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Takano S, Fukasawa M, Enomoto N. Molecular assessment of endoscopically collected pancreatic juice and duodenal fluid from patients with pancreatic diseases. Dig Endosc 2023; 35:19-32. [PMID: 35665966 DOI: 10.1111/den.14371] [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: 03/05/2022] [Accepted: 06/01/2022] [Indexed: 01/17/2023]
Abstract
One concern associated with pancreatic diseases is the poor prognosis of pancreatic cancer. Even with advances in diagnostic modalities, risk stratification of premalignant lesions and differentiation of pancreatic cysts are challenging. Pancreatic lesions of concern include intraductal papillary mucinous neoplasms, mucinous cystic neoplasms, serous cystadenomas, pseudocysts, and retention cysts, as well as cystic degeneration of solid tumors such as solid pseudopapillary neoplasms and pancreatic neuroendocrine neoplasms. Pancreatic juice obtained during endoscopic retrograde cholangiopancreatography has previously been used for the detection of KRAS mutation. Recently, duodenal fluid, which can be obtained during the relatively minimally invasive procedures of endoscopic ultrasound (EUS) and esophagogastroduodenoscopy, and cyst fluid collected by EUS-guided fine-needle aspiration (FNA) were used for molecular biological analysis. Furthermore, advanced analytic methods with high sensitivity were used for the detection of single and multiple markers. Early detection of malignant pancreatic tumors and risk stratification of premalignant tumors can be performed using duodenal fluid samples with a single marker with high sensitivity. Technological advances in simultaneous detection of multiple markers allow for the differentiation of cystic pancreatic tumors. One thing to note is that the clinical guidelines do not recommend pancreatic cyst fluid and pancreatic juice (PJ) sampling by EUS-FNA and endoscopic retrograde cholangiopancreatography, respectively, in actual clinical practice, but state that they be performed at experienced facilities, and duodenal fluid sampling is not mentioned in the guidelines. With improved specimen handling and the combination of markers, molecular markers in PJ samples may be used in clinical practice in the near future.
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Affiliation(s)
- Shinichi Takano
- First Department of Internal Medicine, Faculty of Medicine, University of Yamanashi, Yamanashi, Japan
| | - Mitsuharu Fukasawa
- First Department of Internal Medicine, Faculty of Medicine, University of Yamanashi, Yamanashi, Japan
| | - Nobuyuki Enomoto
- First Department of Internal Medicine, Faculty of Medicine, University of Yamanashi, Yamanashi, Japan
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2
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Valenzuela G, Burotto M, Marcelain K, González-Montero J. Liquid biopsy to detect resistance mutations against anti-epidermal growth factor receptor therapy in metastatic colorectal cancer. World J Gastrointest Oncol 2022; 14:1654-1664. [PMID: 36187383 PMCID: PMC9516650 DOI: 10.4251/wjgo.v14.i9.1654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 05/19/2022] [Accepted: 08/10/2022] [Indexed: 02/05/2023] Open
Abstract
Colorectal cancer (CRC) is a major cause of mortality worldwide, associated with a steadily growing prevalence. Notably, the identification of KRAS, NRAS, and BRAF mutations has markedly improved targeted CRC therapy by affording treatments directed against the epidermal growth factor receptor (EGFR) and other anti-angiogenic therapies. However, the survival benefit conferred by these therapies remains variable and difficult to predict, owing to the high level of molecular heterogeneity among patients with CRC. Although classification into consensus molecular subtypes could optimize response prediction to targeted therapies, the acquisition of resistance mutations to targeted therapy is, in part, responsible for the lack of response in some patients. However, the acquisition of such mutations can induce challenges in clinical practice. The utility of liquid biopsy to detect resistance mutations against anti-EGFR therapy has recently been described. This approach may constitute a new standard in the decision algorithm for targeted CRC therapy.
