1
|
Igder S, Zamani M, Fakher S, Siri M, Ashktorab H, Azarpira N, Mokarram P. Circulating Nucleic Acids in Colorectal Cancer: Diagnostic and Prognostic Value. DISEASE MARKERS 2024; 2024:9943412. [PMID: 38380073 PMCID: PMC10878755 DOI: 10.1155/2024/9943412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Revised: 01/07/2024] [Accepted: 01/25/2024] [Indexed: 02/22/2024]
Abstract
Colorectal cancer (CRC) is the third most prevalent cancer in the world and the fourth leading cause of cancer-related mortality. DNA (cfDNA/ctDNA) and RNA (cfRNA/ctRNA) in the blood are promising noninvasive biomarkers for molecular profiling, screening, diagnosis, treatment management, and prognosis of CRC. Technological advancements that enable precise detection of both genetic and epigenetic abnormalities, even in minute quantities in circulation, can overcome some of these challenges. This review focuses on testing for circulating nucleic acids in the circulation as a noninvasive method for CRC detection, monitoring, detection of minimal residual disease, and patient management. In addition, the benefits and drawbacks of various diagnostic techniques and associated bioinformatics tools have been detailed.
Collapse
Affiliation(s)
- Somayeh Igder
- Department of Clinical Biochemistry, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Mozhdeh Zamani
- Autophagy Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
- Department of Biochemistry, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Shima Fakher
- Department of Biochemistry, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Morvarid Siri
- Autophagy Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Hassan Ashktorab
- Department of Medicine, Gastroenterology Division and Cancer Center, Howard University College of Medicine, Washington, DC, USA
| | - Negar Azarpira
- Autophagy Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Pooneh Mokarram
- Autophagy Research Center, Department of Biochemistry, Shiraz University of Medical Sciences, Shiraz, Iran
| |
Collapse
|
2
|
Wang D, Zhao P, Lu T, Ren J, Zhu L, Han X, Zhang G, Dong X, Ma H, Yu M, Cai H. ctDNA as a prognostic biomarker in resectable CLM: Systematic review and meta-analysis. Open Life Sci 2023; 18:20220615. [PMID: 37250841 PMCID: PMC10224622 DOI: 10.1515/biol-2022-0615] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Revised: 03/20/2023] [Accepted: 04/12/2023] [Indexed: 05/31/2023] Open
Abstract
Cell-free circulating tumor DNA (ctDNA) is synthesized by tumor cells, including metastatic tumors, and circulates in the bloodstream. Evidence suggests that ctDNA is a potential predictive and prognostic biomarker for colorectal cancer (CRC), but its predictive efficacy in detecting CRC liver metastasis (CLM) remains unclear. Additionally, its utility in the clinical setting needs further investigation. We conducted a meta-analysis to determine the utility of ctDNA as a biomarker for predicting the prognosis of CLM and investigate the relationship between CLM and ctDNA positivity. A literature search was performed in electronic databases to identify relevant studies published up to March 19, 2022. We retrieved data on overall survival (OS), disease-free survival (DFS), and recurrence-free survival (RFS) for both ctDNA-positive and ctDNA-negative colorectal liver metastasis (CLM) patients from the selected articles. Hazard ratios (HRs) were also calculated for these survival outcomes analysis was also performed. The stability of the combined meta-analysis was verified by sensitivity analysis and publication bias evaluation. Ten trials were included, and 615 patients were evaluated. In patients with CLM, pooled HRs revealed a substantial link between ctDNA positivity and RFS/DFS. Subgroup analysis revealed that ctDNA had a prospective detection value. Sensitivity analysis and publication bias evaluation indicated stable results. Although the results on pooled HR for OS suggested that ctDNA-positive patients had a shorter survival time, their pooled HRs had a relatively evident heterogeneity, and sensitivity analysis and publication bias evaluation indicated that pooled HRs were extremely unstable. In conclusion, our results demonstrate that ctDNA appears to be a prognostic biomarker for resectable CLM patients.
