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Reina C, Šabanović B, Lazzari C, Gregorc V, Heeschen C. Unlocking the future of cancer diagnosis - promises and challenges of ctDNA-based liquid biopsies in non-small cell lung cancer. Transl Res 2024; 272:41-53. [PMID: 38838851 DOI: 10.1016/j.trsl.2024.05.014] [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: 02/09/2024] [Revised: 04/29/2024] [Accepted: 05/30/2024] [Indexed: 06/07/2024]
Abstract
The advent of liquid biopsies has brought significant changes to the diagnosis and monitoring of non-small cell lung cancer (NSCLC), presenting both promise and challenges. Molecularly targeted drugs, capable of enhancing survival rates, are now available to around a quarter of NSCLC patients. However, to ensure their effectiveness, precision diagnosis is essential. Circulating tumor DNA (ctDNA) analysis as the most advanced liquid biopsy modality to date offers a non-invasive method for tracking genomic changes in NSCLC. The potential of ctDNA is particularly rooted in its ability to furnish comprehensive (epi-)genetic insights into the tumor, thereby aiding personalized treatment strategies. One of the key advantages of ctDNA-based liquid biopsies in NSCLC is their ability to capture tumor heterogeneity. This capability ensures a more precise depiction of the tumor's (epi-)genomic landscape compared to conventional tissue biopsies. Consequently, it facilitates the identification of (epi-)genetic alterations, enabling informed treatment decisions, disease progression monitoring, and early detection of resistance-causing mutations for timely therapeutic interventions. Here we review the current state-of-the-art in ctDNA-based liquid biopsy technologies for NSCLC, exploring their potential to revolutionize clinical practice. Key advancements in ctDNA detection methods, including PCR-based assays, next-generation sequencing (NGS), and digital PCR (dPCR), are discussed, along with their respective strengths and limitations. Additionally, the clinical utility of ctDNA analysis in guiding treatment decisions, monitoring treatment response, detecting minimal residual disease, and identifying emerging resistance mechanisms is examined. Liquid biopsy analysis bears the potential of transforming NSCLC management by enabling non-invasive monitoring of Minimal Residual Disease and providing early indicators for response to targeted treatments including immunotherapy. Furthermore, considerations regarding sample collection, processing, and data interpretation are highlighted as crucial factors influencing the reliability and reproducibility of ctDNA-based assays. Addressing these challenges will be essential for the widespread adoption of ctDNA-based liquid biopsies in routine clinical practice, ultimately paving the way toward personalized medicine and improved outcomes for patients with NSCLC.
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Affiliation(s)
- Chiara Reina
- Pancreatic Cancer Heterogeneity, Candiolo Cancer Institute FPO-IRCCS, Candiolo, Turin, Italy
| | - Berina Šabanović
- Pancreatic Cancer Heterogeneity, Candiolo Cancer Institute FPO-IRCCS, Candiolo, Turin, Italy
| | - Chiara Lazzari
- Department of Medical Oncology, Cancer Institute FPO-IRCCS, Candiolo, Turin, Italy
| | - Vanesa Gregorc
- Department of Medical Oncology, Cancer Institute FPO-IRCCS, Candiolo, Turin, Italy
| | - Christopher Heeschen
- Pancreatic Cancer Heterogeneity, Candiolo Cancer Institute FPO-IRCCS, Candiolo, Turin, Italy;.
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2
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Vasseur A, Cabel L, Hego C, Takka W, Trabelsi Grati O, Renouf B, Lerebours F, Loirat D, Brain E, Cottu P, Sablin MP, Pierga JY, Callens C, Renault S, Bidard FC. Fulvestrant and everolimus efficacy after CDK4/6 inhibitor: a prospective study with circulating tumor DNA analysis. Oncogene 2024; 43:1214-1222. [PMID: 38413796 PMCID: PMC11014798 DOI: 10.1038/s41388-024-02986-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 02/15/2024] [Accepted: 02/16/2024] [Indexed: 02/29/2024]
Abstract
In a prospective study (NCT02866149), we assessed the efficacy of fulvestrant and everolimus in CDK4/6i pre-treated mBC patients and circulating tumor DNA (ctDNA) changes throughout therapy. Patients treated with fulvestrant and everolimus had their ctDNA assessed at baseline, after 3-5 weeks and at disease progression. Somatic mutations were identified in archived tumor tissues by targeted NGS and tracked in cell-free DNA by droplet digital PCR. ctDNA detection was then associated with clinicopathological characteristics and patients' progression-free survival (PFS), overall survival (OS) and best overall response (BOR). In the 57 included patients, median PFS and OS were 6.8 (95%CI [5.03-11.5]) and 38.2 (95%CI [30.0-not reached]) months, respectively. In 47 response-evaluable patients, BOR was a partial response or stable disease in 15 (31.9%) and 11 (23.4%) patients, respectively. Among patients with trackable somatic mutation and available plasma sample, N = 33/47 (70.2%) and N = 19/36 (52.8%) had ctDNA detected at baseline and at 3 weeks, respectively. ctDNA detection at baseline and PIK3CA mutation had an adverse prognostic impact on PFS and OS in multivariate analysis. This prospective cohort study documents the efficacy of fulvestrant and everolimus in CDK4/6i-pretreated ER + /HER2- mBC and highlights the clinical validity of early ctDNA changes as pharmacodynamic biomarker.
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Affiliation(s)
- Antoine Vasseur
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
- Circulating Tumor Biomarkers Laboratory, INSERM CIC BT-1428, Institut Curie, Paris, France
| | - Luc Cabel
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
| | - Caroline Hego
- Circulating Tumor Biomarkers Laboratory, INSERM CIC BT-1428, Institut Curie, Paris, France
| | - Wissam Takka
- Circulating Tumor Biomarkers Laboratory, INSERM CIC BT-1428, Institut Curie, Paris, France
| | - Olfa Trabelsi Grati
- Department of Genetics, Institut Curie, Paris Sciences & Lettres University, Paris, France
| | | | - Florence Lerebours
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
| | - Delphine Loirat
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
| | - Etienne Brain
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
| | - Paul Cottu
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
| | - Marie-Paule Sablin
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
| | - Jean-Yves Pierga
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France
- Université Paris Cité, Paris, France
| | - Céline Callens
- Department of Genetics, Institut Curie, Paris Sciences & Lettres University, Paris, France
| | - Shufang Renault
- Circulating Tumor Biomarkers Laboratory, INSERM CIC BT-1428, Institut Curie, Paris, France.
| | - François-Clément Bidard
- Department of Medical Oncology, Institut Curie, Paris & Saint-Cloud, France.
- Circulating Tumor Biomarkers Laboratory, INSERM CIC BT-1428, Institut Curie, Paris, France.
- UVSQ, Paris-Saclay University, Saint Cloud, France.
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Takahara H, Tanaka H, Hashimoto M. Fast Thermocycling in Custom Microfluidic Cartridge for Rapid Single-Molecule Droplet PCR. SENSORS (BASEL, SWITZERLAND) 2023; 23:9884. [PMID: 38139729 PMCID: PMC10747138 DOI: 10.3390/s23249884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 12/13/2023] [Accepted: 12/14/2023] [Indexed: 12/24/2023]
Abstract
The microfluidic droplet polymerase chain reaction (PCR), which enables simultaneous DNA amplification in numerous droplets, has led to the discovery of various applications that were previously deemed unattainable. Decades ago, it was demonstrated that the temperature holding periods at the denaturation and annealing stages in thermal cycles for PCR amplification could be essentially eliminated if a rapid change of temperature for an entire PCR mixture was achieved. Microfluidic devices facilitating the application of such fast thermocycling protocols have significantly reduced the time required for PCR. However, in microfluidic droplet PCR, ensuring successful amplification from single molecules within droplets has limited studies on accelerating assays through fast thermocycling. Our developed microfluidic cartridge, distinguished for its convenience in executing single-molecule droplet PCR with common laboratory equipment, features droplets positioned on a thin glass slide. We hypothesized that applying fast thermocycling to this cartridge would achieve single-molecule droplet PCR amplification. Indeed, the application of this fast protocol demonstrated successful amplification in just 22 min for 30 cycles (40 s/cycle). This breakthrough is noteworthy for its potential to expedite microfluidic droplet PCR assays, ensuring efficient single-molecule amplification within a remarkably short timeframe.
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Affiliation(s)
| | | | - Masahiko Hashimoto
- Department of Chemical Engineering and Materials Science, Faculty of Science and Engineering, Doshisha University, 1-3 Tataramiyakodani, Kyotanabe 610-0321, Kyoto, Japan
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Mariani P, Bidard FC, Rampanou A, Houy A, Servois V, Ramtohul T, Pierron G, Chevrier M, Renouf B, Lantz O, Gardrat S, Vincent-Salomon A, Roman-Roman S, Rodrigues M, Piperno-Neumann S, Cassoux N, Stern MH, Renault S. Circulating Tumor DNA as a Prognostic Factor in Patients With Resectable Hepatic Metastases of Uveal Melanoma. Ann Surg 2023; 278:e827-e834. [PMID: 36847256 PMCID: PMC10481917 DOI: 10.1097/sla.0000000000005822] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
OBJECTIVE We report here the results of a prospective study of circulating tumor DNA (ctDNA) detection in patients undergoing uveal melanoma (UM) liver metastases resection (NCT02849145). BACKGROUND In UM patients, the liver is the most common and often only site of metastases. Local treatments of liver metastases, such as surgical resection, have a likely benefit in selected patients. METHODS Upon enrollment, metastatic UM patients eligible for curative liver surgery had plasma samples collected before and after surgery. GNAQ / GNA11 mutations were identified in archived tumor tissue and used to quantify ctDNA by droplet digital polymerase chain reaction which was then associated with the patient's surgical outcomes. RESULTS Forty-seven patients were included. Liver surgery was associated with a major increase of cell-free circulating DNA levels, with a peak 2 days after surgery (∼20-fold). Among 40 evaluable patients, 14 (35%) had detectable ctDNA before surgery, with a median allelic frequency of 1.1%. These patients experienced statistically shorter relapse-free survival (RFS) versus patients with no detectable ctDNA before surgery (median RFS: 5.5 vs 12.2 months; hazard ratio=2.23, 95% CI: 1.06-4.69, P =0.04), and had a numerically shorter overall survival (OS) (median OS: 27.0 vs 42.3 months). ctDNA positivity at postsurgery time points was also associated with RFS and OS. CONCLUSIONS This study is the first to report ctDNA detection rate and prognostic impact in UM patients eligible for surgical resection of their liver metastases. If confirmed by further studies in this setting, this noninvasive biomarker could inform treatment decisions in UM patients with liver metastases.
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Affiliation(s)
- Pascale Mariani
- Department of Surgical Oncology, Institut Curie, Paris, PSL Research University, Paris, France
| | - François-Clément Bidard
- Circulating Tumor Biomarkers Laboratory, Inserm CIC-BT, Department of Translational Research, Institut Curie, Paris, France
- Department of Medical Oncology, Institut Curie, Paris and Saint-Cloud, France
- UVSQ, Paris-Saclay University, Saint Cloud, Paris, France
| | - Aurore Rampanou
- Circulating Tumor Biomarkers Laboratory, Inserm CIC-BT, Department of Translational Research, Institut Curie, Paris, France
| | - Alexandre Houy
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie, PSL Research University, Paris, France
| | - Vincent Servois
- Department of Radiology, Institut Curie, PSL Research University, Paris, France
| | - Toulsie Ramtohul
- Department of Radiology, Institut Curie, PSL Research University, Paris, France
| | - Gaelle Pierron
- Somatic Genetic Unit, Department of Genetics, Institut Curie, PSL Research University, Paris, France
| | - Marion Chevrier
- Biometry Unit, Institut Curie, PSL Research University, Paris and Saint-Cloud, France
| | - Benjamin Renouf
- Direction of the Clinical Research, Institut Curie, Paris, France
| | - Olivier Lantz
- INSERM U932, Institut Curie, PSL University, Paris, France
- Clinical Immunology Laboratory, Institut Curie, Paris, France
- Inserm CIC-BT1428, Institut Curie, Paris, France
| | - Sophie Gardrat
- Department of Diagnostic and Theranostic Medicine, Institut Curie, PSL Research University, Paris, France
| | - Anne Vincent-Salomon
- Department of Diagnostic and Theranostic Medicine, Institut Curie, PSL Research University, Paris, France
| | - Sergio Roman-Roman
- Department of Translational Research, Institut Curie, PSL Research University, Paris, France
| | - Manuel Rodrigues
- Department of Medical Oncology, Institut Curie, Paris and Saint-Cloud, France
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie, PSL Research University, Paris, France
| | | | - Nathalie Cassoux
- Department of Surgical Oncology, Institut Curie, Paris, PSL Research University, Paris, France
| | - Marc-Henri Stern
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie, PSL Research University, Paris, France
| | - Shufang Renault
- Circulating Tumor Biomarkers Laboratory, Inserm CIC-BT, Department of Translational Research, Institut Curie, Paris, France
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Yuan J, Xu L, Chien CY, Yang Y, Yue Y, Fadera S, Stark AH, Schwetye KE, Nazeri A, Desai R, Athiraman U, Chaudhuri AA, Chen H, Leuthardt EC. First-in-human prospective trial of sonobiopsy in high-grade glioma patients using neuronavigation-guided focused ultrasound. NPJ Precis Oncol 2023; 7:92. [PMID: 37717084 PMCID: PMC10505140 DOI: 10.1038/s41698-023-00448-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Accepted: 09/05/2023] [Indexed: 09/18/2023] Open
Abstract
Sonobiopsy is an emerging technology that combines focused ultrasound (FUS) with microbubbles to enrich circulating brain disease-specific biomarkers for noninvasive molecular diagnosis of brain diseases. Here, we report the first-in-human prospective trial of sonobiopsy in high-grade glioma patients to evaluate its feasibility and safety in enriching plasma circulating tumor biomarkers. A nimble FUS device integrated with a clinical neuronavigation system was used to perform sonobiopsy following an established clinical workflow for neuronavigation. Analysis of blood samples collected before and after FUS sonication showed that sonobiopsy enriched plasma circulating tumor DNA (ctDNA), including a maximum increase of 1.6-fold for the mononucleosome cell-free DNA (cfDNA) fragments (120-280 bp), 1.9-fold for the patient-specific tumor variant ctDNA level, and 5.6-fold for the TERT mutation ctDNA level. Histological analysis of surgically resected tumors confirmed the safety of the procedure. Transcriptome analysis of sonicated and nonsonicated tumor tissues found that FUS sonication modulated cell physical structure-related genes. Only 2 out of 17,982 total detected genes related to the immune pathways were upregulated. These feasibility and safety data support the continued investigation of sonobiopsy for noninvasive molecular diagnosis of brain diseases.
