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Chen G, Zhang J, Fu Q, Taly V, Tan F. Integrative analysis of multi-omics data for liquid biopsy. Br J Cancer 2023; 128:505-518. [PMID: 36357703 PMCID: PMC9938261 DOI: 10.1038/s41416-022-02048-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 10/22/2022] [Accepted: 10/24/2022] [Indexed: 11/12/2022] Open
Abstract
The innovation of liquid biopsy holds great potential to revolutionise cancer management through early diagnosis and timely treatment of cancer. Integrative analysis of different tumour-derived omics data (such as genomics, epigenetics, fragmentomics, and proteomics) from body fluids for cancer detection and monitoring could outperform the analysis of single modality data alone. In this review, we focussed on the discussion of early cancer detection and molecular residual disease surveillance based on multi-omics data of blood. We summarised diverse types of tumour-derived components, current popular platforms for profiling cancer-associated signals, machine learning approaches for joint analysis of liquid biopsy data, as well as multi-omics-based early detection of cancers, molecular residual disease monitoring, and treatment response surveillance. We also discussed the challenges and future directions of multi-omics-based liquid biopsy. With the development of both experimental protocols and computational methods dedicated to liquid biopsy, the implementation of multi-omics strategies into the clinical workflow will likely benefit the clinical management of cancers including decision-making guidance and patient outcome improvement.
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Affiliation(s)
- Geng Chen
- Shanghai Skin Disease Hospital, School of Medicine, Tongji University, 200443, Shanghai, China.
- Center for Bioinformatics and Computational Biology, School of Life Sciences, East China Normal University, 200241, Shanghai, China.
| | - Jing Zhang
- Shanghai Skin Disease Hospital, School of Medicine, Tongji University, 200443, Shanghai, China
| | - Qiaoting Fu
- Shanghai Skin Disease Clinical College, The Fifth Clinical Medical College, Anhui Medical University, 200443, Shanghai, China
| | - Valerie Taly
- Université de Paris, UMR-S1138, CNRS SNC5096, Équipe labélisée Ligue Nationale contre le cancer, Centre de Recherche des Cordeliers, Paris, France.
| | - Fei Tan
- Shanghai Skin Disease Hospital, School of Medicine, Tongji University, 200443, Shanghai, China.
- Shanghai Skin Disease Clinical College, The Fifth Clinical Medical College, Anhui Medical University, 200443, Shanghai, China.
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Li Y, Zheng Y, Wu L, Li J, Ji J, Yu Q, Dai W, Feng J, Wu J, Guo C. Current status of ctDNA in precision oncology for hepatocellular carcinoma. J Exp Clin Cancer Res 2021; 40:140. [PMID: 33902698 PMCID: PMC8074474 DOI: 10.1186/s13046-021-01940-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Accepted: 04/06/2021] [Indexed: 01/12/2023] Open
Abstract
The conventional method used to obtain a tumor biopsy for hepatocellular carcinoma (HCC) is invasive and does not evaluate dynamic cancer progression or assess tumor heterogeneity. It is thus imperative to create a novel non-invasive diagnostic technique for improvement in cancer screening, diagnosis, treatment selection, response assessment, and predicting prognosis for HCC. Circulating tumor DNA (ctDNA) is a non-invasive liquid biopsy method that reveals cancer-specific genetic and epigenetic aberrations. Owing to the development of technology in next-generation sequencing and PCR-based assays, the detection and quantification of ctDNA have greatly improved. In this publication, we provide an overview of current technologies used to detect ctDNA, the ctDNA markers utilized, and recent advances regarding the multiple clinical applications in the field of precision medicine for HCC.
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Affiliation(s)
- Yan Li
- Department of Gastroenterology, Putuo People's Hospital, Tongji University School of Medicine, number 1291, Jiangning road, Putuo, Shanghai, 200060, China
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Yuanyuan Zheng
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Liwei Wu
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Jingjing Li
- Department of Gastroenterology, Putuo People's Hospital, Tongji University School of Medicine, number 1291, Jiangning road, Putuo, Shanghai, 200060, China
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Jie Ji
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Qiang Yu
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Weiqi Dai
- Department of Gastroenterology, Putuo People's Hospital, Tongji University School of Medicine, number 1291, Jiangning road, Putuo, Shanghai, 200060, China
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China
| | - Jiao Feng
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China.
| | - Jianye Wu
- Department of Gastroenterology, Putuo People's Hospital, Tongji University School of Medicine, number 1291, Jiangning road, Putuo, Shanghai, 200060, China.
| | - Chuanyong Guo
- Department of Gastroenterology, Putuo People's Hospital, Tongji University School of Medicine, number 1291, Jiangning road, Putuo, Shanghai, 200060, China.
- Department of Gastroenterology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Number 301, Middle Yanchang road, Jing'an, Shanghai, 200072, China.
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Botezatu IV, Kondratova VN, Shelepov VP, Mazurenko NN, Tsyganova IV, Susova OY, Lichtenstein AV. Asymmetric mutant-enriched polymerase chain reaction and quantitative DNA melting analysis of KRAS mutation in colorectal cancer. Anal Biochem 2020; 590:113517. [PMID: 31782995 DOI: 10.1016/j.ab.2019.113517] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 11/25/2019] [Accepted: 11/25/2019] [Indexed: 01/03/2023]
Abstract
Identification of mutant genes in tumor tissues and blood plasma (solid and liquid biopsy samples, respectively) is a necessity for individualized treatment of cancer patients. Here we report the use of a novel mutant-enriched PCR - quantitative DNA melting curve analysis (mePCR-qDMA) with TaqMan probes. The TaqMan probes served as blocking agents during PCR and as hybridization probes during DNA melting curve analyses. The end-point measurement of melt peaks areas by PeakFit software, a nonlinear iterative curve-fitting program, permitted quantification of the mutant/wild-type allele ratios. Approximately 6% and 0.1% of mutant KRAS allele in an excess of wild-type allele is detected with the standard and mePCR-qDMA processes, respectively. The application of the approach was tested for detecting the KRAS codon 12/13 mutation in paired tumor and blood plasma samples from 20 colorectal cancer patients. KRAS mutants were detected in 7 and 18 FFPE tumor samples, and in 3 and 7 plasma samples by the standard and mePCR-qDMA process, respectively. The results were confirmed by Sanger sequencing. This simple, rapid, cost-effective, and quantitative method carried out in a closed-tube format could be applied for the clinical analyses of other cancer genes.
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Affiliation(s)
- Irina V Botezatu
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia
| | - Valentina N Kondratova
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia
| | - Valery P Shelepov
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia
| | - Natalia N Mazurenko
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia
| | - Irina V Tsyganova
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia
| | - Olga Y Susova
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia
| | - Anatoly V Lichtenstein
- Institute of Carcinogenesis, N.N. Blokhin Cancer Research Center, Kashirskoe Shosse 24, 115478, Moscow, Russia.
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Induction of apoptosis increases sensitivity to detect cancer mutations in plasma. Eur J Cancer 2020; 127:130-138. [PMID: 32007713 DOI: 10.1016/j.ejca.2019.12.023] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Revised: 12/12/2019] [Accepted: 12/16/2019] [Indexed: 01/06/2023]
Abstract
BACKGROUND The study of cell-free DNA (cfDNA), namely the fraction derived from tumors (ctDNA), is a clinically relevant noninvasive biomarker for cancer management. However, the intrinsic low abundance of ctDNA in plasma limits its implementation in the clinic. AIM OF THE STUDY In this study, the objective was to demonstrate that induction of apoptosis-the major source of ctDNA-increases ctDNA concentration, thereby increasing the sensitivity to detect clinically relevant mutations in plasma. METHODS In vitro models were used to test the effect of docetaxel on the release levels of DNA from lung cancer cells. In vivo, Rag2-/-IL2rg-/- immunodeficient C57BL/6 xenografted mice were treated with docetaxel for 24 h or 48 h. Tumor tissue and blood were collected to evaluate the levels of apoptosis DNA release levels, respectively. RESULTS We observed increased levels of apoptosis in H1975 cells and a consequent increase in cfDNA released into the culture medium after docetaxel treatment. In vivo, the results show increased cfDNA concentration in plasma of xenografted mice after apoptosis stimulation. Importantly, treatment increased the sensitivity of detection of relevant cancer mutations, namely 24 h after treatment. CONCLUSION This study provides new insights regarding the importance of timing for blood collection. In our experimental model, we demonstrate that blood collection should be performed 24 h after treatment (apoptosis induction), for optimal ctDNA analysis. Translating these results into the clinical setting is likely to increase sensitivity to detect tumor-derived mutations in plasma, might help guide the therapeutic decision, and optimize current liquid biopsy procedures for situations where tissue analysis is not possible.
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Abstract
ctDNA provided by liquid biopsy offers a promising alternative to tumor biopsy as it gives a non-invasive and «real-time» access to the cancer genome and reflects tumor intra and extra heterogeneity. ctDNA has shown growing clinical interest for cancer diagnosis, prognosis, theragnostics, therapeutic monitoring, and clonal evolution tracking. A major technical limit for ctDNA analysis from body fluids is the extremely low proportion of ctDNA compared to non-malignant cell-free DNA, underscoring the need for highly sensitive and specific detection techniques. The control of pre-analytical procedures appears essential for optimal ctDNA analysis and need to be standardized for clinical research applications. This chapter provides insights into major current technologies for ctDNA detection. Overall, PCR-based techniques are able to detect limited molecular alterations and have a high sensitivity suitable for monitoring purposes while NGS-based approaches are broad range molecular screening assays more specifically indicated for treatment selection. We briefly reviewed new technical innovations that are now available for ctDNA detection.
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Affiliation(s)
- Pauline Gilson
- Université de Lorraine, CNRS UMR 7039 CRAN, Institut de Cancérologie de Lorraine, Service de Biopathologie, 54000, Nancy, France.
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Fernandes Marques J, Pereira Reis J, Fernandes G, Hespanhol V, Machado JC, Costa JL. Circulating Tumor DNA: A Step into the Future of Cancer Management. Acta Cytol 2019; 63:456-465. [PMID: 30852572 DOI: 10.1159/000492917] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Accepted: 08/13/2018] [Indexed: 12/19/2022]
Abstract
Liquid biopsy was introduced to the oncology field with the promise of revolutionizing the management of cancer patients, minimizing the exposure to invasive procedures such as tissue biopsy, and providing reliable information regarding therapy response and detection of disease relapse. Despite the significant increase in the number of published studies on circulating tumor DNA (ctDNA) in the past years, the emphasis of most studies is on the development of new technologies or on the clinical utility of ctDNA. This leaves a clear gap of knowledge concerning the biology of ctDNA, such as the fundamental mechanisms through which DNA from tumor cells is released into the circulation. Moreover, considering that ctDNA analysis is now currently being applied in clinical practice, the need for rigorous quality control is arising, and with it the necessity to standardize procedures, from sample collection to data analysis. This review focuses on the main aspects of ctDNA, including approaches currently available to evaluate tumor genetics, as well as the points that still require improvement in order to make liquid biopsy a key player in precision medicine.
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Affiliation(s)
- Joana Fernandes Marques
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
- IPATIMUP - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
| | - Joana Pereira Reis
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
- IPATIMUP - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
- Faculty of Medicine, University of Porto, Porto, Portugal
| | - Gabriela Fernandes
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
- IPATIMUP - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
- Department of Pulmonology, Hospital de São João, Porto, Portugal
| | - Venceslau Hespanhol
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
- IPATIMUP - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
- Department of Pulmonology, Hospital de São João, Porto, Portugal
| | - José Carlos Machado
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
- IPATIMUP - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
- Faculty of Medicine, University of Porto, Porto, Portugal
| | - José Luís Costa
- i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal,
- IPATIMUP - Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal,
- Faculty of Medicine, University of Porto, Porto, Portugal,
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D'Agata R, Giuffrida MC, Spoto G. Peptide Nucleic Acid-Based Biosensors for Cancer Diagnosis. Molecules 2017; 22:E1951. [PMID: 29137122 PMCID: PMC6150339 DOI: 10.3390/molecules22111951] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 11/06/2017] [Accepted: 11/09/2017] [Indexed: 12/18/2022] Open
Abstract
The monitoring of DNA and RNA biomarkers freely circulating in the blood constitutes the basis of innovative cancer detection methods based on liquid biopsy. Such methods are expected to provide new opportunities for a better understanding of cancer disease at the molecular level, thus contributing to improved patient outcomes. Advanced biosensors can advance possibilities for cancer-related nucleic acid biomarkers detection. In this context, peptide nucleic acids (PNAs) play an important role in the fabrication of highly sensitive biosensors. This review provides an overview of recently described PNA-based biosensors for cancer biomarker detection. One of the most striking features of the described detection approaches is represented by the possibility to detect target nucleic acids at the ultra-low concentration with the capability to identify single-base mutations.
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Affiliation(s)
- Roberta D'Agata
- Dipartimento di Scienze Chimiche, Università di Catania, Viale Andrea Doria 6, I-95125 Catania, Italy.
| | - Maria Chiara Giuffrida
- Consorzio Interuniversitario "Istituto Nazionale di Biostrutture e Biosistemi", c/o Dipartimento di Scienze Chimiche, Università di Catania, Viale Andrea Doria 6, I-95125 Catania, Italy.
| | - Giuseppe Spoto
- Dipartimento di Scienze Chimiche, Università di Catania, Viale Andrea Doria 6, I-95125 Catania, Italy.
- Consorzio Interuniversitario "Istituto Nazionale di Biostrutture e Biosistemi", c/o Dipartimento di Scienze Chimiche, Università di Catania, Viale Andrea Doria 6, I-95125 Catania, Italy.
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Alexeeva LA, Patutina OA, Sen’kova AV, Zenkova MA, Mironova NL. Inhibition of invasive properties of murine melanoma by bovine pancreatic DNase I in vitro and in vivo. Mol Biol 2017. [DOI: 10.1134/s0026893317040021] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
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Di Meo A, Bartlett J, Cheng Y, Pasic MD, Yousef GM. Liquid biopsy: a step forward towards precision medicine in urologic malignancies. Mol Cancer 2017; 16:80. [PMID: 28410618 PMCID: PMC5391592 DOI: 10.1186/s12943-017-0644-5] [Citation(s) in RCA: 246] [Impact Index Per Article: 30.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 03/28/2017] [Indexed: 12/12/2022] Open
Abstract
There is a growing trend towards exploring the use of a minimally invasive "liquid biopsy" to identify biomarkers in a number of cancers, including urologic malignancies. Multiple aspects can be assessed in circulating cell-free DNA, including cell-free DNA levels, integrity, methylation and mutations. Other prospective liquid biopsy markers include circulating tumor cells, circulating RNAs (miRNA, lncRNAs and mRNAs), cell-free proteins, peptides and exosomes have also emerged as non-invasive cancer biomarkers. These circulating molecules can be detected in various biological fluids, including blood, urine, saliva and seminal plasma. Liquid biopsies hold great promise for personalized medicine due to their ability to provide multiple non-invasive global snapshots of the primary and metastatic tumors. Molecular profiling of circulating molecules has been a stepping-stone to the successful introduction of several non-invasive multi-marker tests into the clinic. In this review, we provide an overview of the current state of cell-free DNA-based kidney, prostate and bladder cancer biomarker research and discuss the potential utility other circulating molecules. We will also discuss the challenges and limitations facing non-invasive cancer biomarker discovery and the benefits of this growing area of translational research.
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Affiliation(s)
- Ashley Di Meo
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.,Department of Laboratory Medicine, Keenan Research Centre for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada
| | - Jenni Bartlett
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.,Department of Laboratory Medicine, Keenan Research Centre for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada
| | - Yufeng Cheng
- Department of Radiation Oncology, Qilu Hospital of Shandong University, Jinan, Shandong, China
| | - Maria D Pasic
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada.,Department of Laboratory Medicine, St. Joseph's Health Centre, Toronto, ON, Canada
| | - George M Yousef
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada. .,Department of Laboratory Medicine, Keenan Research Centre for Biomedical Science, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Toronto, ON, Canada.
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Cree IA. Progress and potential of RAS mutation detection for diagnostics and companion diagnostics. Expert Rev Mol Diagn 2016; 16:1067-1072. [PMID: 27494709 DOI: 10.1080/14737159.2016.1221345] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
INTRODUCTION The importance of RAS mutation in carcinogenesis is established, and knowledge of an individual cancer's mutation status is important for optimal treatment. Areas covered: This paper is restricted to RAS testing in cancer, and highlights papers relevant to current practice. Expert commentary: Multiple laboratory methods are available for RAS gene analysis. PCR is commonly used to determine RAS status, providing a robust and inexpensive technology for clinical use. Next generation sequencing (NGS) platforms are changing the way in which mutation status is determined, though they require considerable expertise. Pre-analytical issues affect both methods and should be considered. The interpretation and reporting of results is not simple, particularly for NGS. External quality assurance is a pre-requisite for success, and is mandated by most laboratory accreditation schemes. The use of RAS testing is now extending beyond biopsy material to include the detection of mutations in circulating cell-free DNA and tumour cells.
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Affiliation(s)
- Ian A Cree
- a Department of Pathology , University Hospitals Coventry and Warwickshire , Coventry , United Kingdom
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