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Affiliation(s)
- Guillermo Valenzuela
- Department of Basic and Clinical Oncology, University of Chile, Santiago 8380453, Chile
- Department of Internal Medicine, Hospital del Salvador, Santiago 7500922, Chile
| | - Mauricio Burotto
- Department of Oncology, Bradford-Hill Clinical Research Center, Santiago 8420383, Chile
| | - Katherine Marcelain
- Department of Basic and Clinical Oncology, University of Chile, Santiago 8380453, Chile
| | - Jaime González-Montero
- Department of Basic and Clinical Oncology, University of Chile, Santiago 8380453, Chile
- Department of Oncology, Bradford-Hill Clinical Research Center, Santiago 8420383, Chile
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Clinical Applications of Minimal Residual Disease Assessments by Tumor-Informed and Tumor-Uninformed Circulating Tumor DNA in Colorectal Cancer. Cancers (Basel) 2021; 13:cancers13184547. [PMID: 34572774 PMCID: PMC8471730 DOI: 10.3390/cancers13184547] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 09/08/2021] [Accepted: 09/08/2021] [Indexed: 12/20/2022] Open
Abstract
Simple Summary Circulating tumor DNA, or ctDNA, are fragments of tumor DNA that can be detected in the blood of patients with colorectal cancer. Measuring ctDNA levels in the blood has shown the potential to provide important information that can be helpful in the clinical care of patients with colorectal cancer. For example, in patients with colon cancer that has been removed by surgery, measuring ctDNA in the blood can predict the likelihood of cancer recurrence, while in those with metastatic colorectal cancer, measuring ctDNA can inform the clinician whether chemotherapy is effective at earlier timepoints than currently available tests. In this review, we discuss the results from ongoing studies describing the utility of ctDNA measurements across all stages of colorectal cancer. We also discuss the various clinical scenarios that ctDNA may have the most immediate impact in colorectal cancer management. Abstract Emerging data suggest that circulating tumor DNA (ctDNA) can detect colorectal cancer (CRC)-specific signals across both non-metastatic and metastatic settings. With the development of multiple platforms, including tumor-informed and tumor-agnostic ctDNA assays and demonstration of their provocative analytic performance to detect minimal residual disease, there are now ongoing, phase III randomized clinical trials to evaluate their role in the management paradigm of CRC. In this review, we highlight landmark studies that have formed the basis for ongoing studies on the clinically applicability of plasma ctDNA assays in resected, stage I–III CRC and metastatic CRC. We discuss clinical settings by which ctDNA may have the most immediate impact in routine clinical practice. These include the potential for ctDNA to (1) guide surveillance and intensification or de-intensification strategies of adjuvant therapy in resected, stage I–III CRC, (2) predict treatment response to neoadjuvant therapy in locally advanced rectal cancer inclusive of total neoadjuvant therapy (TNT), and (3) predict response to systemic and surgical therapies in metastatic disease. We end by considering clinical variables that can influence our ability to reliably interpret ctDNA dynamics in the clinic.
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Sunami K, Bando H, Yatabe Y, Naito Y, Takahashi H, Tsuchihara K, Toyooka S, Mimori K, Kohsaka S, Uetake H, Kinoshita I, Komine K, Takeda M, Hayashida T, Tamura K, Nishio K, Yamamoto N. Appropriate use of cancer comprehensive genome profiling assay using circulating tumor DNA. Cancer Sci 2021; 112:3911-3917. [PMID: 34128569 PMCID: PMC8409307 DOI: 10.1111/cas.15022] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2021] [Revised: 06/08/2021] [Accepted: 06/09/2021] [Indexed: 01/11/2023] Open
Abstract
Comprehensive genomic profiling (CGP) is being increasingly used for the routine clinical management of solid cancers. In July 2018, the use of tumor tissue-based CGP assays became available for all solid cancers under the universal health insurance system in Japan. Several restrictions presently exist, such as patient eligibility and limitations on the opportunities to perform such assays. The clinical implementation of CGP based on plasma circulating tumor DNA (ctDNA) is also expected to raise issues regarding the selection and use of tissue DNA and ctDNA CGP. A Joint Task Force for the Promotion of Cancer Genome Medicine comprised of three Japanese cancer-related societies has formulated a policy proposal for the appropriate use of plasma CGP (in Japanese), available at https://www.jca.gr.jp/researcher/topics/2021/files/20210120.pdf, http://www.jsco.or.jp/jpn/user_data/upload/File/20210120.pdf, and https://www.jsmo.or.jp/file/dl/newsj/2765.pdf. Based on these recommendations, the working group has summarized the respective advantages and cautions regarding the use of tissue DNA CGP and ctDNA CGP with reference to the advice of a multidisciplinary expert panel, the preferred use of plasma specimens over tissue, and multiple ctDNA testing. These recommendations have been prepared to maximize the benefits of performing CGP assays and might be applicable in other countries and regions.