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Affiliation(s)
- Jinyun Yuan
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Lu Xu
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Chih-Yen Chien
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Yaoheng Yang
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Yimei Yue
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Siaka Fadera
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Andrew H Stark
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Katherine E Schwetye
- Department of Pathology and Immunology, Washington University School of Medicine, Saint Louis, MO, 63110, USA
| | - Arash Nazeri
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, Saint Louis, MO, 63110, USA
| | - Rupen Desai
- Department of Neurosurgery, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Umeshkumar Athiraman
- Department of Anesthesia, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Aadel A Chaudhuri
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
- Department of Radiation Oncology, Washington University School of Medicine, Saint Louis, MO, 63108, USA
- Department of Genetics, Washington University School of Medicine, St. Louis, MO, 63110, USA
- Department of Computer Science and Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Hong Chen
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA.
- Department of Neurosurgery, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Division of Neurotechnology, Department of Neurosurgery, Washington University School of Medicine, Saint Louis, MO, 63110, USA.
| | - Eric C Leuthardt
- Department of Biomedical Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA.
- Department of Neurosurgery, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Division of Neurotechnology, Department of Neurosurgery, Washington University School of Medicine, Saint Louis, MO, 63110, USA.
- Department of Neuroscience, Washington University School of Medicine, Saint Louis, MO, 63110, USA.
- Center for Innovation in Neuroscience and Technology, Washington University School of Medicine, Saint Louis, MO, 63110, USA.
- Department of Mechanical Engineering and Materials Science, Washington University in St. Louis, Saint Louis, MO, 63130, USA.
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Zhu L, Xu R, Yang L, Shi W, Zhang Y, Liu J, Li X, Zhou J, Bing P. Minimal residual disease (MRD) detection in solid tumors using circulating tumor DNA: a systematic review. Front Genet 2023; 14:1172108. [PMID: 37636270 PMCID: PMC10448395 DOI: 10.3389/fgene.2023.1172108] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 04/20/2023] [Indexed: 08/29/2023] Open
Abstract
Minimal residual disease (MRD) refers to a very small number of residual tumor cells in the body during or after treatment, representing the persistence of the tumor and the possibility of clinical progress. Circulating tumor DNA (ctDNA) is a DNA fragment actively secreted by tumor cells or released into the circulatory system during the process of apoptosis or necrosis of tumor cells, which emerging as a non-invasive biomarker to dynamically monitor the therapeutic effect and prediction of recurrence. The feasibility of ctDNA as MRD detection and the revolution in ctDNA-based liquid biopsies provides a potential method for cancer monitoring. In this review, we summarized the main methods of ctDNA detection (PCR-based Sequencing and Next-Generation Sequencing) and their advantages and disadvantages. Additionally, we reviewed the significance of ctDNA analysis to guide the adjuvant therapy and predict the relapse of lung, breast and colon cancer et al. Finally, there are still many challenges of MRD detection, such as lack of standardization, false-negatives or false-positives results make misleading, and the requirement of validation using large independent cohorts to improve clinical outcomes.
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Affiliation(s)
- Lemei Zhu
- Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha, China
- Academician Workstation, Changsha Medical University, Changsha, China
- School of Public Health, Changsha Medical University, Changsha, China
| | - Ran Xu
- Geneis Beijing Co., Ltd., Beijing, China
| | | | - Wei Shi
- Geneis Beijing Co., Ltd., Beijing, China
| | - Yuan Zhang
- Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha, China
- Academician Workstation, Changsha Medical University, Changsha, China
- School of Public Health, Changsha Medical University, Changsha, China
| | - Juan Liu
- Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha, China
- Academician Workstation, Changsha Medical University, Changsha, China
- School of Public Health, Changsha Medical University, Changsha, China
| | - Xi Li
- Department of Orthopedics, Xiangya Hospital Central South University, Changsha, China
| | - Jun Zhou
- Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha, China
- Academician Workstation, Changsha Medical University, Changsha, China
| | - Pingping Bing
- Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha, China
- Academician Workstation, Changsha Medical University, Changsha, China
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Ren J, Xu G, Liu H, He N, Zhao Z, Wang M, Gu P, Chen Z, Deng Y, Wu D, Li S. A Chamber-Based Digital PCR Based on a Microfluidic Chip for the Absolute Quantification and Analysis of KRAS Mutation. BIOSENSORS 2023; 13:778. [PMID: 37622864 PMCID: PMC10452697 DOI: 10.3390/bios13080778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 07/28/2023] [Accepted: 07/29/2023] [Indexed: 08/26/2023]
Abstract
The Kirsten rat sarcoma virus gene (KRAS) is the most common tumor in human cancer, and KRAS plays an important role in the growth of tumor cells. Normal KRAS inhibits tumor cell growth. When mutated, it will continuously stimulate cell growth, resulting in tumor development. There are currently few drugs that target the KRAS gene. Here, we developed a microfluidic chip. The chip design uses parallel fluid channels combined with cylindrical chamber arrays to generate 20,000 cylindrical microchambers. The microfluidic chip designed by us can be used for the microsegmentation of KRAS gene samples. The thermal cycling required for the PCR stage is performed on a flat-panel instrument and detected using a four-color fluorescence system. "Glass-PDMS-glass" sandwich structure effectively reduces reagent volatilization; in addition, a valve is installed at the sample inlet and outlet on the upper layer of the chip to facilitate automatic control. The liquid separation performance of the chip was verified by an automated platform. Finally, using the constructed KRAS gene mutation detection system, it is verified that the chip has good application potential for digital polymerase chain reaction (dPCR). The experimental results show that the chip has a stable performance and can achieve a dynamic detection range of four orders of magnitude and a gene mutation detection of 0.2%. In addition, the four-color fluorescence detection system developed based on the chip can distinguish three different KRAS gene mutation types simultaneously on a single chip.
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Affiliation(s)
- Jie Ren
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Gangwei Xu
- State Key Laboratory of ASIC and System, School of Microelectronics, Fudan University, Shanghai 200433, China
- Hunan Shengzhou Biotechnology Company Limited, Shanghai 200439, China
| | - Hongna Liu
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Nongyue He
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Zhehao Zhao
- Hunan Shengzhou Biotechnology Company Limited, Shanghai 200439, China
| | - Meiling Wang
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Peipei Gu
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Zhu Chen
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Yan Deng
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
| | - Dongping Wu
- State Key Laboratory of ASIC and System, School of Microelectronics, Fudan University, Shanghai 200433, China
- Hunan Shengzhou Biotechnology Company Limited, Shanghai 200439, China
| | - Song Li
- Hunan Key Laboratory of Biomedical Nanomaterials and Devices, Hunan University of Technology, Zhuzhou 412007, China; (J.R.)
- Hengyang Medical School, University of South China, Hengyang 421001, China
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8
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Abstract
Droplet digital polymerase chain reaction (ddPCR) is a new quantitative PCR method based on water-oil emulsion droplet technology. ddPCR enables highly sensitive and accurate quantification of nucleic acid molecules, especially when their copy numbers are low. In ddPCR, a sample is fractionated into ~20,000 droplets, and every nanoliter-sized droplet undergoes PCR amplification of the target molecule. The fluorescence signals of droplets are then recorded by an automated droplet reader. Circular RNAs (circRNAs) are single-stranded, covalently closed RNA molecules that are ubiquitously expressed in animals and plants. CircRNAs are promising as biomarkers for cancer diagnosis and prognosis and as therapeutic targets or agents to inhibit oncogenic microRNAs or proteins (Kristensen LS, Jakobsen T, Hager H, Kjems J, Nat Rev Clin Oncol 19:188-206, 2022). In this chapter, the procedures for the quantitation of a circRNA in single pancreatic cancer cells using ddPCR are described.
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Affiliation(s)
- Jiayi Peng
- Division of Oral and Systemic Health Sciences, School of Dentistry, University of California, Los Angeles, CA, USA
| | - Feng Li
- Division of Oral and Systemic Health Sciences, School of Dentistry, University of California, Los Angeles, CA, USA
| | - Xiangdong Xu
- Division of Oral and Systemic Health Sciences, School of Dentistry, University of California, Los Angeles, CA, USA
| | - Shen Hu
- Division of Oral and Systemic Health Sciences, School of Dentistry, University of California, Los Angeles, CA, USA.
- Jonsson Comprehensive Cancer Center, University of California, Los Angeles, CA, USA.
- California NanoSystems Institute, University of California, Los Angeles, CA, USA.
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9
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Fang X, Yu S, Jiang Y, Xiang Y, Lu K. Circulating tumor DNA detection in MRD assessment and diagnosis and treatment of non-small cell lung cancer. Front Oncol 2022; 12:1027664. [PMID: 36387176 PMCID: PMC9646858 DOI: 10.3389/fonc.2022.1027664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 10/11/2022] [Indexed: 11/24/2022] Open
Abstract
Circulating tumor DNA (ctDNA) has contributed immensely to the management of hematologic malignancy and is now considered a valuable detection tool for solid tumors. ctDNA can reflect the real-time tumor burden and be utilized for analyzing specific cancer mutations via liquid biopsy which is a non-invasive procedure that can be used with a relatively high frequency. Thus, many clinicians use ctDNA to assess minimal residual disease (MRD) and it serves as a prognostic and predictive biomarker for cancer therapy, especially for non-small cell lung cancer (NSCLC). Advanced methods have been developed to detect ctDNA, and recent clinical trials have shown the rationality and feasibility of ctDNA for identifying mutations and guiding treatments in NSCLC. Here, we have reviewed recently developed ctDNA detection methods and the importance of sequence analyses of ctDNA in NSCLC.
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10
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Gu Z, Sun T, Guo Q, Wang Y, Ge Y, Gu H, Xu G, Xu H. Bead-Based Multiplexed Droplet Digital Polymerase Chain Reaction in a Single Tube Using Universal Sequences: An Ultrasensitive, Cross-Reaction-Free, and High-Throughput Strategy. ACS Sens 2022; 7:2759-2766. [PMID: 36041054 DOI: 10.1021/acssensors.2c01415] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
The multiplexed digital polymerase chain reaction (PCR) is widely used in molecular diagnosis owing to its high sensitivity and throughput for multiple target detection compared with the single-plexed digital PCR; however, current multiplexed digital PCR technologies lack efficient coding strategies that do not compromise the sensitivity and signal-to-noise (S/N) ratio. Hence, we propose a fluorescent-encoded bead-based multiplexed droplet digital PCR method for ultra-high coding capacity, along with the creative design of universal sequences (primer and fluorescent TaqMan probe) for ultra-sensitivity and high S/N ratios. First, pre-amplification is used to introduce universal primers and universal fluorescent TaqMan probes to reduce primer interference and background noise, as well as to enrich regions of interest in targeted analytes. Second, fluorescent-encoded beads (FEBs), coupled with the corresponding target sequence-specific capture probes through streptavidin-biotin conjugation, are used to partition amplicons via hybridization according to the Poisson distribution. Finally, FEBs mixed with digital PCR mixes are isolated into droplets generated via Sapphire chips (Naica Crystal Digital PCR system) to complete the digital PCR and result analysis. For proof of concept, we demonstrate that this method achieves high S/N ratios in a 5-plexed assay for influenza viruses and SARS-CoV-2 at concentrations below 10 copies and even close to a single molecule per reaction without cross-reaction, further verifying the possibility of clinical actual sample detection with 100% accuracy, which paves the way for the realization of digital PCR with ultrahigh coding capacity and ultra-sensitivity.