Collapse
Affiliation(s)
- Da Wang
- School of Medicine Jiangsu University, Zhenjiang, 212000, China
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
| | - Penglai Zhao
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
- The First Clinical Medical College, Gansu University of Chinese Medicine, Lanzhou, 730000, China
| | - Tingting Lu
- Institution of Clinical Research and Evidence Based Medicine, Gansu Provincial Hospital, Lanzhou, 730000, China
| | - Jingyao Ren
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
- School of Clinical Medicine Ning Xia Medical University, Yinchuan, Ning Xia, 750004, China
| | - Lihui Zhu
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
- School of Clinical Medicine Ning Xia Medical University, Yinchuan, Ning Xia, 750004, China
| | - Xiaoyong Han
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
- School of Clinical Medicine Ning Xia Medical University, Yinchuan, Ning Xia, 750004, China
| | - Guangming Zhang
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
- The First Clinical Medical College, Gansu University of Chinese Medicine, Lanzhou, 730000, China
| | - Xiaohua Dong
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
- First Clinical College of Medicine, Lanzhou University, Lanzhou, 730000, China
| | - Haizhong Ma
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
| | - Miao Yu
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
| | - Hui Cai
- School of Medicine Jiangsu University, Zhenjiang, 212000, China
- General Surgery Clinical Medical Center, Gansu Provincial Hospital, Lanzhou, 730000, China
- Key Laboratory of Molecular Diagnostics and Precision Medicine for Surgical Oncology in Gansu Province, Gansu Provincial Hospital, Lanzhou, 730000, China
| |
Collapse
|
3
|
Mukherji R, Yin C, Hameed R, Alqahtani AZ, Kulasekaran M, He AR, Weinberg BA, Marshall JL, Hartley ML, Noel MS. The current state of molecular profiling in gastrointestinal malignancies. Biol Direct 2022; 17:15. [PMID: 35668531 PMCID: PMC9172079 DOI: 10.1186/s13062-022-00322-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 02/19/2022] [Indexed: 11/10/2022] Open
Abstract
This is a review of the current state of molecular profiling in gastrointestinal (GI) cancers and what to expect from this evolving field in the future. Individualized medicine is moving from broad panel testing of numerous genes or gene products in tumor biopsy samples, identifying biomarkers of prognosis and treatment response, to relatively noninvasive liquid biopsy assays, building on what we have learned in our tumor analysis and growing into its own evolving predictive and prognostic subspecialty. Hence, the field of GI precision oncology is exploding, and this review endeavors to summarize where we are now in preparation for the journey ahead.
Collapse
Affiliation(s)
- Reetu Mukherji
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Chao Yin
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Rumaisa Hameed
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Ali Z Alqahtani
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Monika Kulasekaran
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Aiwu R He
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Benjamin A Weinberg
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - John L Marshall
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Marion L Hartley
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA
| | - Marcus S Noel
- The Ruesch Center for the Cure of GI Cancers, Lombardi Comprehensive Cancer Center, Georgetown University Medical Center, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA. .,MedStar Georgetown University Hospital, 3800 Reservoir Rd. NW, Washington, DC, 20007, USA.
| |
Collapse
|
4
|
Ginghina O, Hudita A, Zamfir M, Spanu A, Mardare M, Bondoc I, Buburuzan L, Georgescu SE, Costache M, Negrei C, Nitipir C, Galateanu B. Liquid Biopsy and Artificial Intelligence as Tools to Detect Signatures of Colorectal Malignancies: A Modern Approach in Patient's Stratification. Front Oncol 2022; 12:856575. [PMID: 35356214 PMCID: PMC8959149 DOI: 10.3389/fonc.2022.856575] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 02/16/2022] [Indexed: 01/19/2023] Open
Abstract
Colorectal cancer (CRC) is the second most frequently diagnosed type of cancer and a major worldwide public health concern. Despite the global efforts in the development of modern therapeutic strategies, CRC prognosis is strongly correlated with the stage of the disease at diagnosis. Early detection of CRC has a huge impact in decreasing mortality while pre-lesion detection significantly reduces the incidence of the pathology. Even though the management of CRC patients is based on robust diagnostic methods such as serum tumor markers analysis, colonoscopy, histopathological analysis of tumor tissue, and imaging methods (computer tomography or magnetic resonance), these strategies still have many limitations and do not fully satisfy clinical needs due to their lack of sensitivity and/or specificity. Therefore, improvements of the current practice would substantially impact the management of CRC patients. In this view, liquid biopsy is a promising approach that could help clinicians screen for disease, stratify patients to the best treatment, and monitor treatment response and resistance mechanisms in the tumor in a regular and minimally invasive manner. Liquid biopsies allow the detection and analysis of different tumor-derived circulating markers such as cell-free nucleic acids (cfNA), circulating tumor cells (CTCs), and extracellular vesicles (EVs) in the bloodstream. The major advantage of this approach is its ability to trace and monitor the molecular profile of the patient's tumor and to predict personalized treatment in real-time. On the other hand, the prospective use of artificial intelligence (AI) in medicine holds great promise in oncology, for the diagnosis, treatment, and prognosis prediction of disease. AI has two main branches in the medical field: (i) a virtual branch that includes medical imaging, clinical assisted diagnosis, and treatment, as well as drug research, and (ii) a physical branch that includes surgical robots. This review summarizes findings relevant to liquid biopsy and AI in CRC for better management and stratification of CRC patients.