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Affiliation(s)
- Kuniko Sunami
- Department of Laboratory MedicineNational Cancer Center HospitalTokyoJapan
| | - Hideaki Bando
- Department of Clinical OncologyAichi Cancer Center HospitalNagoyaJapan
| | - Yasushi Yatabe
- Department of Diagnostic PathologyNational Cancer Center HospitalDivision of Molecular PathologyNational Cancer Center Research InstituteTokyoJapan
| | - Yoichi Naito
- Department of Medical OncologyNational Cancer Center Hospital EastKashiwaJapan
| | - Hideaki Takahashi
- Department of Hepatobiliary and Pancreatic OncologyNational Cancer Center Hospital EastKashiwaJapan
| | - Katsuya Tsuchihara
- Division of Translational InformaticsExploratory Oncology Research and Clinical Trial CenterNational Cancer CenterKashiwaJapan
| | - Shinichi Toyooka
- Department of General Thoracic Surgery and Breast and Endocrine SurgeryOkayama University Graduate School of Medicine, Dentistry, and Pharmaceutical SciencesOkayamaJapan
| | | | - Shinji Kohsaka
- Division of Cellular SignalingNational Cancer Center Research InstituteTokyoJapan
| | - Hiroyuki Uetake
- Department of Clinical ResearchNational Disaster Medical CenterTokyoJapan
| | - Ichiro Kinoshita
- Division of Clinical Cancer GenomicsHokkaido University HospitalSapporoJapan
| | - Keigo Komine
- Department of Clinical OncologyTohoku University HospitalSendaiJapan
| | - Masayuki Takeda
- Department of Cancer Genomics and Medical OncologyNara Medical UniversityNaraJapan
| | - Tetsu Hayashida
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Kenji Tamura
- Department of Medical OncologyShimane University HospitalIzumoJapan
| | - Kazuto Nishio
- Department of Genome BiologyKindai University Faculty of MedicineOsakasayamaJapan
| | - Noboru Yamamoto
- Department of Experimental TherapeuticsNational Cancer Center HospitalTokyoJapan
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Takano S, Fukasawa M, Shindo H, Takahashi E, Fukasawa Y, Kawakami S, Hayakawa H, Kuratomi N, Kadokura M, Maekawa S, Enomoto N. Digital next-generation sequencing of cell-free DNA for pancreatic cancer. JGH OPEN 2021; 5:508-516. [PMID: 33860102 PMCID: PMC8035455 DOI: 10.1002/jgh3.12530] [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] [Received: 02/02/2021] [Revised: 02/28/2021] [Accepted: 03/08/2021] [Indexed: 12/26/2022]
Abstract
Background and Aim The clinical applicability of digital next‐generation sequencing (dNGS), which eliminates polymerase chain reaction (PCR) and sequencing error‐derived noise by using molecular barcodes (MBs), has not been fully evaluated. We evaluated the utility of dNGS of cell‐free DNA (cfDNA) in liquid biopsies obtained from patients with pancreatic cancer. Methods Fifty‐eight patients with pancreatic cancer undergoing endoscopic ultrasound‐guided fine‐needle aspiration (EUS‐FNA) were included. Samples were subjected to sequencing of 50 cancer‐related genes using next‐generation sequencing (NGS). The results were used as reference gene alterations. NGS of cfDNA from plasma was performed for patients with a mutant allele frequency (MAF) >1% and an absolute mutant number > 10 copies/plasma mL in KRAS or GNAS by digital PCR. Sequence readings with and without MBs were compared with reference to EUS‐FNA‐derived gene alterations. Results The concordance rate between dNGS of cfDNA and EUS‐FNA‐derived gene alterations was higher with than without MBs (p = 0.039), and MAF cut‐off values in dNGS could be decreased to 0.2%. dNGS using MBs eliminated PCR and sequencing error by 74% and 68% for TP53 and all genes, respectively. Overall, dNGS detected mutations in KRAS (45%) and TP53 (26%) and copy number alterations in CCND2, CCND3, CDK4, FGFR1, and MYC, which are targets of molecular‐targeted drugs. Conclusions dNGS of cfDNA using MBs is useful for accurate detection of gene alterations even with low levels of MAFs. These results may be used to inform the development of diagnostics and therapeutics that can improve the prognosis of pancreatic cancer.
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Affiliation(s)
- Shinichi Takano
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Mitsuharu Fukasawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Hiroko Shindo
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Ei Takahashi
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Yoshimitsu Fukasawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Satoshi Kawakami
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Hiroshi Hayakawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Natsuhiko Kuratomi
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Makoto Kadokura
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Shinya Maekawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
| | - Nobuyuki Enomoto
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Chuo Japan
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Abstract
Response evaluation for cancer treatment consists primarily of clinical and radiological assessments. In addition, a limited number of serum biomarkers that assess treatment response are available for a small subset of malignancies. Through recent technological innovations, new methods for measuring tumor burden and treatment response are becoming available. By utilization of highly sensitive techniques, tumor-specific mutations in circulating DNA can be detected and circulating tumor DNA (ctDNA) can be quantified. These so-called liquid biopsies provide both molecular information about the genomic composition of the tumor and opportunities to evaluate tumor response during therapy. Quantification of tumor-specific mutations in plasma correlates well with tumor burden. Moreover, with liquid biopsies, it is also possible to detect mutations causing secondary resistance during treatment. This review focuses on the clinical utility of ctDNA as a response and follow-up marker in patients with non-small cell lung cancer, melanoma, colorectal cancer, and breast cancer. Relevant studies were retrieved from a literature search using PubMed database. An overview of the available literature is provided and the relevance of ctDNA as a response marker in anti-cancer therapy for clinical practice is discussed. We conclude that the use of plasma-derived ctDNA is a promising tool for treatment decision-making based on predictive testing, detection of resistance mechanisms, and monitoring tumor response. Necessary steps for translation to daily practice and future perspectives are discussed.