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Affiliation(s)
- Zhejia Gu
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Tong Sun
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Qingsheng Guo
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Yao Wang
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Yunfei Ge
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Hongchen Gu
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Gaolian Xu
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
| | - Hong Xu
- School of Biomedical Engineering/Med-X Research Institute, Shanghai Jiao Tong University, Shanghai 200030, P. R. China
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11
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Zhang Y, Zhao Y, Cole T, Zheng J, Bayinqiaoge, Guo J, Tang SY. Microfluidic flow cytometry for blood-based biomarker analysis. Analyst 2022; 147:2895-2917. [PMID: 35611964 DOI: 10.1039/d2an00283c] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Flow cytometry has proven its capability for rapid and quantitative analysis of individual cells and the separation of targeted biological samples from others. The emerging microfluidics technology makes it possible to develop portable microfluidic diagnostic devices for point-of-care testing (POCT) applications. Microfluidic flow cytometry (MFCM), where flow cytometry and microfluidics are combined to achieve similar or even superior functionalities on microfluidic chips, provides a powerful single-cell characterisation and sorting tool for various biological samples. In recent years, researchers have made great progress in the development of the MFCM including focusing, detecting, and sorting subsystems, and its unique capabilities have been demonstrated in various biological applications. Moreover, liquid biopsy using blood can provide various physiological and pathological information. Thus, biomarkers from blood are regarded as meaningful circulating transporters of signal molecules or particles and have great potential to be used as non (or minimally)-invasive diagnostic tools. In this review, we summarise the recent progress of the key subsystems for MFCM and its achievements in blood-based biomarker analysis. Finally, foresight is offered to highlight the research challenges faced by MFCM in expanding into blood-based POCT applications, potentially yielding commercialisation opportunities.
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Affiliation(s)
- Yuxin Zhang
- Department of Electronic, Electrical and Systems Engineering, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK.
| | - Ying Zhao
- National Chengdu Centre of Safety Evaluation of Drugs, West China Hospital of Sichuan University, Chengdu, China
| | - Tim Cole
- Department of Electronic, Electrical and Systems Engineering, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK.
| | - Jiahao Zheng
- Department of Electronic, Electrical and Systems Engineering, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK.
| | - Bayinqiaoge
- Department of Electronic, Electrical and Systems Engineering, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK.
| | - Jinhong Guo
- The M.O.E. Key Laboratory of Laboratory Medical Diagnostics, The College of Laboratory Medicine, Chongqing Medical University, #1 Yixueyuan Road, Yuzhong District, Chongqing, 400016, China.
| | - Shi-Yang Tang
- Department of Electronic, Electrical and Systems Engineering, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK.
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12
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Long S. In pursuit of sensitivity: Lessons learned from viral nucleic acid detection and quantification on the Raindance ddPCR platform. Methods 2022; 201:82-95. [PMID: 33839286 PMCID: PMC8501152 DOI: 10.1016/j.ymeth.2021.04.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Revised: 03/27/2021] [Accepted: 04/06/2021] [Indexed: 12/11/2022] Open
Abstract
Sensitive PCR detection of viral nucleic acids plays a critical role in infectious disease research, diagnosis and monitoring. In the context of SARS-CoV-2 detection, recent reports indicate that digital PCR-based tests are significantly more sensitive than traditional qPCR tests. Numerous factors can influence digital PCR reaction sensitivity. In this review, using a model for human HIV infection and the Raindance ddPCR platform as an example, we describe technical aspects that contribute to sensitive viral signal detection in DNA and RNA from tissue samples, which often harbor viral reservoirs and serve as better predictors of disease outcome and indicators of treatment efficacy.
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Affiliation(s)
- Samuel Long
- AIDS and Cancer Virus Program, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, United States.
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13
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Tan LL, Loganathan N, Agarwalla S, Yang C, Yuan W, Zeng J, Wu R, Wang W, Duraiswamy S. Current commercial dPCR platforms: technology and market review. Crit Rev Biotechnol 2022; 43:433-464. [PMID: 35291902 DOI: 10.1080/07388551.2022.2037503] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Digital polymerase chain reaction (dPCR) technology has provided a new technique for molecular diagnostics, with superior advantages, such as higher sensitivity, precision, and specificity over quantitative real-time PCRs (qPCR). Eight companies have offered commercial dPCR instruments: Fluidigm Corporation, Bio-Rad, RainDance Technologies, Life Technologies, Qiagen, JN MedSys Clarity, Optolane, and Stilla Technologies Naica. This paper discusses the working principle of each offered dPCR device and compares the associated: technical aspects, usability, costs, and current applications of each dPCR device. Lastly, up-and-coming dPCR technologies are also presented, as anticipation of how the dPCR device landscape may likely morph in the next few years.
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Affiliation(s)
- Li Ling Tan
- Singapore Institute of Manufacturing Technology, Singapore, Singapore.,Materials Science and Engineering School, Nanyang Technological University, Singapore, Singapore
| | - Nitin Loganathan
- Singapore Institute of Manufacturing Technology, Singapore, Singapore
| | - Sushama Agarwalla
- Department of Chemical Engineering, Indian Institute of Technology Hyderabad, Hyderabad, India
| | - Chun Yang
- Mechanical and Aerospace Engineering School, Nanyang Technological University, Singapore, Singapore
| | - Weiyong Yuan
- Faculty of Materials & Energy, Institute for Clean Energy and Advanced Materials, Southwest University, Chongqing, China.,Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Chongqing, China
| | - Jasmine Zeng
- Singapore Institute of Manufacturing Technology, Singapore, Singapore
| | - Ruige Wu
- Singapore Institute of Manufacturing Technology, Singapore, Singapore
| | - Wei Wang
- Singapore Institute of Manufacturing Technology, Singapore, Singapore
| | - Suhanya Duraiswamy
- Department of Chemical Engineering, Indian Institute of Technology Hyderabad, Hyderabad, India
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14
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Mathekga BSP, Nxumalo Z, Thimiri Govinda Raj DB. Micro and nanofluidics for high throughput drug screening. PROGRESS IN MOLECULAR BIOLOGY AND TRANSLATIONAL SCIENCE 2022; 187:93-120. [PMID: 35094783 DOI: 10.1016/bs.pmbts.2021.07.020] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
In this book chapter, we elaborate on the state-of-the-art technology developments in high throughput screening, microfluidics and nanofluidics. This book chapter further elaborated on the application of microfluidics and nanofluidics for high throughput drug screening with respect to communicable diseases and non-communicable diseases such as cancer. As a future perspective, there is tremendous potential for microfluidics and nanofluidics to be applied in high throughput drug screening which could be applied for various biotechnology applications such as in cancer precision medicine, point-of-care diagnostics and imaging. With the integration of Fourth industrial revolution (4IR) technologies with micro and nanofluidics technologies, it envisioned that such integration along with digital health would enable next generation technology development in medical field.
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Affiliation(s)
| | - Zandile Nxumalo
- Synthetic Nanobiotechnology and Biomachines Group, Synthetic Biology and Precision Medicine Centre, CSIR, Pretoria, South Africa
| | - Deepak B Thimiri Govinda Raj
- Synthetic Nanobiotechnology and Biomachines Group, Synthetic Biology and Precision Medicine Centre, CSIR, Pretoria, South Africa.
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15
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Henriksen TV, Drue SO, Frydendahl A, Demuth C, Rasmussen MH, Reinert T, Pedersen JS, Andersen CL. Error Characterization and Statistical Modeling Improves Circulating Tumor DNA Detection by Droplet Digital PCR. Clin Chem 2022; 68:657-667. [PMID: 35030248 DOI: 10.1093/clinchem/hvab274] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 12/03/2021] [Indexed: 12/25/2022]
Abstract
BACKGROUND Droplet digital PCR (ddPCR) is a widely used and sensitive application for circulating tumor DNA (ctDNA) detection. As ctDNA is often found in low abundance, methods to separate low-signal readouts from noise are necessary. We aimed to characterize the ddPCR-generated noise and, informed by this, create a sensitive and specific ctDNA caller. METHODS We built 2 novel complimentary ctDNA calling methods: dynamic limit of blank and concentration and assay-specific tumor load estimator (CASTLE). Both methods are informed by empirically established assay-specific noise profiles. Here, we characterized noise for 70 mutation-detecting ddPCR assays by applying each assay to 95 nonmutated samples. Using these profiles, the performance of the 2 new methods was assessed in a total of 9447 negative/positive reference samples and in 1311 real-life plasma samples from colorectal cancer patients. Lastly, performances were compared to 7 literature-established calling methods. RESULTS For many assays, noise increased proportionally with the DNA input amount. Assays targeting transition base changes were more error-prone than transversion-targeting assays. Both our calling methods successfully accounted for the additional noise in transition assays and showed consistently high performance regardless of DNA input amount. Calling methods that were not noise-informed performed less well than noise-informed methods. CASTLE was the only calling method providing a statistical estimate of the noise-corrected mutation level and call certainty. CONCLUSIONS Accurate error modeling is necessary for sensitive and specific ctDNA detection by ddPCR. Accounting for DNA input amounts ensures specific detection regardless of the sample-specific DNA concentration. Our results demonstrate CASTLE as a powerful tool for ctDNA calling using ddPCR.
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Affiliation(s)
- Tenna V Henriksen
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Simon O Drue
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Amanda Frydendahl
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Christina Demuth
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Mads H Rasmussen
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Thomas Reinert
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Jakob S Pedersen
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Claus L Andersen
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark.,Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
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16
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Pacia CP, Yuan J, Yue Y, Xu L, Nazeri A, Desai R, Gach HM, Wang X, Talcott MR, Chaudhuri AA, Dunn GP, Leuthardt EC, Chen H. Sonobiopsy for minimally invasive, spatiotemporally-controlled, and sensitive detection of glioblastoma-derived circulating tumor DNA. Am J Cancer Res 2022; 12:362-378. [PMID: 34987650 PMCID: PMC8690937 DOI: 10.7150/thno.65597] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Accepted: 10/06/2021] [Indexed: 12/12/2022] Open
Abstract
Though surgical biopsies provide direct access to tissue for genomic characterization of brain cancer, they are invasive and pose significant clinical risks. Brain cancer management via blood-based liquid biopsies is a minimally invasive alternative; however, the blood-brain barrier (BBB) restricts the release of brain tumor-derived molecular biomarkers necessary for sensitive diagnosis. Methods: A mouse glioblastoma multiforme (GBM) model was used to demonstrate the capability of focused ultrasound (FUS)-enabled liquid biopsy (sonobiopsy) to improve the diagnostic sensitivity of brain tumor-specific genetic mutations compared with conventional blood-based liquid biopsy. Furthermore, a pig GBM model was developed to characterize the translational implications of sonobiopsy in humans. Magnetic resonance imaging (MRI)-guided FUS sonication was performed in mice and pigs to locally enhance the BBB permeability of the GBM tumor. Contrast-enhanced T1-weighted MR images were acquired to evaluate the BBB permeability change. Blood was collected immediately after FUS sonication. Droplet digital PCR was used to quantify the levels of brain tumor-specific genetic mutations in the circulating tumor DNA (ctDNA). Histological staining was performed to evaluate the potential for off-target tissue damage by sonobiopsy. Results: Sonobiopsy improved the detection sensitivity of EGFRvIII from 7.14% to 64.71% and TERT C228T from 14.29% to 45.83% in the mouse GBM model. It also improved the diagnostic sensitivity of EGFRvIII from 28.57% to 100% and TERT C228T from 42.86% to 71.43% in the porcine GBM model. Conclusion: Sonobiopsy disrupts the BBB at the spatially-targeted brain location, releases tumor-derived DNA into the blood circulation, and enables timely collection of ctDNA. Converging evidence from both mouse and pig GBM models strongly supports the clinical translation of sonobiopsy for the minimally invasive, spatiotemporally-controlled, and sensitive molecular characterization of brain cancer.
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17
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Xu J, Wu W, Wu C, Mao Y, Qi X, Guo L, Lu R, Xie S, Lou J, Zhang Y, Ding Y, Guo Z, Zhang L, Liang N, Chen P, Zhang C, Tao M, Yu Z, Geng H, Xu M, Shi M, Wang L, Guo W, Zhao J, Li J, Shi L, Zhang Y, Qin Z, Chen J, Liu J, Ren J, Yang Z, Pan X, Lv Z, Dong H, Zhang J, Ou J, Li Z, Kaji K, Wang Y, Wang J, Wang Z. A large-scale, multicentered trial evaluating the sensitivity and specificity of digital PCR versus ARMS-PCR for detecting ctDNA-based EGFR p.T790M in non-small-cell lung cancer patients. Transl Lung Cancer Res 2021; 10:3888-3901. [PMID: 34858779 PMCID: PMC8577974 DOI: 10.21037/tlcr-21-564] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2021] [Accepted: 09/16/2021] [Indexed: 12/27/2022]
Abstract
Background Developing liquid biopsy technology with higher sensitivity and specificity especially for low-frequency mutations remains crucial. This study demonstrated superior performance of the newly developed digital PCR (dPCR) kit for ctDNA-based EGFR p.T790M detection in metastatic non-small-cell lung cancer (NSCLC) against ARMS-PCR. Methods This large-scale, multi-centered diagnostic study recruited 1,045 patients including 1,029 patients diagnosed with advanced NSCLC and 16 patients with specific samples between April 1st 2018 and November 30th 2019. EGFR p.T790M in plasma samples from mNSCLC patients were tested using dPCR with ADx-ARMS PCR and Cobas®EGFR Mutation Test V2 as comparator assays to confirm cut-off value for dPCR and evaluate its performance against ARMS-PCR-based assays. Efficacy was evaluated for patients with EGFR p.T790M detected by dPCR or ARMS-PCR, who underwent Osimertinib treatment. Results The sensitivity, specificity, and concordance of dPCR against ADx-ARMS PCR was 98.15%, 88.66% and 90.16%, respectively for 1,026 plasma samples. Additional 9.26% patients were detected positive by dPCR. The majority of those samples had a mutation allele frequency between 0.1% and 1%. In 45 paired tissue and plasma samples, the sensitivity improved from 30.77% to 53.85% by dPCR with the specificity over 90%. The response of Osimertinib in 74 EGFR p.T790M-positive patients detected by dPCR, including 26 determined as negative by ARMS-PCR, were evaluated to have an ORR of 44.59% and a DCR of 90.54%. Conclusions dPCR is a sensitive and accurate tool for ctDNA-based EGFR p.T790M detection due to its significantly improved sensitivity without compromising specificity, and dPCR is equivalent to ARMS-PCR as a companion diagnostic tool while benefiting more patients under Osimertinib treatment. Trial Registration Chinese Clinical Trial Registry identifier: ChiCTR2100043147.