Collapse
Affiliation(s)
- Octav Ginghina
- Department II, University of Medicine and Pharmacy “Carol Davila” Bucharest, Bucharest, Romania
- Department of Surgery, “Sf. Ioan” Clinical Emergency Hospital, Bucharest, Romania
| | - Ariana Hudita
- Department of Biochemistry and Molecular Biology, University of Bucharest, Bucharest, Romania
| | - Marius Zamfir
- Department of Surgery, “Sf. Ioan” Clinical Emergency Hospital, Bucharest, Romania
| | - Andrada Spanu
- Department of Surgery, “Sf. Ioan” Clinical Emergency Hospital, Bucharest, Romania
| | - Mara Mardare
- Department of Surgery, “Sf. Ioan” Clinical Emergency Hospital, Bucharest, Romania
| | - Irina Bondoc
- Department of Surgery, “Sf. Ioan” Clinical Emergency Hospital, Bucharest, Romania
| | | | - Sergiu Emil Georgescu
- Department of Biochemistry and Molecular Biology, University of Bucharest, Bucharest, Romania
| | - Marieta Costache
- Department of Biochemistry and Molecular Biology, University of Bucharest, Bucharest, Romania
| | - Carolina Negrei
- Department of Toxicology, University of Medicine and Pharmacy “Carol Davila” Bucharest, Bucharest, Romania
| | - Cornelia Nitipir
- Department II, University of Medicine and Pharmacy “Carol Davila” Bucharest, Bucharest, Romania
- Department of Oncology, Elias University Emergency Hospital, Bucharest, Romania
| | - Bianca Galateanu
- Department of Biochemistry and Molecular Biology, University of Bucharest, Bucharest, Romania
| |
Collapse
|
5
|
Ogunwobi OO, Mahmood F, Akingboye A. Biomarkers in Colorectal Cancer: Current Research and Future Prospects. Int J Mol Sci 2020; 21:E5311. [PMID: 32726923 PMCID: PMC7432436 DOI: 10.3390/ijms21155311] [Citation(s) in RCA: 107] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Revised: 07/12/2020] [Accepted: 07/20/2020] [Indexed: 12/12/2022] Open
Abstract
Colorectal cancer (CRC) is a leading cause of death worldwide, despite progress made in detection and management through surgery, chemotherapy, radiotherapy, and immunotherapy. Novel therapeutic agents have improved survival in both the adjuvant and advanced disease settings, albeit with an increased risk of toxicity and cost. However, metastatic disease continues to have a poor long-term prognosis and significant challenges remain due to late stage diagnosis and treatment failure. Biomarkers are a key tool in early detection, prognostication, survival, and predicting treatment response. The past three decades have seen advances in genomics and molecular pathology of cancer biomarkers, allowing for greater individualization of therapy with a positive impact on survival outcomes. Clinically useful predictive biomarkers aid clinical decision making, such as the presence of KRAS gene mutations predicting benefit from epidermal growth factor receptor (EGFR) inhibiting antibodies. However, few biomarkers have been translated into clinical practice highlighting the need for further investigation. We review a range of protein, DNA and RNA-based biomarkers under investigation for diagnostic, predictive, and prognostic properties for CRC. In particular, long non-coding RNAs (lncRNA), have been investigated as biomarkers in a range of cancers including colorectal cancer. Specifically, we evaluate the potential role of lncRNA plasmacytoma variant translocation 1 (PVT1), an oncogene, as a diagnostic, prognostic, and therapeutic biomarker in colorectal cancer.
Collapse
Affiliation(s)
- Olorunseun O. Ogunwobi
- Department of Biological Sciences, Hunter College of The City University of New York, New York, NY 10065, USA
- Joan and Sanford I. Weill Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY 10021, USA
| | - Fahad Mahmood
- The Dudley Group Hospitals, Russells Hall Hospital, The Dudley Group NHS Foundation Trust, Dudley, West Midlands DY1 2HQ, UK;
| | - Akinfemi Akingboye
- The Dudley Group Hospitals, Russells Hall Hospital, The Dudley Group NHS Foundation Trust, Dudley, West Midlands DY1 2HQ, UK;
| |
Collapse
|
6
|
Koulis C, Yap R, Engel R, Jardé T, Wilkins S, Solon G, Shapiro JD, Abud H, McMurrick P. Personalized Medicine-Current and Emerging Predictive and Prognostic Biomarkers in Colorectal Cancer. Cancers (Basel) 2020; 12:cancers12040812. [PMID: 32231042 PMCID: PMC7225926 DOI: 10.3390/cancers12040812] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Revised: 03/24/2020] [Accepted: 03/24/2020] [Indexed: 12/12/2022] Open
Abstract
Colorectal cancer (CRC) is the third most common cancer diagnosed worldwide and is heterogeneous both morphologically and molecularly. In an era of personalized medicine, the greatest challenge is to predict individual response to therapy and distinguish patients likely to be cured with surgical resection of tumors and systemic therapy from those resistant or non-responsive to treatment. Patients would avoid futile treatments, including clinical trial regimes and ultimately this would prevent under- and over-treatment and reduce unnecessary adverse side effects. In this review, the potential of specific biomarkers will be explored to address two key questions—1) Can the prognosis of patients that will fare well or poorly be determined beyond currently recognized prognostic indicators? and 2) Can an individual patient’s response to therapy be predicted and those who will most likely benefit from treatment/s be identified? Identifying and validating key prognostic and predictive biomarkers and an understanding of the underlying mechanisms of drug resistance and toxicity in CRC are important steps in order to personalize treatment. This review addresses recent data on biological prognostic and predictive biomarkers in CRC. In addition, patient cohorts most likely to benefit from currently available systemic treatments and/or targeted therapies are discussed in this review.