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Dai Z, Gu XY, Xiang SY, Gong DD, Man CF, Fan Y. Research and application of single-cell sequencing in tumor heterogeneity and drug resistance of circulating tumor cells. Biomark Res 2020; 8:60. [PMID: 33292625 PMCID: PMC7653877 DOI: 10.1186/s40364-020-00240-1] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Accepted: 10/29/2020] [Indexed: 02/06/2023] Open
Abstract
Malignant tumor is a largely harmful disease worldwide. The cure rate of malignant tumors increases with the continuous discovery of anti-tumor drugs and the optimisation of chemotherapy options. However, drug resistance of tumor cells remains a massive obstacle in the treatment of anti-tumor drugs. The heterogeneity of malignant tumors makes studying it further difficult for us. In recent years, using single-cell sequencing technology to study and analyse circulating tumor cells can avoid the interference of tumor heterogeneity and provide a new perspective for us to understand tumor drug resistance.
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Affiliation(s)
- Zhe Dai
- Cancer Institution, Affiliated People’s Hospital of Jiangsu University, No.8 Dianli Road, Zhenjiang, Jiangsu Province 212002 People’s Republic of China
| | - Xu-yu Gu
- Cancer Institution, Affiliated People’s Hospital of Jiangsu University, No.8 Dianli Road, Zhenjiang, Jiangsu Province 212002 People’s Republic of China
| | - Shou-yan Xiang
- Cancer Institution, Affiliated People’s Hospital of Jiangsu University, No.8 Dianli Road, Zhenjiang, Jiangsu Province 212002 People’s Republic of China
| | - Dan-dan Gong
- Cancer Institution, Affiliated People’s Hospital of Jiangsu University, No.8 Dianli Road, Zhenjiang, Jiangsu Province 212002 People’s Republic of China
| | - Chang-feng Man
- Cancer Institution, Affiliated People’s Hospital of Jiangsu University, No.8 Dianli Road, Zhenjiang, Jiangsu Province 212002 People’s Republic of China
| | - Yu Fan
- Cancer Institution, Affiliated People’s Hospital of Jiangsu University, No.8 Dianli Road, Zhenjiang, Jiangsu Province 212002 People’s Republic of China
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Internò V, Tucci M, Pezzicoli G, Silvestris F, Porta C, Mannavola F. Liquid Biopsy as a Tool Exploring in Real-Time Both Genomic Perturbation and Resistance to EGFR Antagonists in Colorectal Cancer. Front Oncol 2020; 10:581130. [PMID: 33102237 PMCID: PMC7546030 DOI: 10.3389/fonc.2020.581130] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 09/07/2020] [Indexed: 12/13/2022] Open
Abstract
The treatment of metastatic colorectal cancer (mCRC) has improved since the introduction of the epithelial growth factor receptor (EGFR) inhibitors as cetuximab and panitumumab. However, only patients with peculiar genomic profiles benefit from these targeting therapies. In fact, the molecular integrity of RAS genes is a predominant factor conditioning both primary and acquired resistance in non-responders although additional molecular derangements induced by selective anti-EGFR pressure may concur to the failure of those disease treatment, liquid biopsy (LB) appears as a surrogate of tissue biopsy, provides the genomic information to reveal tumor resistance to anti-EGFR agents, the detection of minimal residual disease before adjuvant therapies, and the discovery of tumor molecular status suitable for rechallenging treatments with EGFR antagonists. LB investigates circulating tumor cells (CTCs), cell-free tumor DNA (ctDNA), and tumor-derived exosomes. In mCRC, ctDNA analysis has been demonstrated as a useful method in the mutational tracking of defined genes as well as on tumor burden and detection of molecular alterations driving the resistance to anti-EGFR targeting treatments. However, despite their efficiency in molecular diagnosis and prognostic evaluation of mCRC, the affordability of these procedures is prevalently restricted to research centers, and the lack of consensus validation prevents their translation to clinical practice. Here, we revisit the major mechanisms responsible for resistance to EGFR blockade and review the different methods of LB potentially useful for treatment options in mCRC.
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Affiliation(s)
- Valeria Internò
- Department of Biomedical Sciences and Clinical Oncology, University of Bari Aldo Moro, Bari, Italy
| | - Marco Tucci
- Department of Biomedical Sciences and Clinical Oncology, University of Bari Aldo Moro, Bari, Italy.,National Cancer Research Centre, Istituto Tumori Bari "Giovanni Paolo II", Bari, Italy
| | - Gaetano Pezzicoli
- Department of Biomedical Sciences and Clinical Oncology, University of Bari Aldo Moro, Bari, Italy
| | - Franco Silvestris
- Department of Biomedical Sciences and Clinical Oncology, University of Bari Aldo Moro, Bari, Italy
| | - Camillo Porta
- Department of Biomedical Sciences and Clinical Oncology, University of Bari Aldo Moro, Bari, Italy
| | - Francesco Mannavola
- Department of Biomedical Sciences and Clinical Oncology, University of Bari Aldo Moro, Bari, Italy
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Circulating Tumor DNA in KRAS positive colorectal cancer patients as a prognostic factor - a systematic review and meta-analysis. Crit Rev Oncol Hematol 2020; 154:103065. [PMID: 32763752 DOI: 10.1016/j.critrevonc.2020.103065] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 06/13/2020] [Accepted: 07/20/2020] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Liquid biopsy is a novel tool in oncology. It provides minimally invasive detection of tumor specific DNA. This review summarizes data on presence of circulating tumor DNA in serum or plasma of CRC patients as a potential negative prognostic factor. MATERIALS AND METHODS The systematic review was performed according to PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses). The search was performed using PubMed, Web of Science and Scopus. RESULTS In total 18 articles with a total of 1779 patients met the inclusion criteria. Six out of 8 studies found that presence of ctDNA in plasma/serum was associated with inferior overall survival. All 6 studies found that high concentrations of ctDNA in plasma/serum was associated with inferior overall survival. CONCLUSIONS Presence or high concentrations of KRAS mutation in plasma or serum were associated with inferior prognosis. Establishing cut-off concentrations is warranted for further clinical implementation of liquid biopsy.
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Ishida Y, Takano S, Maekawa S, Yamaguchi T, Yoshida T, Kobayashi S, Iwamoto F, Kuno T, Hayakawa H, Matsuda S, Fukasawa M, Shindo H, Inoue T, Nakayama Y, Ichikawa D, Sato T, Enomoto N. Fractionated small cell-free DNA increases possibility to detect cancer-related gene mutations in advanced colorectal cancer. JGH OPEN 2020; 4:978-986. [PMID: 33102773 PMCID: PMC7578331 DOI: 10.1002/jgh3.12379] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/14/2020] [Accepted: 06/11/2020] [Indexed: 12/19/2022]
Abstract
Background and Aim Liquid biopsy is a method that can efficiently detect tumor genetic abnormalities from body fluids such as blood and urine. Detection sensitivity and the available number of mutations in cell-free DNA (cfDNA) are limited. In this study, we develop a highly sensitive and comprehensive method to detect mutations from cfDNA by concentrating tumor fractions of small cfDNA in advanced colorectal cancers. Methods Biopsied specimens and 37 serum samples were collected from 27 patients with advanced colorectal carcinoma. A serum-extracted cfDNA was divided into enriched fractionated small cfDNA and unfractionated cfDNA. Both cfDNAs were subjected to digital polymerase chain reaction (PCR) to evaluate their KRAS, BRAF, CDKN2A, and TP53 status. Consequently, their mutant allele frequencies (MAFs) were compared and analyzed by next-generation sequencing (NGS) in conjunction with tissue-derived DNA. Results NGS analyses revealed mutations in TP53 (63%), KRAS (63%), APC (30%), and PIK3CA (22%). Digital PCR could detect mutations in 25 of 27 samples (93%) of unfractionated cfDNA, a rate that increased to 100% when samples were enriched with fractionated small cfDNA (6.8 vs 10.7%, P < 0.001). NGS also showed increased MAFs in fractionated small cfDNA compared to unfractionated cfDNA (16.3 vs 18.8%, P = 0.012) and a tendency to detect a greater number of cancer-related genes in fractionated cfDNA. Conclusions Fractionated small cfDNA increased MAFs of gene mutations and increases the possibilities to detect cancer-related genes even in advanced cancer patients from whom it is difficult to obtain tissue samples.
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Affiliation(s)
- Yasuaki Ishida
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Shinichi Takano
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Shinya Maekawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Tatsuya Yamaguchi
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Takashi Yoshida
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Shoji Kobayashi
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Fumihiko Iwamoto
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Toru Kuno
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Hiroshi Hayakawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Shuya Matsuda
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Mitsuharu Fukasawa
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Hiroko Shindo
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Taisuke Inoue
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Yasuhiro Nakayama
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Daisuke Ichikawa
- First Department of Surgery, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Tadashi Sato
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
| | - Nobuyuki Enomoto
- First Department of Internal Medicine, Faculty of Medicine University of Yamanashi Yamanashi Japan
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11
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Reece M, Saluja H, Hollington P, Karapetis CS, Vatandoust S, Young GP, Symonds EL. The Use of Circulating Tumor DNA to Monitor and Predict Response to Treatment in Colorectal Cancer. Front Genet 2019; 10:1118. [PMID: 31824558 PMCID: PMC6881479 DOI: 10.3389/fgene.2019.01118] [Citation(s) in RCA: 44] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 10/16/2019] [Indexed: 12/20/2022] Open
Abstract
Background: Colorectal cancer is one of the most common cancers worldwide and has a high mortality rate following disease recurrence. Treatment efficacy is maximized by providing tailored cancer treatment, ideally involving surgical resection and personalized neoadjuvant and adjuvant therapies, including chemotherapy, radiotherapy and increasingly, targeted therapy. Early detection of recurrence or disease progression results in more treatable disease and is essential to improving survival outcomes. Recent advances in the understanding of tumor genetics have resulted in the discovery of circulating tumor DNA (ctDNA). A growing body of evidence supports the use of these sensitive biomarkers in detecting residual disease and diagnosing recurrence as well as enabling targeted and tumor-specific adjuvant therapies. Methods: A literature search in Pubmed was performed to identify all original articles preceding April 2019 that utilize ctDNA for the purpose of monitoring response to colorectal cancer treatment. Results: Ninety-two clinical studies were included. These studies demonstrate that ctDNA is a reliable measure of tumor burden. Studies show the utility of ctDNA in assessing the adequacy of surgical tumor clearance and changes in ctDNA levels reflect response to systemic treatments. ctDNA can be used in the selection of targeted treatments. The reappearance or increase in ctDNA, as well as the emergence of new mutations, correlates with disease recurrence, progression, and resistance to therapy, with ctDNA measurement allowing more sensitive monitoring than currently used clinical tools. Conclusions: ctDNA shows enormous promise as a sensitive biomarker for monitoring response to many treatment modalities and for targeting therapy. Thus, it is emerging as a new way for guiding treatment decisions-initiating, altering, and ceasing treatments, or prompting investigation into the potential for residual disease. However, many potentially useful ctDNA markers are available and more work is needed to determine which are best suited for specific purposes and for improving specific outcomes.
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Affiliation(s)
- Mifanwy Reece
- Colorectal Surgery, Division of Surgery & Perioperative Medicine, Flinders Medical Centre, Bedford Park, SA, Australia
| | - Hariti Saluja
- Department of Medicine, College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.,Flinders Centre for Innovation in Cancer, College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia
| | - Paul Hollington
- Colorectal Surgery, Division of Surgery & Perioperative Medicine, Flinders Medical Centre, Bedford Park, SA, Australia
| | - Christos S Karapetis
- Flinders Centre for Innovation in Cancer, College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.,Department of Medical Oncology, Flinders Medical Centre, Bedford Park, SA, Australia
| | - Sina Vatandoust
- Department of Medical Oncology, Flinders Medical Centre, Bedford Park, SA, Australia
| | - Graeme P Young
- Flinders Centre for Innovation in Cancer, College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia
| | - Erin L Symonds
- Flinders Centre for Innovation in Cancer, College of Medicine and Public Health, Flinders University, Bedford Park, SA, Australia.,Bowel Health Service, Flinders Medical Centre, Bedford Park, SA, Australia
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12
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Murray NP, Aedo S, Villalon R, López MA, Minzer S, Muñoz L, Orrego S, Contreras L, Arzeno L, Guzman E. Effect of FOLFOX on minimal residual disease in Stage III colon cancer and risk of relapse. Ecancermedicalscience 2019; 13:935. [PMID: 31281432 PMCID: PMC6605629 DOI: 10.3332/ecancer.2019.935] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Indexed: 12/13/2022] Open
Abstract
Introduction 25% of Stage III colon cancer patients relapse within 5 years due to minimal residual disease (MRD) not eliminated by surgery and chemotherapy. We hypothesise that sub-types of MRD, defined by circulating tumour cells (CTCs) and bone marrow micro-metastasis (mM) have different types and kinetics of relapse. Patients and Methods One month of curative surgery and 1 month after completing six cycles of FOLFOX chemotherapy blood and bone marrow samples were taken to detect CTCs and mM using immunocytochemistry with anti-carcino-embryonic antigen (CEA). Follow up was up to 5 years or disease progression defined as new images on CT scanning. Survival curves using Kaplan–Meier (KM) and Restricted Mean Survival Time (RMST) were calculated for three prognostic groups: CTC and mM negative, CTC negative mM positive, and CTC positive. Results 76 patients (39 men) participated, mean age 67 years, median follow-up 3.6 years. The response to chemotherapy was heterogeneous and MRD pre-treatment did not predict response to therapy. Of 21 patients MRD (−), 20 remained MRD negative and one patient became mM (+); of 21 patients mM (+), 10 became MRD (−), 8 remained the same and 3 became CTC (+); of the 34 CTC positive, 8 became MRD (−), 8 with only mM, and 18 remained positive. After chemotherapy, 38 patients were negative for CTC and mM, 17 were positive for only mM, and 21 for CTCs. For the whole cohort, the 5 year KM was 58%, the median survival was not reached. For the three prognostic groups, the KM 5-year survivals were 87%, 58%, and 4%, respectively, the median survival for patients MRD negative and mM only was not reached. RMST for the whole cohort was 3.6 years, for the three prognostic groups the RMST was 4.6 years, 4.0 years, and 1.5 years, respectively. Serum CEA was significantly higher pre-surgery in the CTC positive group. There were no significant differences with respect to age or sex between the three groups. Conclusions MRD subtypes pre-chemotherapy did not predict treatment response. Post-chemotherapy MRD subtypes were associated with the pattern of failure and time to failure. MRD negative patients had an excellent prognosis with 87% disease-free survival at 5 years. Those with only mM had a similar outcome up to 2 years and then were at increasing risk of late failure. Patients who were CTC positive had a high risk of early failure. MRD subclassification may be useful to define the risk of relapse in Stage III colon cancer patients and warrants further studies with a larger number of patients.
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Affiliation(s)
- Nigel P Murray
- Servicio de Medicina, Hospital de Carabineros de Chile, Simón Bolívar 2200, Ñuñoa, Santiago 7770199, Chile.,CTC Unit, Faculty of Medicine, University Finis Terrae, Providencia, Santiago 7501015, Chile
| | - Sócrates Aedo
- CTC Unit, Faculty of Medicine, University Finis Terrae, Providencia, Santiago 7501015, Chile
| | - Ricardo Villalon
- Servicio de Coloproctologia, Hospital de Carabineros, Simón Bolívar 2200, Ñuñoa, Santiago 7770199, Chile
| | - Marco Antonio López
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
| | - Simona Minzer
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
| | - Lorena Muñoz
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
| | - Shenda Orrego
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
| | - Luis Contreras
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
| | - Lucas Arzeno
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
| | - Eghon Guzman
- Faculty of Medicine, University Mayor, San Pio X 2422, Providencia, Santiago 7500041, Chile
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13
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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: 2.2] [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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14
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Narayan RR, Goldman DA, Gonen M, Reichel J, Huberman KH, Raj S, Viale A, Kemeny NE, Allen PJ, Balachandran VP, D'Angelica MI, DeMatteo RP, Drebin JA, Jarnagin WR, Kingham TP. Peripheral Circulating Tumor DNA Detection Predicts Poor Outcomes After Liver Resection for Metastatic Colorectal Cancer. Ann Surg Oncol 2019; 26:1824-1832. [PMID: 30706231 DOI: 10.1245/s10434-019-07201-5] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Indexed: 12/14/2022]
Abstract
BACKGROUND Liver resection can be curative for well-selected metastatic colorectal cancer (CRC) patients. Circulating tumor DNA (ctDNA) has shown promise as a biomarker for tumor dynamics and recurrence following CRC resection. This prospective pilot study investigated the use of ctDNA to predict disease outcome in resected CRC patients. METHODS Between November 2014 and November 2015, 60 patients with CRC were identified and prospectively enrolled. During liver resection, blood was drawn from peripheral (PERIPH), portal (PV), and hepatic (HV) veins, and 3-4 weeks postoperatively from a peripheral vein (POSTOP). Kappa statistics were used to compare mutated (mt) genes in tissue and ctDNA. Disease-specific and disease-free survival (DSS and DFS) were assessed from surgery with Kaplan-Meier and Cox methods. RESULTS For the 59 eligible patients, the most commonly mutated genes were TP53 (mtTP53: 47.5%) and APC (mtAPC: 50.8%). Substantial to almost-perfect agreement was seen between ctDNA from PERIPH and PV (mtTP53: 89.8%, κ = 0.73, 95% confidence interval [CI] 0.53-0.93; mtAPC: 94.9%, κ = 0.83, 95% CI 0.64-1.00), as well as HV (mtTP53: 91.5%, κ = 0.78, 95% CI 0.60-0.96; mtAPC: 91.5%, κ = 0.73, 95% CI 0.51-0.95). Tumor mutations and PERIPH ctDNA had fair-to-moderate agreement (mtTP53: 72.9%, κ = 0.44, 95% CI 0.23-0.66; mtAPC: 61.0%, κ = 0.23, 95% CI 0.04-0.42). Detection of PERIPH mtTP53 was associated with worse 2-year DSS (mt+ 79% vs. mt- 90%, P = 0.024). CONCLUSIONS Peripheral blood reflects the perihepatic ctDNA signature. Disagreement between tissue and ctDNA mutations may reflect the true natural history of tumor genes or an assay limitation. Peripheral ctDNA detection before liver resection is associated with worse DSS.
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Affiliation(s)
- Raja R Narayan
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA.,Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - Debra A Goldman
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Mithat Gonen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jonathan Reichel
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kety H Huberman
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Sandeep Raj
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Agnes Viale
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Nancy E Kemeny
- Department of Medicine, Gastrointestinal Oncology Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Peter J Allen
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Vinod P Balachandran
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Michael I D'Angelica
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ronald P DeMatteo
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jeffrey A Drebin
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - William R Jarnagin
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - T Peter Kingham
- Department of Surgery, Hepatopancreatobiliary Service, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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15
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Neri E, Del Re M, Paiar F, Erba P, Cocuzza P, Regge D, Danesi R. Radiomics and liquid biopsy in oncology: the holons of systems medicine. Insights Imaging 2018; 9:915-924. [PMID: 30430428 PMCID: PMC6269342 DOI: 10.1007/s13244-018-0657-7] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Revised: 08/10/2018] [Accepted: 08/28/2018] [Indexed: 12/15/2022] Open
Abstract
Abstract Radiomics is a process of extraction and analysis of quantitative features from diagnostic images. Liquid biopsy is a test done on a sample of blood to look for cancer cells or for pieces of tumourigenic DNA circulating in the blood. Radiomics and liquid biopsy have great potential in oncology, since both are minimally invasive, easy to perform, and can be repeated in patient follow-up visits, enabling the extraction of valuable information regarding tumour type, aggressiveness, progression, and response to treatment. Both methods are in their infancy, with major evidence of application in lung and gastrointestinal cancer, while still undergoing evaluation in other cancer types. In this paper, the main oncologic applications of radiomics and liquid biopsy are reviewed, and a synergistic approach incorporating both tests for cancer diagnosis and follow-up is discussed within the context of systems medicine. Teaching Points • Radiomics is a process of extraction and analysis of quantitative features from diagnostic images. • Most clinical applications of radiomics are in the field of oncologic imaging. • Radiomics applies to all imaging modalities. • A cluster of radiomic features is a “radiomic signature”. • Machine learning may improve the efficacy of radiomics analysis.
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Affiliation(s)
- Emanuele Neri
- Diagnostic and Interventional Radiology, Department of Translational Research, University of Pisa, Pisa, Italy.
| | - Marzia Del Re
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Fabiola Paiar
- Radiation Oncology Unit, Department of Translational Research, University of Pisa, Pisa, Italy
| | - Paola Erba
- Nuclear Medicine Unit, Department of Translational Research, University of Pisa, Pisa, Italy
| | - Paola Cocuzza
- Radiation Oncology Unit, Department of Translational Research, University of Pisa, Pisa, Italy
| | - Daniele Regge
- Radiology Unit, Candiolo Cancer Institute - FPO, IRCCS, Candiolo, Turin, Italy
| | - Romano Danesi
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
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16
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Saini A, Pershad Y, Albadawi H, Kuo M, Alzubaidi S, Naidu S, Knuttinen MG, Oklu R. Liquid Biopsy in Gastrointestinal Cancers. Diagnostics (Basel) 2018; 8:diagnostics8040075. [PMID: 30380690 PMCID: PMC6316210 DOI: 10.3390/diagnostics8040075] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Revised: 10/24/2018] [Accepted: 10/24/2018] [Indexed: 12/18/2022] Open
Abstract
Liquid biopsy is the sampling of any biological fluid in an effort to enrich and analyze a tumor's genetic material. Peripheral blood remains the most studied liquid biopsy material, with circulating tumor cells (CTC's) and circulating tumor DNA (ctDNA) allowing the examination and longitudinal monitoring of a tumors genetic landscape. With applications in cancer screening, prognostic stratification, therapy selection and disease surveillance, liquid biopsy represents an exciting new paradigm in the field of cancer diagnostics and offers a less invasive and more comprehensive alternative to conventional tissue biopsy. Here, we examine liquid biopsies in gastrointestinal cancers, specifically colorectal, gastric, and pancreatic cancers, with an emphasis on applications in diagnostics, prognostics and therapeutics.
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Affiliation(s)
- Aman Saini
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - Yash Pershad
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - Hassan Albadawi
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - Malia Kuo
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - Sadeer Alzubaidi
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - Sailendra Naidu
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - M-Grace Knuttinen
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
| | - Rahmi Oklu
- Division of Vascular and Interventional Radiology, Laboratory for Minimally Invasive Therapeutics, Mayo Clinic, Phoenix, AZ 85054, USA.
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