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Affiliation(s)
- Jiachen Xu
- State Key Laboratory of Molecular Oncology, Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Wei Wu
- Department of Pathology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Chunyan Wu
- Department of Pathology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Yong Mao
- Department of Oncology, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Xiaowei Qi
- Department of Oncology, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Lin Guo
- Department of Clinical Laboratory, Fudan University Shanghai Cancer Center, Shanghai, China.,Department of Oncology, Shanghai Medical School, Fudan University, Shanghai, China
| | - Renquan Lu
- Department of Clinical Laboratory, Fudan University Shanghai Cancer Center, Shanghai, China.,Department of Oncology, Shanghai Medical School, Fudan University, Shanghai, China
| | - Shuhong Xie
- Department of Clinical Laboratory, Fudan University Shanghai Cancer Center, Shanghai, China.,Department of Oncology, Shanghai Medical School, Fudan University, Shanghai, China
| | - Jiatao Lou
- Department of Laboratory Medicine, Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Yu Zhang
- Department of Respiratory Medicine, Nanjing Chest Hospital, Nanjing Brain Hospital Affiliated to Nanjing Medical University, Nanjing, China
| | - Yiyan Ding
- Department of Respiratory Medicine, Nanjing Chest Hospital, Nanjing Brain Hospital Affiliated to Nanjing Medical University, Nanjing, China
| | - Zijian Guo
- Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Li Zhang
- Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Naixin Liang
- Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Sciences, Beijing, China
| | - Peng Chen
- Department of Thoracic Oncology, Tianjin Medical University Cancer Institute & Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin Clinical Research Center for Cancer, Tianjin, China
| | - Cuicui Zhang
- Department of Thoracic Oncology, Tianjin Medical University Cancer Institute & Hospital, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin Clinical Research Center for Cancer, Tianjin, China
| | - Min Tao
- Department of Oncology, First Affiliated Hospital of Soochow University, Suzhou, China
| | - Zhengyuan Yu
- Department of Oncology, First Affiliated Hospital of Soochow University, Suzhou, China
| | - Hua Geng
- Department of Pathology, Tianjin Chest Hospital, Tianjin, China
| | - Meilin Xu
- Department of Pathology, Tianjin Chest Hospital, Tianjin, China
| | - Meiqi Shi
- Department of Medical Oncology, The Affiliated Cancer Hospital of Nanjing Medical University/Jiangsu Cancer Hospital/Jiangsu Institute of Cancer Research, Nanjing, China
| | - Li Wang
- Department of Medical Oncology, The Affiliated Cancer Hospital of Nanjing Medical University/Jiangsu Cancer Hospital/Jiangsu Institute of Cancer Research, Nanjing, China
| | - Wei Guo
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jun Zhao
- Peking University Cancer Hospital & Institute, Beijing, China
| | - Jianjie Li
- Peking University Cancer Hospital & Institute, Beijing, China
| | - Lixia Shi
- Tianjin Haihe Hospital Tianjin Institute of Respiratory Diseases, Tianjin, China
| | - Yan Zhang
- Tianjin Haihe Hospital Tianjin Institute of Respiratory Diseases, Tianjin, China
| | - Zhonghua Qin
- Tianjin Haihe Hospital Tianjin Institute of Respiratory Diseases, Tianjin, China
| | - Jun Chen
- Tianjin Medical University General Hospital, Tianjin Medical University General Hospital, Tianjin, China
| | - Jinghao Liu
- Tianjin Medical University General Hospital, Tianjin Medical University General Hospital, Tianjin, China
| | - Jing Ren
- Tianjin Medical University General Hospital, Tianjin Medical University General Hospital, Tianjin, China
| | - Zhenlin Yang
- Department of Thoracic surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xin Pan
- Questgenomics, Nanjing, China
| | | | | | | | | | | | | | - Yan Wang
- Questgenomics, Nanjing, China.,Gnomegen, San Diego, CA, USA
| | - Jie Wang
- State Key Laboratory of Molecular Oncology, Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhijie Wang
- State Key Laboratory of Molecular Oncology, Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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18
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Moding EJ, Nabet BY, Alizadeh AA, Diehn M. Detecting Liquid Remnants of Solid Tumors: Circulating Tumor DNA Minimal Residual Disease. Cancer Discov 2021; 11:2968-2986. [PMID: 34785539 PMCID: PMC8976700 DOI: 10.1158/2159-8290.cd-21-0634] [Citation(s) in RCA: 119] [Impact Index Per Article: 39.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Revised: 07/24/2021] [Accepted: 08/05/2021] [Indexed: 11/16/2022]
Abstract
Growing evidence demonstrates that circulating tumor DNA (ctDNA) minimal residual disease (MRD) following treatment for solid tumors predicts relapse. These results suggest that ctDNA MRD could identify candidates for adjuvant therapy and measure response to such treatment. Importantly, factors such as assay type, amount of ctDNA release, and technical and biological background can affect ctDNA MRD results. Furthermore, the clinical utility of ctDNA MRD for treatment personalization remains to be fully established. Here, we review the evidence supporting the value of ctDNA MRD in solid cancers and highlight key considerations in the application of this potentially transformative biomarker. SIGNIFICANCE ctDNA analysis enables detection of MRD and predicts relapse after definitive treatment for solid cancers, thereby promising to revolutionize personalization of adjuvant and consolidation therapies.
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Affiliation(s)
- Everett J. Moding
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Barzin Y. Nabet
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA 94305, USA
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
- Current address: Department of Oncology Biomarker Development, Genentech, South San Francisco, CA 94080, USA
| | - Ash A. Alizadeh
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
- Division of Oncology, Department of Medicine, Stanford University, Stanford, California, USA
| | - Maximilian Diehn
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
- Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA 94305, USA
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
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19
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Bender G, Fahrioglu Yamaci R, Taneri B. CRISPR and KRAS: a match yet to be made. J Biomed Sci 2021; 28:77. [PMID: 34781949 PMCID: PMC8591907 DOI: 10.1186/s12929-021-00772-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 11/01/2021] [Indexed: 11/14/2022] Open
Abstract
CRISPR (clustered regularly interspaced short palindromic repeats) systems are one of the most fascinating tools of the current era in molecular biotechnology. With the ease that they provide in genome editing, CRISPR systems generate broad opportunities for targeting mutations. Specifically in recent years, disease-causing mutations targeted by the CRISPR systems have been of main research interest; particularly for those diseases where there is no current cure, including cancer. KRAS mutations remain untargetable in cancer. Mutations in this oncogene are main drivers in common cancers, including lung, colorectal and pancreatic cancers, which are severe causes of public health burden and mortality worldwide, with no cure at hand. CRISPR systems provide an opportunity for targeting cancer causing mutations. In this review, we highlight the work published on CRISPR applications targeting KRAS mutations directly, as well as CRISPR applications targeting mutations in KRAS-related molecules. In specific, we focus on lung, colorectal and pancreatic cancers. To date, the limited literature on CRISPR applications targeting KRAS, reflect promising results. Namely, direct targeting of mutant KRAS variants using various CRISPR systems resulted in significant decrease in cell viability and proliferation in vitro, as well as tumor growth inhibition in vivo. In addition, the effect of mutant KRAS knockdown, via CRISPR, has been observed to exert regulatory effects on the downstream molecules including PI3K, ERK, Akt, Stat3, and c-myc. Molecules in the KRAS pathway have been subjected to CRISPR applications more often than KRAS itself. The aim of using CRISPR systems in these studies was mainly to analyze the therapeutic potential of possible downstream and upstream effectors of KRAS, as well as to discover further potential molecules. Although there have been molecules identified to have such potential in treatment of KRAS-driven cancers, a substantial amount of effort is still needed to establish treatment strategies based on these discoveries. We conclude that, at this point in time, despite being such a powerful directed genome editing tool, CRISPR remains to be underutilized for targeting KRAS mutations in cancer. Efforts channelled in this direction, might pave the way in solving the long-standing challenge of targeting the KRAS mutations in cancers.
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Affiliation(s)
- Guzide Bender
- Institute for Molecular Cardiovascular Research, RWTH Aachen University Hospital, Aachen, Germany
| | - Rezan Fahrioglu Yamaci
- Faculty of Applied Natural Sciences and Cultural Studies, Ostbayerische Technische Hochschule, Regensburg, Germany
| | - Bahar Taneri
- Department of Biological Sciences, Faculty of Arts and Sciences, Eastern Mediterranean University, via Mersin-10, Famagusta, 99628, North Cyprus, Turkey.
- Department of Genetics and Cell Biology, Faculty of Health, Medicine and Life Sciences, Institute for Public Health Genomics, Maastricht University, Maastricht, The Netherlands.
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20
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Gaňová M, Zhang H, Zhu H, Korabečná M, Neužil P. Multiplexed digital polymerase chain reaction as a powerful diagnostic tool. Biosens Bioelectron 2021; 181:113155. [PMID: 33740540 DOI: 10.1016/j.bios.2021.113155] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 02/13/2021] [Accepted: 03/06/2021] [Indexed: 01/30/2023]
Abstract
The digital polymerase chain reaction (dPCR) multiplexing method can simultaneously detect and quantify closely related deoxyribonucleic acid sequences in complex mixtures. The dPCR concept is continuously improved by the development of microfluidics and micro- and nanofabrication, and different complex techniques are introduced. In this review, we introduce dPCR techniques based on sample compartmentalization, droplet- and chip-based systems, and their combinations. We then discuss dPCR multiplexing methods in both laboratory research settings and advanced or routine clinical applications. We focus on their strengths and weaknesses with regard to the character of biological samples and to the required precision of such analysis, as well as showing recently published work based on those methods. Finally, we envisage possible future achievements in this field.
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Affiliation(s)
- Martina Gaňová
- Central European Institute of Technology, Brno University of Technology, 612 00, Brno, Czech Republic
| | - Haoqing Zhang
- School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, PR China
| | - Hanliang Zhu
- School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, PR China
| | - Marie Korabečná
- 1st Faculty of Medicine, Institute of Biology and Medical Genetics, Charles University and General University Hospital, 12800, Prague, Czech Republic
| | - Pavel Neužil
- Central European Institute of Technology, Brno University of Technology, 612 00, Brno, Czech Republic; School of Mechanical Engineering, Northwestern Polytechnical University, Xi'an, 710072, PR China; The Faculty of Electrical Engineering and Communication, Brno University of Technology, 616 00, Brno, Czech Republic.
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21
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Sanchez Barea J, Kang D. Integration of Surface‐enhanced Raman Spectroscopy with
PCR
for Monitoring Single Copy of
KRAS G12D
Mutation. B KOREAN CHEM SOC 2021. [DOI: 10.1002/bkcs.12298] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Joel Sanchez Barea
- Department of Chemistry Incheon National University Incheon 22012 Republic of Korea
| | - Dong‐Ku Kang
- Department of Chemistry Incheon National University Incheon 22012 Republic of Korea
- Department of Chemistry Research Institute of Basic Sciences, Incheon National University Incheon 22012 Republic of Korea
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22
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Takahara H, Matsushita H, Inui E, Ochiai M, Hashimoto M. Convenient microfluidic cartridge for single-molecule droplet PCR using common laboratory equipment. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2021; 13:974-985. [PMID: 33533381 DOI: 10.1039/d0ay01779e] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
We have previously established a cost-efficient in-house system for single-molecule droplet polymerase chain reaction (PCR) using a polydimethylsiloxane microfluidic cartridge and common laboratory equipment. However, the microfluidic cartridge was only capable of generating monodisperse water-in-oil droplets. Therefore, careful and time-consuming manual droplet handling using a micropipette was required to transfer droplets between the three discrete steps involved in the workflow of droplet PCR-i.e., (1) droplet generation; (2) PCR amplification; and (3) determination of the fluorescence intensity of the thermocycled droplets. In the current study, we developed a new microfluidic cartridge consisting of four layers, with a thin glass slide as the bottom layer. In this cartridge, droplets generated in the uppermost polydimethylsiloxane microfluidic layer are delivered to the glass slide in an online fashion. After the accumulation of many droplets on the glass slide, the cartridge is placed on the flatbed heat block of a thermocycler for PCR amplification. Direct fluorescence imaging of the thermocycled droplets on the glass slide is then carried out using a conventional fluorescence microscope. Efficient heat transfer from the heat block to the settled droplets through the thin glass slide was confirmed by successful PCR amplification inside the droplets, even from single template molecules. The new cartridge eliminates the need for manual droplet transfer between the major steps of droplet PCR analysis, allowing more convenient single-molecule droplet PCR than in our previous studies.
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Affiliation(s)
- Hirokazu Takahara
- Department of Chemical Engineering and Materials Science, Faculty of Science and Engineering, Doshisha University, 1-3 Tataramiyakodani, Kyotanabe, Kyoto 610-0321, Japan.
| | - Hiroo Matsushita
- Department of Chemical Engineering and Materials Science, Faculty of Science and Engineering, Doshisha University, 1-3 Tataramiyakodani, Kyotanabe, Kyoto 610-0321, Japan.
| | - Erika Inui
- Department of Chemical Engineering and Materials Science, Faculty of Science and Engineering, Doshisha University, 1-3 Tataramiyakodani, Kyotanabe, Kyoto 610-0321, Japan.
| | - Masashi Ochiai
- Department of Chemical Engineering and Materials Science, Faculty of Science and Engineering, Doshisha University, 1-3 Tataramiyakodani, Kyotanabe, Kyoto 610-0321, Japan.
| | - Masahiko Hashimoto
- Department of Chemical Engineering and Materials Science, Faculty of Science and Engineering, Doshisha University, 1-3 Tataramiyakodani, Kyotanabe, Kyoto 610-0321, Japan.
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23
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Kathrada AI, Wei SC, Xu Y, Cheow, LF, Chen CH. Microfluidic compartmentalization to identify gene biomarkers of infection. BIOMICROFLUIDICS 2020; 14:061502. [PMID: 33312326 PMCID: PMC7717927 DOI: 10.1063/5.0032849] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 11/09/2020] [Indexed: 05/20/2023]
Abstract
Infectious diseases caused by pathogens, such as SARS-COV, H7N9, severe fever with thrombocytopenia syndrome virus, and human immunodeficiency virus, have fatal outcomes with common features of severe fever and subsequent bacterial invasion progressing to multiorgan failure. Gene biomarkers are promising to distinguish specific infections from others with similar presenting symptoms for the prescription of correct therapeutics, preventing pandemics. While routine laboratory methods based on polymerase chain reaction (PCR) to measure gene biomarkers have provided highly sensitive and specific viral detection techniques over the years, they are still hampered by their precision and resource intensity precluding their point-of-care use. Recently, there has been growing interest in employing microfluidic technologies to advance current methods for infectious disease determination via gene biomarker measurements. Here, based on the requirement of infection detection, we will review three microfluidic approaches to compartmentalize gene biomarkers: (1) microwell-based PCR platforms; (2) droplet-based PCR; and (3) point-of-care devices including centrifugal chip, SlipChip, and self-powered integrated microfluidic point-of-care low-cost enabling chip. By capturing target genes in microwells with a small sample volume (∼μl), sensitivity can be enhanced. Additionally, with the advance of significant sample volume minimization (∼pl) using droplet technology, gene quantification is possible. These improvements in cost, automation, usability, and portability have thereby allowed point-of-care applications to decentralize testing platforms from laboratory-based settings to field use against infections.
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Affiliation(s)
- Ahmad Ismat Kathrada
- Department of Biomedical Engineering, National University of Singapore, 4 Engineering Drive 3, Block 4, #04-08, Singapore 117583
| | | | - Ying Xu
- Department of Biomedical Engineering, City University of Hong Kong, Room Y6700, 6/F, Yeung Kin Man Academic Building, 83 Tat Chee Avenue, Hong Kong, China
| | | | - Chia-Hung Chen
- Department of Biomedical Engineering, City University of Hong Kong, Room Y6700, 6/F, Yeung Kin Man Academic Building, 83 Tat Chee Avenue, Hong Kong, China
- Author to whom correspondence should be addressed:
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24
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Yin J, Zou Z, Yin F, Liang H, Hu Z, Fang W, Lv S, Zhang T, Wang B, Mu Y. A Self-Priming Digital Polymerase Chain Reaction Chip for Multiplex Genetic Analysis. ACS NANO 2020; 14:10385-10393. [PMID: 32794742 DOI: 10.1021/acsnano.0c04177] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Digital PCR (polymerase chain reaction) is a powerful and attractive tool for the quantification of nucleic acids. However, the multiplex detection capabilities of this system are limited or require expensive instrumentation and reagents, all of which can hinder multiplex detection goals. Here, we propose strategies toward solving these issues regarding digital PCR. We designed and tested a self-priming digital PCR chip containing 6-plex detection capabilities using monochrome fluorescence, which has six detection areas and four-layer structures. This strategy achieved multiplex digital detection by the use of self-priming to preintroduce the specific reaction mix to a certain detection area. This avoids competition when multiple primer pairs coexist, allowing for multiplexing in a shorter time while using less reagents and low-cost instruments. This also prevents the digital PCR chip from experiencing long sample introduction time and evaporation. For further validation, this multiplex digital PCR chip was used to detect five types of EGFR (epidermal growth factor receptor) gene mutations in 15 blood samples from lung cancer patients. We conclude that this technique can precisely quantify EGFR mutations in high-performance diagnostics. This multiplex digital detection chip is a simple and inexpensive test intended for liquid biopsies. It can be applied and used in prenatal diagnostics, the monitoring of residual disease, rapid pathogen detection, and many other procedures.
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Affiliation(s)
- Juxin Yin
- Research Centre for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang Province 310058, China
| | - Zheyu Zou
- College of Life Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China
| | - Fangfang Yin
- Weifang People's Hospital, Weifang 261000, China
| | - Hongxiao Liang
- Research Centre for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang Province 310058, China
| | - Zhenming Hu
- Research Centre for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang Province 310058, China
| | - Weibo Fang
- Research Centre for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang Province 310058, China
| | - Shaowu Lv
- Key Laboratory for Molecular Enzymology and Engineering of the Ministry of Education, College of Life Science, Jilin University, Changchun 130000, China
| | - Tao Zhang
- Research Centre for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang Province 310058, China
| | - Ben Wang
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, National Ministry of Education), The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310009, China
- Institute of Translational Medicine, Zhejiang University, Hangzhou 310029, China
| | - Ying Mu
- Research Centre for Analytical Instrumentation, Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, Zhejiang Province 310058, China
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25
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Owen S, Lo TW, Fouladdel S, Zeinali M, Keller E, Azizi E, Ramnath N, Nagrath S. Simultaneous Single Cell Gene Expression and EGFR Mutation Analysis of Circulating Tumor Cells Reveals Distinct Phenotypes in NSCLC. ADVANCED BIOSYSTEMS 2020; 4:e2000110. [PMID: 32700450 PMCID: PMC7883301 DOI: 10.1002/adbi.202000110] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Revised: 06/08/2020] [Indexed: 12/31/2022]
Abstract
While cancer cell populations are known to be highly heterogeneous within a tumor, the current gold standard of tumor profiling is through a tumor biopsy. These biopsies are invasive and prone to missing these clones due to spatial heterogeneity, and this bulk analysis approach can miss information from rare subpopulations. To noninvasively investigate tumor cell heterogeneity, a streamlined workflow is developed to scrutinize rare cells, such as circulating tumor cells (CTCs), for simultaneous analysis of mutations and gene expression profiles at the single cell level. This powerful workflow overcomes low-input limitations of single cell analysis techniques. The utility of this multiplexed workflow to unravel inter- and intra-patient heterogeneity is demonstrated using non-small-cell lung cancer (NSCLC) CTCs (n = 58) from six epidermal growth factor receptor (EGFR) mutant positive NSCLC patients. CTCs are isolated using a high-throughput microfluidic technology, the Labyrinth, and their EGFR mutation status and gene expression profiles are characterized.
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Affiliation(s)
- Sarah Owen
- Department of Chemical Engineering, North Campus Research Complex (NCRC) B028-G068W, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
| | - Ting-Wen Lo
- Department of Chemical Engineering, North Campus Research Complex (NCRC) B028-G068W, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
| | - Shamileh Fouladdel
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Department of Internal Medicine, 1500 E. Medical Center Drive, Ann Arbor, Michigan, 48109-5330, USA
| | - Mina Zeinali
- Department of Chemical Engineering, North Campus Research Complex (NCRC) B028-G068W, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
| | - Evan Keller
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Rogel Cancer Center , 1500 East Medical Center Drive, CCGC 6-303, Ann Arbor, MI, 48109-0944, USA
- Department of Urology, A. Alfred Taubman Health Care Center, 1500 E. Medical Center Drive, Ann Arbor, Michigan, 48109-5330, USA
- Unit of Laboratory Animal Medicine, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
| | - Ebrahim Azizi
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Department of Internal Medicine, 1500 E. Medical Center Drive, Ann Arbor, Michigan, 48109-5330, USA
| | - Nithya Ramnath
- Department of Internal Medicine, 1500 E. Medical Center Drive, Ann Arbor, Michigan, 48109-5330, USA
- Rogel Cancer Center , 1500 East Medical Center Drive, CCGC 6-303, Ann Arbor, MI, 48109-0944, USA
| | - Sunitha Nagrath
- Department of Chemical Engineering, North Campus Research Complex (NCRC) B028-G068W, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Biointerfaces Institute, North Campus Research Complex (NCRC) B010-A175, 2800 Plymouth Road, Ann Arbor, MI, 48109, USA
- Rogel Cancer Center , 1500 East Medical Center Drive, CCGC 6-303, Ann Arbor, MI, 48109-0944, USA
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26
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Kolenčík D, Shishido SN, Pitule P, Mason J, Hicks J, Kuhn P. Liquid Biopsy in Colorectal Carcinoma: Clinical Applications and Challenges. Cancers (Basel) 2020; 12:E1376. [PMID: 32471160 PMCID: PMC7352156 DOI: 10.3390/cancers12061376] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2020] [Revised: 05/16/2020] [Accepted: 05/25/2020] [Indexed: 12/24/2022] Open
Abstract
Colorectal carcinoma (CRC) is characterized by wide intratumor heterogeneity with general genomic instability and there is a need for improved diagnostic, prognostic, and therapeutic tools. The liquid biopsy provides a noninvasive route of sample collection for analysis of circulating tumor cells (CTCs) and genomic material, including cell-free DNA (cfDNA), as a complementary biopsy to the solid tumor tissue. The solid biopsy is critical for molecular characterization and diagnosis at the time of collection. The liquid biopsy has the advantage of longitudinal molecular characterization of the disease, which is crucial for precision medicine and patient-oriented treatment. In this review, we provide an overview of CRC and the different methodologies for the detection of CTCs and cfDNA, followed by a discussion on the potential clinical utility of the liquid biopsy in CRC patient care, and lastly, current challenges in the field.
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Affiliation(s)
- Drahomír Kolenčík
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (P.P.)
| | - Stephanie N. Shishido
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (J.M.); (J.H.)
| | - Pavel Pitule
- Biomedical Centre, Faculty of Medicine in Pilsen, Charles University, 32300 Pilsen, Czech Republic; (D.K.); (P.P.)
| | - Jeremy Mason
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (J.M.); (J.H.)
- USC Institute of Urology, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
| | - James Hicks
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (J.M.); (J.H.)
| | - Peter Kuhn
- Convergent Science Institute in Cancer, Michelson Center for Convergent Bioscience, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA 90089, USA; (S.N.S.); (J.M.); (J.H.)
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27
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Henley WH, Siegfried NA, Ramsey JM. Spatially isolated reactions in a complex array: using magnetic beads to purify and quantify nucleic acids with digital and quantitative real-time PCR in thousands of parallel microwells. LAB ON A CHIP 2020; 20:1771-1779. [PMID: 32347869 DOI: 10.1039/d0lc00069h] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Quantitative real-time PCR (qPCR) has been the standard for nucleic acid quantification as it has a large dynamic range and good sensitivity. Digital PCR is rapidly supplanting qPCR in many applications as it provides excellent quantitative precision. However, both techniques require extensive sample preparation, and highly multiplexed assays that quantify multiple targets can be difficult to design and optimize. Here we describe a new nucleic acid quantification method that we call Spatially Isolated Reactions in a Complex Array (SIRCA), a highly parallel nucleic acid preparation, amplification, and detection approach that uses superparamagnetic microbeads in an array of thousands of 100 fL microwells to simplify sample purification and reduce reagent dispensing steps. Primers, attached to superparamagnetic microbeads through a thermo-labile bond, capture and separate target sequences from the sample. The microbeads are then magnetically loaded into a microwell array such that wells predominately contain a single bead. Master mix, lacking primers, is added before sealing the reaction wells with hydrophobic oil. Thermocycling releases the primer pair from the beads during PCR amplification. At low target concentrations, most beads capture, on average, less than one target molecule, and precise, digital PCR quantification can be derived from the percentage of positive reactions. At higher concentrations, qPCR signal is used to determine the average number of target molecules per reaction, significantly extending the dynamic range beyond the digital saturation point. We demonstrate that SIRCA can quantify DNA and RNA targets using thousands of parallel reactions, achieving attomolar limits of detection and a linear dynamic range of 105. The work reported here is a first step towards multiplexed SIRCA assays.
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Affiliation(s)
- W Hampton Henley
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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28
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Ruiz C, Huang J, Giardina SF, Feinberg PB, Mirza AH, Bacolod MD, Soper SA, Barany F. Single-molecule detection of cancer mutations using a novel PCR-LDR-qPCR assay. Hum Mutat 2020; 41:1051-1068. [PMID: 31950578 PMCID: PMC7160051 DOI: 10.1002/humu.23987] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Revised: 12/19/2019] [Accepted: 01/09/2020] [Indexed: 12/16/2022]
Abstract
Detection of low-abundance mutations in cell-free DNA is being used to identify early cancer and early cancer recurrence. Here, we report a new PCR-LDR-qPCR assay capable of detecting point mutations at a single-molecule resolution in the presence of an excess of wild-type DNA. Major features of the assay include selective amplification and detection of mutant DNA employing multiple nested primer-binding regions as well as wild-type sequence blocking oligonucleotides, prevention of carryover contamination, spatial sample dilution, and detection of multiple mutations in the same position. Our method was tested to interrogate the following common cancer somatic mutations: BRAF:c.1799T>A (p.Val600Glu), TP53:c.743G>A (p.Arg248Gln), KRAS:c.35G>C (p.Gly12Ala), KRAS:c.35G>T (p.Gly12Val), KRAS:c.35G>A (p.Gly12Asp), KRAS:c.34G>T (p.Gly12Cys), and KRAS:c.34G>A (p.Gly12Ser). The single-well version of the assay detected 2-5 copies of these mutations, when diluted with 10,000 genome equivalents (GE) of wild-type human genomic DNA (hgDNA) from buffy coat. A 12-well (pixel) version of the assay was capable of single-molecule detection of the aforementioned mutations at TP53, BRAF, and KRAS (specifically p.Gly12Val and p.Gly12Cys), mixed with 1,000-2,250 GE of wild-type hgDNA from plasma or buffy coat. The assay described herein is highly sensitive, specific, and robust, and potentially useful in liquid biopsies.
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Affiliation(s)
- Cristian Ruiz
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
- Department of Biology, California State University Northridge, Northridge, CA, 91330, USA
| | - Jianmin Huang
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
| | - Sarah F. Giardina
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
| | - Philip B. Feinberg
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
| | - Aashiq H. Mirza
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
- Current Address: Department of Pharmacology, Weill Cornell Medicine, New York, NY 10065, USA
| | - Manny D. Bacolod
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
| | - Steven A. Soper
- Department of Mechanical Engineering, The University of Kansas, Lawrence, KS, 66047, USA
| | - Francis Barany
- Department of Microbiology and Immunology, Weill Cornell Medicine, New York, NY 10065, USA
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29
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Akahoshi Y, Nakasone H, Kawamura K, Kusuda M, Kawamura S, Takeshita J, Yoshino N, Misaki Y, Yoshimura K, Gomyo A, Tanihara A, Tamaki M, Kimura SI, Kako S, Kanda Y. Detection of T315I using digital polymerase chain reaction in allogeneic transplant recipients with Ph-positive acute lymphoblastic anemia in the dasatinib era. Exp Hematol 2020; 81:60-67. [DOI: 10.1016/j.exphem.2020.01.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Revised: 12/26/2019] [Accepted: 01/06/2020] [Indexed: 11/25/2022]
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30
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Salipante SJ, Jerome KR. Digital PCR—An Emerging Technology with Broad Applications in Microbiology. Clin Chem 2019; 66:117-123. [DOI: 10.1373/clinchem.2019.304048] [Citation(s) in RCA: 54] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Accepted: 09/18/2019] [Indexed: 01/10/2023]
Abstract
Abstract
BACKGROUND
The PCR and its variant, quantitative PCR (qPCR), have revolutionized the practice of clinical microbiology. Continued advancements in PCR have led to a new derivative, digital PCR (dPCR), which promises to address certain limitations inherent to qPCR.
CONTENT
Here we highlight the important technical differences between qPCR and dPCR, and the potential advantages and disadvantages of each. We then review specific situations in which dPCR has been implemented in clinical microbiology and the results of such applications. Finally, we attempt to place dPCR in the context of other emerging technologies relevant to the clinical laboratory, including next-generation sequencing.
SUMMARY
dPCR offers certain clear advantages over traditional qPCR, but these are to some degree offset by limitations of the technology, at least as currently practiced. Laboratories considering implementation of dPCR should carefully weigh the potential advantages and disadvantages of this powerful technique for each specific application planned.
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Affiliation(s)
| | - Keith R Jerome
- Department of Laboratory Medicine, University of Washington, Seattle, WA
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA
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31
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He K, Zhang S, Shao LL, Yin JC, Wu X, Shao YW, Yuan S, Yu J. Developing more sensitive genomic approaches to detect radioresponse in precision radiation oncology: From tissue DNA analysis to circulating tumor DNA. Cancer Lett 2019; 472:108-118. [PMID: 31837443 DOI: 10.1016/j.canlet.2019.12.004] [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: 10/04/2019] [Revised: 12/02/2019] [Accepted: 12/02/2019] [Indexed: 02/07/2023]
Abstract
Despite the common application and considerable efforts to achieve precision radiotherapy (RT) in several types of cancer, RT has not yet entered the era of precision medicine; the ability to predict radiosensitivity and treatment responses in tumors and normal tissues is lacking. Therefore, development of genome-based methods for individual prognosis in radiation oncology is urgently required. Traditional DNA sequencing requires tissue samples collected during invasive operations; therefore, repeated tests are nearly impossible. Intra- and inter-tumoral heterogeneity may undermine the predictive power of a single assay from tumor samples. In contrast, analysis of circulating tumor DNA (ctDNA) allows for non-invasive and near real-time sampling of tumors. By investigating the genetic composition of tumors and monitoring dynamic changes during treatment, ctDNA analysis may potentially be clinically valuable in prediction of treatment responses prior to RT, surveillance of responses during RT, and evaluation of residual disease following RT. As a biomarker for RT response, ctDNA profiling may guide personalized treatments. In this review, we will discuss approaches of tissue DNA sequencing and ctDNA detection and summarize their clinical applications in both traditional RT and in combination with immunotherapy.
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Affiliation(s)
- Kewen He
- Department of Radiology, Shandong Cancer Hospital affiliated to Shandong University, Jinan, Shandong, 250117, People's Republic of China; Department of Radiology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, 250117, People's Republic of China
| | - Shaotong Zhang
- Department of Cardiology, Jinan Central Hospital Affiliated to Shandong University, Jinan, Shandong, 250013, People's Republic of China
| | - Liang L Shao
- Geneseeq Technology Inc., Toronto, Ontario, M5G 1L7, Canada
| | - Jiani C Yin
- Nanjing Geneseeq Technology Inc., Nanjing, Jiangsu, 210032, People's Republic of China
| | - Xue Wu
- Geneseeq Technology Inc., Toronto, Ontario, M5G 1L7, Canada
| | - Yang W Shao
- Nanjing Geneseeq Technology Inc., Nanjing, Jiangsu, 210032, People's Republic of China; School of Public Health, Nanjing Medical University, Nanjing, Jiangsu, 210029, People's Republic of China
| | - Shuanghu Yuan
- Department of Radiology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, 250117, People's Republic of China.
| | - Jinming Yu
- Department of Radiology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan, Shandong, 250117, People's Republic of China.
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32
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Zhu X, Su S, Fu M, Peng Z, Wang D, Rui X, Wang F, Liu X, Liu B, Zhu L, Yang W, Gao N, Huang G, Jing G, Guo Y. A density-watershed algorithm (DWA) method for robust, accurate and automatic classification of dual-fluorescence and four-cluster droplet digital PCR data. Analyst 2019; 144:4757-4771. [PMID: 31290860 DOI: 10.1039/c9an00637k] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Droplet digital PCR (ddPCR) is a single-molecule amplification technology with broad applications in precision medicine and clinical diagnosis. Dual-fluorescence and four-cluster ddPCR (two/four-ddPCR) assay is an effective way to quantify copy numbers. Currently, two/four-ddPCR data are usually classified with manual thresholds. For clinical applications, automatic and accurate methods are required to avoid subjectivity in diagnosis. Although there are some automatic classification algorithms, their accuracy and robustness still need to be improved to meet the needs of clinical diagnosis. Therefore, a new method is in high demand to automatically classify two/four-ddPCR data in an accurate and robust way. Here, a novel density-watershed algorithm (DWA) method was developed for the accurate, automatic and unsupervised classification of two/four-ddPCR data. First, data gridding was applied to a scatter plot of the fluorescence signal intensity to calculate data densities. Based on the data densities, the watershed algorithm was used to divide the gridded scatter plot into isolated regions automatically. Next, an optimal cluster pattern was determined based on these isolated regions, and excess regions were merged. Finally, the two/four-ddPCR data were classified based on the merged regions, and DNA template copy numbers were calculated accordingly. Using the DWA method for the quantification of both wild types and mutants of epidermal growth factor receptor (EGFR) L858R and T790M, the classification results were highly consistent with expectations, and significantly better than commonly-used automatic algorithms for now. The computed template copy numbers scaled proportionally to the relative concentration of input templates (r2 > 0.998) in four orders of magnitude with a good reproducibility, and achieved a limit of detection over 40 times lower than the commonly-used automatic algorithms. Furthermore, the DWA method was validated on 254 clinical DNA samples derived from frozen tissues, formalin-fixed paraffin-embedded tissues and peripheral blood. In most cases, the DWA method derived accurate and valid classification results. This highly effective DWA method may be widely used for automatically classifying two/four-ddPCR data, and it will greatly promote the application of ddPCR in clinical diagnosis.
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Affiliation(s)
- Xiurui Zhu
- Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China.
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Huertas CS, Calvo-Lozano O, Mitchell A, Lechuga LM. Advanced Evanescent-Wave Optical Biosensors for the Detection of Nucleic Acids: An Analytic Perspective. Front Chem 2019; 7:724. [PMID: 31709240 PMCID: PMC6823211 DOI: 10.3389/fchem.2019.00724] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Accepted: 10/10/2019] [Indexed: 12/19/2022] Open
Abstract
Evanescent-wave optical biosensors have become an attractive alternative for the screening of nucleic acids in the clinical context. They possess highly sensitive transducers able to perform detection of a wide range of nucleic acid-based biomarkers without the need of any label or marker. These optical biosensor platforms are very versatile, allowing the incorporation of an almost limitless range of biorecognition probes precisely and robustly adhered to the sensor surface by covalent surface chemistry approaches. In addition, their application can be further enhanced by their combination with different processes, thanks to their integration with complex and automated microfluidic systems, facilitating the development of multiplexed and user-friendly platforms. The objective of this work is to provide a comprehensive synopsis of cutting-edge analytical strategies based on these label-free optical biosensors able to deal with the drawbacks related to DNA and RNA detection, from single point mutations assays and epigenetic alterations, to bacterial infections. Several plasmonic and silicon photonic-based biosensors are described together with their most recent applications in this area. We also identify and analyse the main challenges faced when attempting to harness this technology and how several innovative approaches introduced in the last years manage those issues, including the use of new biorecognition probes, surface functionalization approaches, signal amplification and enhancement strategies, as well as, sophisticated microfluidic solutions.
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Affiliation(s)
- Cesar S. Huertas
- Integrated Photonics and Applications Centre, School of Engineering, Royal Melbourne Institute of Technology University, Melbourne, VIC, Australia
| | - Olalla Calvo-Lozano
- Nanobiosensors and Bioanalytical Applications Group, Catalan Institute of Nanoscience and Nanotechnology (ICN2), CSIC and the Barcelona Institute of Science and Technology, CIBER-BBN, Barcelona, Spain
| | - Arnan Mitchell
- Integrated Photonics and Applications Centre, School of Engineering, Royal Melbourne Institute of Technology University, Melbourne, VIC, Australia
| | - Laura M. Lechuga
- Nanobiosensors and Bioanalytical Applications Group, Catalan Institute of Nanoscience and Nanotechnology (ICN2), CSIC and the Barcelona Institute of Science and Technology, CIBER-BBN, Barcelona, Spain
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Streubel A, Stenzinger A, Stephan-Falkenau S, Kollmeier J, Misch D, Blum TG, Bauer T, Landt O, Am Ende A, Schirmacher P, Mairinger T, Endris V. Comparison of different semi-automated cfDNA extraction methods in combination with UMI-based targeted sequencing. Oncotarget 2019; 10:5690-5702. [PMID: 31620244 PMCID: PMC6779285 DOI: 10.18632/oncotarget.27183] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Accepted: 07/17/2019] [Indexed: 12/18/2022] Open
Abstract
The analysis of circulating cell-free DNA (cfDNA) extracted from peripheral blood can serve as a minimally invasive alternative to tumor tissue biopsies in cases with impaired access to tissue. Its clinical utility has been well demonstrated for EGFR T790M testing in lung cancer patients suffering progress after tyrosine kinase inhibitor treatment. At present, highly sensitive unique molecular identifiers (UMI)-based NGS for liquid biopsy testing is less established compared to single gene assays. However, the critical bottleneck are sufficient cfDNA yields, which are essentially required to obtain meaningful test results. We compared four different cfDNA extraction methods (Qiagen, Promega, Thermo and Stratec) using the same plasma samples in order to evaluate their suitability for further NGS analysis. We managed to draw 60 ml blood from 12 patients each and equally collected 30ml in PAXgene and EDTA tubes at the same time point, sufficient for total of 96 cfDNA extractions. CfDNA concentrations and total amounts were highest for Qiagen and Promega protocols, showing the best read length profiles after sequencing. Known oncogenic driver mutations were identified in 9 out of 12 patients with at least one of the cfDNA extraction methods, again favoring the extraction protocols from Qiagen and Promega. We also uncovered putative sequencing artefacts including known driver genes pointing to a careful consideration for the limit of detection of this methodology. Our study shows that pre-analytical optimization is necessary to achieve the maximum sensitivity of UMI-based sequencing but also highlights the low abundance of tumor-derived cfDNA in lung cancer samples.
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Affiliation(s)
- Anna Streubel
- Department of Pathology, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Albrecht Stenzinger
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | | | - Jens Kollmeier
- Department of Pneumology, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Daniel Misch
- Department of Pneumology, Helios Klinikum Emil von Behring, Berlin, Germany
| | | | - Torsten Bauer
- Department of Pneumology, Helios Klinikum Emil von Behring, Berlin, Germany
| | | | | | - Peter Schirmacher
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Thomas Mairinger
- Department of Pathology, Helios Klinikum Emil von Behring, Berlin, Germany
| | - Volker Endris
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
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Chen W, Zheng J, Wu C, Liu S, Chen Y, Liu X, Du J, Wang J. Breast Cancer Subtype Classification Using 4-Plex Droplet Digital PCR. Clin Chem 2019; 65:1051-1059. [PMID: 31010819 DOI: 10.1373/clinchem.2019.302315] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 03/26/2019] [Indexed: 01/25/2023]
Abstract
Abstract
BACKGROUND
Infiltrating ductal carcinoma (IDCA) is the most common form of invasive breast cancer. Immunohistochemistry (IHC) is widely used to analyze estrogen receptor 1 (ER), progesterone receptor (PR), and human epidermal growth factor receptor 2 (HER2) that can help classify the tumor to guide the medical treatment. IHC examinations require experienced pathologists to provide interpretations that are subjective, thereby lowering the reproducibility of IHC-based diagnosis. In this study, we developed a 4-plex droplet digital PCR (ddPCR) for the simultaneous and quantitative analyses of estrogen receptor 1 (ESR1), progesterone receptor (PGR), erb-b2 receptor tyrosine kinase 2 (ERBB2), and pumilio RNA binding family member 1 (PUM1) expression levels in formalin-fixed paraffin-embedded (FFPE) samples.
METHODS
We evaluated the sensitivity, reproducibility, and linear dynamic range of 4-plex ddPCR. We applied this method to analyze 95 FFPE samples from patients with breast IDCA and assessed the agreement rates between ddPCR and IHC to evaluate its potential in classifying breast cancer subtypes.
RESULTS
The limits of quantification (LOQ) were 25, 50, 50, and 50 copies per reaction for ERBB2, ESR1, PGR, and PUM1, respectively. The dynamic ranges of ESR1, PGR, and PUM1 extended over 50–1600 copies per reaction and those of ERBB2 from 25 to 1600 copies per reaction. The concordance correlation coefficients between 4-plex ddPCR and IHC were 96.8%, 91.5%, and 85.1% for ERBB2, ESR1, and PGR, respectively. Receiver operating characteristic curve area under the curve values of 0.991, 0.977, and 0.920 were generated for ERBB2, ESR1, and PGR, respectively.
CONCLUSIONS
Evaluation of breast cancer biomarker status by 4-plex ddPCR was highly concordant with IHC in this study.
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Affiliation(s)
- Wenwen Chen
- Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Jiaying Zheng
- Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Chang Wu
- Pathology department, Shenzhen Nanshan People's Hospital and the 6th Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Shaoxiong Liu
- Pathology department, Shenzhen Nanshan People's Hospital and the 6th Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Yongxin Chen
- Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Xiaolei Liu
- Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Jihui Du
- Central Laboratory, Shenzhen Nanshan People's Hospital and the 6th Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, Guangdong, China
| | - Jidong Wang
- Central Laboratory, Shenzhen Nanshan People's Hospital and the 6th Affiliated Hospital of Shenzhen University Health Science Center, Shenzhen, Guangdong, China
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Chen YL, Lin CC, Yang SC, Chen WL, Chen JR, Hou YH, Lu CC, Chow NH, Su WC, Ho CL. Five Technologies for Detecting the EGFR T790M Mutation in the Circulating Cell-Free DNA of Patients With Non-small Cell Lung Cancer: A Comparison. Front Oncol 2019; 9:631. [PMID: 31380273 PMCID: PMC6646711 DOI: 10.3389/fonc.2019.00631] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2019] [Accepted: 06/26/2019] [Indexed: 12/24/2022] Open
Abstract
Third-generation tyrosine kinase inhibitors (TKIs) were developed to overcome T790M-mediated resistance to earlier generations of epidermal growth factor receptor (EGFR)-targeted TKIs. We compared four well-established and one in-house method for the analysis of the EGFR T790M mutation in plasma cell-free DNA (cfDNA), in hope to find a better way to select non-small cell lung cancer (NSCLC) patients appropriate for 3rd-generation TKI therapy. For sensitivity levels of each method, plasmid DNA with EGFR T790M mutations was serially diluted with cfDNA from healthy controls with wild type EGFR. The clinical performance was analyzed in a clinical cohort of EGFR mutation-positive NSCLC patients with acquired EGFR TKI resistance (n = 40). All methods except the therascreen kit (Qiagen) had a sensitivity level of 10 copies of T790M plasmid DNA in the spiked specimen. The detection rates of the EGFR T790M mutation in plasma cfDNA from the clinical cohort were 42.5, 35, 32.5, 22.5, and 17.5% for the in-house ARMS method, Bio-Rad droplet digital PCR, PANAMutyper, Therascreen EGFR Plasma RGQ PCR Kit and Cobas EGFR Mutation kit (with suboptimal template amounts), respectively. Osimertinib was given to 17 of 20 patients with EGFR T790M mutations. The best treatment responses, based on the RECIST criteria, included 6 partial responses (PR) and 7 stable diseases (SD). The PANAMutyper and the Bio-Rad droplet digital PCR were comparable, the Cobas EGFR Mutation kit required significantly more template for testing. The best combination would be the in-house ARMS method plus the PANAMutyper or Bio-Rad droplet digital PCR, which would have a detection rate of 50% (20/40) and a disease control rate of 76% (13/17).
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Affiliation(s)
- Yi-Lin Chen
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan.,Association of Medical Technologists, Tainan, Taiwan
| | - Chien-Chung Lin
- Department of Internal Medicine, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Shu-Ching Yang
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Wan-Li Chen
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Jian-Rong Chen
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Yi-Hsin Hou
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan
| | - Cheng-Chan Lu
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan.,College of Medicine, Institute of Molecular Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Nan-Haw Chow
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan.,College of Medicine, Institute of Molecular Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Wu-Chou Su
- Department of Internal Medicine, National Cheng Kung University Hospital, Tainan, Taiwan.,College of Medicine, Institute of Molecular Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chung-Liang Ho
- Molecular Diagnosis Laboratory, Department of Pathology, National Cheng Kung University Hospital, Tainan, Taiwan.,Molecular Medicine Core Laboratory, Research Center of Clinical Medicine, National Cheng Kung University Hospital, Tainan, Taiwan.,College of Medicine, Institute of Molecular Medicine, National Cheng Kung University, Tainan, Taiwan
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37
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Tian J, Geng Y, Lv D, Li P, Cordova M, Liao Y, Tian X, Zhang X, Zhang Q, Zou K, Zhang Y, Zhang X, Li Y, Zhang J, Ma Z, Shao Y, Song L, Owen GI, Li T, Liu R, Liu Q, Zou L, Zhang Z, Li Z. Using plasma cell-free DNA to monitor the chemoradiotherapy course of cervical cancer. Int J Cancer 2019; 145:2547-2557. [PMID: 30919951 DOI: 10.1002/ijc.32295] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 02/10/2019] [Accepted: 03/12/2019] [Indexed: 12/16/2022]
Abstract
The liquid biopsy is being integrated into cancer diagnostics and surveillance. However, critical questions still remain, such as how to precisely evaluate cancer mutation burden and interpret the corresponding clinical implications. Herein, we evaluated the role of peripheral blood cell-free DNA (cfDNA) in characterizing the dynamic mutation alterations of 48 cancer driver genes from cervical cancer patients. We performed targeted deep sequencing on 93 plasma cfDNA from 57 cervical cancer patients and from this developed an algorithm, allele fraction deviation (AFD), to monitor in an unbiased manner the dynamic changes of genomic aberrations. Differing treatments, including chemotherapy (n = 22), radiotherapy (n = 14) and surgery (n = 15), led to a significant decrease in AFD values (Wilcoxon, p = 0.029). The decrease of cfDNA AFD values was accompanied by shrinkage in the size of the tumor in most patients. However, in a subgroup of patients where cfDNA AFD values did not reflect a reduction in tumor size, there was a detection of progressive disease (metastasis). Furthermore, a low AFD value at diagnosis followed a later increase of AFD value also successfully predicted relapse. These results show that plasma cfDNA, together with targeted deep sequencing, may help predict treatment response and disease development in cervical cancer.
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Affiliation(s)
- Jichao Tian
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Yan Geng
- Department of Radiotherapy, Ansteel Group Hospital, Anshan, Liaoning, China
| | - Dekang Lv
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Peiying Li
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Miguel Cordova
- Faculty of Biological Sciences, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Yuwei Liao
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Xiaoyuan Tian
- The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Xiaolong Zhang
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Qingzheng Zhang
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Kun Zou
- The first affiliated hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Yu Zhang
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Xia Zhang
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Yulong Li
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Jian Zhang
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Zhaokui Ma
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Yanyan Shao
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Luyao Song
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Gareth I Owen
- Faculty of Biological Sciences, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Tingting Li
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Ruimei Liu
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Quentin Liu
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
| | - Lijuan Zou
- The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Zhuo Zhang
- The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Zhiguang Li
- Center of Genome and Personalized Medicine, Institute of Cancer Stem Cell, Dalian Medical University, Dalian, Liaoning, China
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38
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Gruber A, Pacault M, El Khattabi LA, Vaucouleur N, Orhant L, Bienvenu T, Girodon E, Vidaud D, Leturcq F, Costa C, Letourneur F, Anselem O, Tsatsaris V, Goffinet F, Viot G, Vidaud M, Nectoux J. Non-invasive prenatal diagnosis of paternally inherited disorders from maternal plasma: detection of NF1 and CFTR mutations using droplet digital PCR. Clin Chem Lab Med 2019; 56:728-738. [PMID: 29613853 DOI: 10.1515/cclm-2017-0689] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 11/23/2017] [Indexed: 12/14/2022]
Abstract
BACKGROUND To limit risks of miscarriages associated with invasive procedures of current prenatal diagnosis practice, we aim to develop a personalized medicine-based protocol for non-invasive prenatal diagnosis (NIPD) of monogenic disorders relying on the detection of paternally inherited mutations in maternal blood using droplet digital PCR (ddPCR). METHODS This study included four couples at risk of transmitting paternal neurofibromatosis type 1 (NF1) mutations and four couples at risk of transmitting compound heterozygous CFTR mutations. NIPD was performed between 8 and 15 weeks of gestation, in parallel to conventional invasive diagnosis. We designed specific hydrolysis probes to detect the paternal mutation and to assess the presence of cell-free fetal DNA by ddPCR. Analytical performances of each assay were determined from paternal sample, an then fetal genotype was inferred from maternal plasma sample. RESULTS Presence or absence of the paternal mutant allele was correctly determined in all the studied plasma DNA samples. CONCLUSIONS We report an NIPD protocol suitable for implementation in an experienced laboratory of molecular genetics. Our proof-of-principle results point out a high accuracy for early detection of paternal NF1 and CFTR mutations in cell-free DNA, and open new perspectives for extending the technology to NIPD of many other monogenic diseases.
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Affiliation(s)
- Aurélia Gruber
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Mathilde Pacault
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | | | - Nicolas Vaucouleur
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Lucie Orhant
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Thierry Bienvenu
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Emmanuelle Girodon
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Dominique Vidaud
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - France Leturcq
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Catherine Costa
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Franck Letourneur
- INSERM, U1016, Institut Cochin, CNRS UMR8104, Université Paris Descartes, Paris, France
| | - Olivia Anselem
- Maternité Cochin-Port Royal, HUPC Hôpital Cochin, Paris, France
| | | | | | - Géraldine Viot
- Maternité Cochin-Port Royal, HUPC Hôpital Cochin, Paris, France
| | - Michel Vidaud
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, Paris, France
| | - Juliette Nectoux
- Service de Génétique et Biologie Moléculaires, HUPC Hôpital Cochin, 27 rue du Faubourg Saint Jacques, 75014 Paris, France, Phone: 00 33 1 58 41 16 22, Fax: 00 33 1 58 41 15 80
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Muluhngwi P, Valdes Jr R, Fernandez-Botran R, Burton E, Williams B, Linder MW. Cell-free DNA diagnostics: current and emerging applications in oncology. Pharmacogenomics 2019; 20:357-380. [DOI: 10.2217/pgs-2018-0174] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Liquid biopsy is a noninvasive dynamic approach for monitoring disease over time. It offers advantages including limited risks of blood sampling, opportunity for more frequent sampling, lower costs and theoretically non-biased sampling compared with tissue biopsy. There is a high degree of concordance between circulating tumor DNA mutations versus primary tumor mutations. Remote sampling of circulating tumor DNA can serve as viable option in clinical diagnostics. Here, we discuss the progress toward broad adoption of liquid biopsy as a diagnostic tool and discuss knowledge gaps that remain to be addressed.
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Affiliation(s)
- Penn Muluhngwi
- Department of Pathology & Laboratory Medicine, University of Louisville School of Medicine, Louisville, KY 40202, USA
| | - Roland Valdes Jr
- Department of Pathology & Laboratory Medicine, University of Louisville School of Medicine, Louisville, KY 40202, USA
| | - Rafael Fernandez-Botran
- Department of Pathology & Laboratory Medicine, University of Louisville School of Medicine, Louisville, KY 40202, USA
| | - Eric Burton
- Department of Neurology, University of Louisville School of Medicine, Louisville, KY 40202, USA
| | - Brian Williams
- Department of Neurosurgery, University of Louisville School of Medicine, Louisville, KY 40202, USA
| | - Mark W Linder
- Department of Pathology & Laboratory Medicine, University of Louisville School of Medicine, Louisville, KY 40202, USA
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40
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Bronkhorst AJ, Ungerer V, Holdenrieder S. The emerging role of cell-free DNA as a molecular marker for cancer management. BIOMOLECULAR DETECTION AND QUANTIFICATION 2019; 17:100087. [PMID: 30923679 PMCID: PMC6425120 DOI: 10.1016/j.bdq.2019.100087] [Citation(s) in RCA: 313] [Impact Index Per Article: 62.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 02/26/2019] [Accepted: 03/11/2019] [Indexed: 02/07/2023]
Abstract
An increasing number of studies demonstrate the potential use of cell-free DNA (cfDNA) as a surrogate marker for multiple indications in cancer, including diagnosis, prognosis, and monitoring. However, harnessing the full potential of cfDNA requires (i) the optimization and standardization of preanalytical steps, (ii) refinement of current analysis strategies, and, perhaps most importantly, (iii) significant improvements in our understanding of its origin, physical properties, and dynamics in circulation. The latter knowledge is crucial for interpreting the associations between changes in the baseline characteristics of cfDNA and the clinical manifestations of cancer. In this review we explore recent advancements and highlight the current gaps in our knowledge concerning each point of contact between cfDNA analysis and the different stages of cancer management.
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Affiliation(s)
| | | | - Stefan Holdenrieder
- Institute for Laboratory Medicine, German Heart Centre, Technical University Munich, Lazarettstraße. 36, D-80636, Munich, Germany
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41
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Madic J, Jovelet C, Lopez J, André B, Fatien J, Miran I, Honoré A, Mezquita L, Besse B, Lacroix L, Droniou M. EGFR C797S, EGFR T790M and EGFR sensitizing mutations in non-small cell lung cancer revealed by six-color crystal digital PCR. Oncotarget 2018; 9:37393-37406. [PMID: 30647840 PMCID: PMC6324771 DOI: 10.18632/oncotarget.26446] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2018] [Accepted: 11/26/2018] [Indexed: 12/31/2022] Open
Abstract
Background Detection of EGFR sensitizing and p.T790M and p.C797S resistance mutations is particularly important for non-small cell lung cancer (NSCLC) patient therapy management. Non-invasive blood-based monitoring of these mutations may pave the way to a fine-tuned personalized treatment. Digital PCR has emerged as an extremely sensitive method to detect rare mutations, however its major limitation is the number of hotspots that can be simultaneously differentiated. Methods We developed a 6-color digital PCR assay for the detection and quantification of 19 most prevalent EGFR sensitizing and resistance mutations and evaluated this assay on 82 tumor and plasma samples from NSLC patients. Results Limits of detection (LOD) for the 6-color digital PCR assay were assessed on serial dilutions of DNA standards. We found that the 6-color assay enabled detection of mutant fractions as low as 1 mutant in 1025 wild-type molecules, depending on the mutation targeted, when assayed in a background of 10 000 wild-type DNA copies. EGFR mutant allelic fraction was also measured on tumor and plasma samples by 6-color digital PCR, and displayed a highly significant correlation with next generation sequencing and 3-color digital PCR. Lastly, the 6-color digital PCR assay was performed on several longitudinal plasma samples from four patients and revealed levels of sensitizing and resistance EGFR mutations that reflected well the course of the disease. Conclusion This 6-color Crystal digital PCR assay could represent a robust solution using digital PCR for the monitoring of EGFR mutations.
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Affiliation(s)
- Jordan Madic
- Stilla Technologies, 1 Mail du Professeur Georges Mathé, Villejuif, France
| | - Cécile Jovelet
- Plateforme de Génomique, Module de Biopathologie Moléculaire et Centre de Ressources Biologiques, AMMICa, INSERM US23/CNRS UMS3655, Gustave Roussy, Villejuif, France
| | - Julien Lopez
- Stilla Technologies, 1 Mail du Professeur Georges Mathé, Villejuif, France
| | - Barbara André
- Stilla Technologies, 1 Mail du Professeur Georges Mathé, Villejuif, France
| | - Jean Fatien
- Ecole Polytechnique, Route de Saclay, Palaiseau, France
| | - Isabelle Miran
- Plateforme de Génomique, Module de Biopathologie Moléculaire et Centre de Ressources Biologiques, AMMICa, INSERM US23/CNRS UMS3655, Gustave Roussy, Villejuif, France
| | - Aurélie Honoré
- Plateforme de Génomique, Module de Biopathologie Moléculaire et Centre de Ressources Biologiques, AMMICa, INSERM US23/CNRS UMS3655, Gustave Roussy, Villejuif, France
| | - Laura Mezquita
- Département d'Oncologie Médicale, Gustave Roussy, Villejuif, France
| | - Benjamin Besse
- Département d'Oncologie Médicale, Gustave Roussy, Villejuif, France
| | - Ludovic Lacroix
- Plateforme de Génomique, Module de Biopathologie Moléculaire et Centre de Ressources Biologiques, AMMICa, INSERM US23/CNRS UMS3655, Gustave Roussy, Villejuif, France.,Département de Biologie et Pathologie Médicales, Institut Gustave Roussy, Villejuif, France
| | - Magali Droniou
- Stilla Technologies, 1 Mail du Professeur Georges Mathé, Villejuif, France
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42
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Lee Y, Kim B, Oh I, Choi S. Optofluidic Modular Blocks for On-Demand and Open-Source Prototyping of Microfluidic Systems. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2018; 14:e1802769. [PMID: 30375722 DOI: 10.1002/smll.201802769] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Revised: 10/17/2018] [Indexed: 05/24/2023]
Abstract
Rapid prototyping of microfluidic devices has advanced greatly, along with the development of 3D printing and micromachining technologies. However, peripheral systems for microfluidics still rely on conventional equipment, such as bench-top microscopy and syringe pumps, which limit system modification and further improvements. Herein, optofluidic modular blocks are presented as discrete elements to modularize peripheral optical and fluidic systems and are used for on-demand and open-source prototyping of whole microfluidic systems. Each modular block is fabricated by embedding optical or fluidic devices into the corresponding 3D-printed housing. The self-interlocking structure of the modular blocks enables easy assembly and reconfiguration of the blocks in an intuitive manner, while also providing precise optical and fluidic alignment between the blocks. With the library of standardized modular blocks developed here, how the blocks can be easily assembled to build whole microfluidic systems for blood compatibility testing, droplet microfluidics, and cell migration assays is demonstrated. Based on the simplicity of assembling the optofluidic blocks, the prototyping platform can be easily used for open-source sharing of digital design files, assembly and operation instructions, and block specifications, thereby making it easy for nonexperts to implement microfluidic ideas as physical systems.
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Affiliation(s)
- Yujin Lee
- Department of Biomedical Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
| | - Byeongyeon Kim
- Department of Biomedical Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
| | - Insung Oh
- Department of Biomedical Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
| | - Sungyoung Choi
- Department of Biomedical Engineering, Kyung Hee University, Yongin-si, Gyeonggi-do, 17104, Republic of Korea
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43
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Stewart CM, Tsui DWY. Circulating cell-free DNA for non-invasive cancer management. Cancer Genet 2018; 228-229:169-179. [PMID: 29625863 PMCID: PMC6598437 DOI: 10.1016/j.cancergen.2018.02.005] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2017] [Revised: 02/19/2018] [Accepted: 02/23/2018] [Indexed: 01/06/2023]
Abstract
Cell-free DNA (cfDNA) was first identified in human plasma in 1948 and is thought to be released from cells throughout the body into the circulatory system. In cancer, a portion of the cfDNA originates from tumour cells, referred to as circulating-tumour DNA (ctDNA), and can contain mutations corresponding to the patient's tumour, for instance specific TP53 alleles. Profiling of cfDNA has recently become an area of increasing clinical relevance in oncology, in particular due to advances in the sensitivity of molecular biology techniques and development of next generation sequencing technologies, as this allows tumour mutations to be identified and tracked non-invasively. This has opened up new possibilities for monitoring tumour evolution and acquisition of resistance, as well as for guiding treatment decisions when tumour biopsy tissue is insufficient or unavailable. In this review, we will discuss the biology of cell-free nucleic acids, methods of analysis, and the potential clinical uses of these techniques, as well as the on-going clinical development of ctDNA assays.
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Affiliation(s)
- Caitlin M Stewart
- Marie-José and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, Box 20, New York, NY 10065, USA; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dana W Y Tsui
- Marie-José and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, Box 20, New York, NY 10065, USA; Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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44
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Kaushik AM, Hsieh K, Wang TH. Droplet microfluidics for high-sensitivity and high-throughput detection and screening of disease biomarkers. WILEY INTERDISCIPLINARY REVIEWS. NANOMEDICINE AND NANOBIOTECHNOLOGY 2018; 10:e1522. [PMID: 29797414 PMCID: PMC6185786 DOI: 10.1002/wnan.1522] [Citation(s) in RCA: 44] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Revised: 03/02/2018] [Accepted: 03/10/2018] [Indexed: 12/17/2022]
Abstract
Biomarkers are nucleic acids, proteins, single cells, or small molecules in human tissues or biological fluids whose reliable detection can be used to confirm or predict disease and disease states. Sensitive detection of biomarkers is therefore critical in a variety of applications including disease diagnostics, therapeutics, and drug screening. Unfortunately for many diseases, low abundance of biomarkers in human samples and low sample volumes render standard benchtop platforms like 96-well plates ineffective for reliable detection and screening. Discretization of bulk samples into a large number of small volumes (fL-nL) via droplet microfluidic technology offers a promising solution for high-sensitivity and high-throughput detection and screening of biomarkers. Several microfluidic strategies exist for high-throughput biomarker digitization into droplets, and these strategies have been utilized by numerous droplet platforms for nucleic acid, protein, and single-cell detection and screening. While the potential of droplet-based platforms has led to burgeoning interest in droplets, seamless integration of sample preparation technologies and automation of platforms from biological sample to answer remain critical components that can render these platforms useful in the clinical setting in the near future. This article is categorized under: Diagnostic Tools > Biosensing Diagnostic Tools > Diagnostic Nanodevices Therapeutic Approaches and Drug Discovery > Emerging Technologies Therapeutic Approaches and Drug Discovery > Nanomedicine for Infectious Disease.
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Affiliation(s)
| | - Kuangwen Hsieh
- Department of Mechanical Engineering, Johns Hopkins University
| | - Tza-Huei Wang
- Department of Mechanical Engineering, Department of Biomedical Engineering, Johns Hopkins University
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45
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Loriguet L, Morisse MC, Dremaux J, Collet L, Attencourt C, Coutte A, Boone M, Sevestre H, Galmiche A, Gubler B, Chauffert B, Trudel S. Combining genomic analyses with tumour-derived slice cultures for the characterization of an EGFR-activating kinase mutation in a case of glioblastoma. BMC Cancer 2018; 18:964. [PMID: 30305059 PMCID: PMC6180520 DOI: 10.1186/s12885-018-4873-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2018] [Accepted: 09/28/2018] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Epidermal growth factor receptor (EGFR) gene alterations and amplification are frequently reported in cases of glioblastoma (GBM). However, EGFR-activating mutations that confer proven sensitivity to tyrosine kinase inhibitors (TKIs) in lung cancer have not yet been reported in GBM. CASE PRESENTATION Using next-generation sequencing, array comparative genomic hybridization and droplet digital PCR, we identified the p.L861Q EGFR mutation in a case of GBM for the first time. The mutation was associated with gene amplification. L861Q may be a clinically valuable mutation because it is known to sensitize non-small-cell lung cancers to treatment with the second-generation EGFR TKI afatinib in particular. Furthermore, we used slice culture of the patient's GBM explant to evaluate the tumour's sensitivity to various EGFR-targeting drugs. Our results suggested that the tumour was not intrinsically sensitive to these drugs. CONCLUSIONS Our results highlight (i) the value of comprehensive genomic analyses for identifying patient-specific, targetable alterations, and (ii) the need to combine genomic analyses with functional assays, such as tumour-derived slice cultures.
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Affiliation(s)
- Lea Loriguet
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Service d’Oncologie médicale, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Mony Chenda Morisse
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Service d’Oncologie médicale, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Julie Dremaux
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Laboratoire d’Oncobiologie moléculaire, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Louison Collet
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
| | - Christophe Attencourt
- Service d’Anatomie et de cytologie pathologiques, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Alexandre Coutte
- Service d’Oncologie radiothérapique, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Mathieu Boone
- Service d’Oncologie médicale, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Henri Sevestre
- Service d’Anatomie et de cytologie pathologiques, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Antoine Galmiche
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Laboratoire de Biochimie, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Brigitte Gubler
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Laboratoire d’Oncobiologie moléculaire, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Bruno Chauffert
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Service d’Oncologie médicale, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
| | - Stephanie Trudel
- EA4666, LNPC, