Spain
| | - Claudia Valverde
- Medical Oncology Department, Vall d'Hebron University Hospital, P. Vall d'Hebron 119, 08035, Barcelona, Spain
| | - Sergi Quiroga
- Radiology Department, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Stefania Landolfi
- Pathology Department, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Sandra Castro
- Surgical Oncology Division, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Cristina Dopazo
- Surgical Oncology Division, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Ana Sebio
- Medical Oncology, Sant Pau University Hospital, Barcelona, Spain
| | - Anna C Virgili
- Medical Oncology, Sant Pau University Hospital, Barcelona, Spain
| | - María M Menso
- Radiology Department, Sant Pau University Hospital, Barcelona, Spain
| | | | - Miriam Sansó
- Cancer Genomics Group,
- Vall d'Hebron Institute of Oncology, Natzaret 115, 08035, Barcelona, Spain
| | | | - Jordi Rosell
- Preclinical Research Program, Vall d'Hebron Institute of Oncology, Barcelona, Spain
| | - Jonathan A Fletcher
- Pathology Department, Brigham and Women's Hospital/Harvard Medical School, Boston, USA
| | - Suzanne George
- Center for Sarcoma and Bone Oncology, Dana-Farber Cancer Institute, Boston, USA
| | - Joan Carles
- Medical Oncology Department, Vall d'Hebron University Hospital, P. Vall d'Hebron 119, 08035, Barcelona, Spain
| | - Joaquín Arribas
- Preclinical Research Program, Vall d'Hebron Institute of Oncology, Barcelona, Spain.,Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| |
Collapse
|
50
|
Tran LS, Pham HAT, Tran VU, Tran TT, Dang ATH, Le DT, Nguyen SL, Nguyen NV, Nguyen TV, Vo BT, Dao HTT, Nguyen NH, Tran TH, Nguyen CV, Pham PC, Dang-Mai AT, Dinh-Nguyen TK, Phan VH, Do TTT, Truong Dinh K, Do HN, Phan MD, Giang H, Nguyen HN. Ultra-deep massively parallel sequencing with unique molecular identifier tagging achieves comparable performance to droplet digital PCR for detection and quantification of circulating tumor DNA from lung cancer patients. PLoS One 2019; 14:e0226193. [PMID: 31841547 PMCID: PMC6913927 DOI: 10.1371/journal.pone.0226193] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Accepted: 11/21/2019] [Indexed: 12/24/2022] Open
Abstract
The identification and quantification of actionable mutations are of critical importance for effective genotype-directed therapies, prognosis and drug response monitoring in patients with non-small-cell lung cancer (NSCLC). Although tumor tissue biopsy remains the gold standard for diagnosis of NSCLC, the analysis of circulating tumor DNA (ctDNA) in plasma, known as liquid biopsy, has recently emerged as an alternative and noninvasive approach for exploring tumor genetic constitution. In this study, we developed a protocol for liquid biopsy using ultra-deep massively parallel sequencing (MPS) with unique molecular identifier tagging and evaluated its performance for the identification and quantification of tumor-derived mutations from plasma of patients with advanced NSCLC. Paired plasma and tumor tissue samples were used to evaluate mutation profiles detected by ultra-deep MPS, which showed 87.5% concordance. Cross-platform comparison with droplet digital PCR demonstrated comparable detection performance (91.4% concordance, Cohen’s kappa coefficient of 0.85 with 95% CI = 0.72–0.97) and great reliability in quantification of mutation allele frequency (Intraclass correlation coefficient of 0.96 with 95% CI = 0.90–0.98). Our results highlight the potential application of liquid biopsy using ultra-deep MPS as a routine assay in clinical practice for both detection and quantification of actionable mutation landscape in NSCLC patients.
Collapse
Affiliation(s)
- Le Son Tran
- Gene Solutions, Ho Chi Minh, Vietnam
- Medical Genetics Institute, Ho Chi Minh City, Vietnam
- * E-mail: (LST); (HG); (HNN)
| | - Hong-Anh Thi Pham
- Gene Solutions, Ho Chi Minh, Vietnam
- Graduate program of Genetics, Ho Chi Minh city University of Science, Ho Chi Minh city, Vietnam
| | - Vu-Uyen Tran
- Gene Solutions, Ho Chi Minh, Vietnam
- Graduate program of Genetics, Ho Chi Minh city University of Science, Ho Chi Minh city, Vietnam
| | - Thanh-Truong Tran
- Gene Solutions, Ho Chi Minh, Vietnam
- Graduate program of Genetics, Ho Chi Minh city University of Science, Ho Chi Minh city, Vietnam
| | | | | | | | | | | | - Binh Thanh Vo
- Gene Solutions, Ho Chi Minh, Vietnam
- Graduate program of Genetics, Ho Chi Minh city University of Science, Ho Chi Minh city, Vietnam
| | - Hong-Thuy Thi Dao
- Gene Solutions, Ho Chi Minh, Vietnam
- Graduate program of Genetics, Ho Chi Minh city University of Science, Ho Chi Minh city, Vietnam
| | | | - Tam Huu Tran
- Center for Standardization and QC in Medical Lab of Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | | | | | | | | | - Van Hieu Phan
- Center for Forensic Science, Ho Chi Minh City, Vietnam
| | | | | | | | - Minh-Duy Phan
- Gene Solutions, Ho Chi Minh, Vietnam
- School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, Australia
| | - Hoa Giang
- Gene Solutions, Ho Chi Minh, Vietnam
- Medical Genetics Institute, Ho Chi Minh City, Vietnam
- * E-mail: (LST); (HG); (HNN)
| | - Hoai-Nghia Nguyen
- University of Medicine and Pharmacy, Ho Chi Minh city, Vietnam
- * E-mail: (LST); (HG); (HNN)
| |
Collapse
|