Collapse
Affiliation(s)
- Christine Koulis
- Cabrini Monash University Department of Surgery, Cabrini Health, Malvern 3144, VIC, Australia; (R.Y.); (R.E.); (S.W.); (G.S.); (P.M.)
- Correspondence: ; Tel.: +61-03-9508-3547
| | - Raymond Yap
- Cabrini Monash University Department of Surgery, Cabrini Health, Malvern 3144, VIC, Australia; (R.Y.); (R.E.); (S.W.); (G.S.); (P.M.)
| | - Rebekah Engel
- Cabrini Monash University Department of Surgery, Cabrini Health, Malvern 3144, VIC, Australia; (R.Y.); (R.E.); (S.W.); (G.S.); (P.M.)
- Department of Anatomy and Developmental Biology, Monash University, Clayton 3800, VIC, Australia; (T.J.); (H.A.)
- Monash Biomedicine Discovery Institute, Stem Cells and Development Program, Monash University, Clayton 3800, VIC, Australia
| | - Thierry Jardé
- Department of Anatomy and Developmental Biology, Monash University, Clayton 3800, VIC, Australia; (T.J.); (H.A.)
- Monash Biomedicine Discovery Institute, Stem Cells and Development Program, Monash University, Clayton 3800, VIC, Australia
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, VIC, Australia
| | - Simon Wilkins
- Cabrini Monash University Department of Surgery, Cabrini Health, Malvern 3144, VIC, Australia; (R.Y.); (R.E.); (S.W.); (G.S.); (P.M.)
- Department of Epidemiology and Preventive Medicine, Monash University, Melbourne 3000, VIC, Australia
| | - Gemma Solon
- Cabrini Monash University Department of Surgery, Cabrini Health, Malvern 3144, VIC, Australia; (R.Y.); (R.E.); (S.W.); (G.S.); (P.M.)
| | - Jeremy D. Shapiro
- Cabrini Haematology and Oncology Centre, Cabrini Health, Malvern 3144, VIC, Australia;
| | - Helen Abud
- Department of Anatomy and Developmental Biology, Monash University, Clayton 3800, VIC, Australia; (T.J.); (H.A.)
- Monash Biomedicine Discovery Institute, Stem Cells and Development Program, Monash University, Clayton 3800, VIC, Australia
| | - Paul McMurrick
- Cabrini Monash University Department of Surgery, Cabrini Health, Malvern 3144, VIC, Australia; (R.Y.); (R.E.); (S.W.); (G.S.); (P.M.)
| |
Collapse
|
7
|
Abstract
Colorectal cancer is one of the leading cause of death by cancer worldwide in both men and women. Liquid biopsy belongs nowadays to the landscape of cancer management biological tools. In this chapter, we will describe and discuss the actual, potential and future applications of cfDNA analysis in plasma of patients with colorectal cancer in early or metastatic stage. During the last decade, the development of molecular biology assays like digital PCR or next-generation sequencing made the analysis of cfDNA in plasma possible with an excellent sensitivity and applications like early detection, diagnosis, prognosis, response to treatment, monitoring of an emerging resistance, mapping of the disease molecular landscape or evaluation of the residual disease are now feasible. cfDNA detection has several promising applications in the management of patients with colorectal cancer, but prospective randomised clinical trials are still lacking to make liquid biopsy ready for prime-time.
Collapse
Affiliation(s)
- Alexandre Harlé
- Institut de Cancérologie de Lorraine, Service de Biopathologie, CNRS UMR 7039 CRAN Université de Lorraine, 54519, Vandoeuvre les Nancy, France.
| |
Collapse
|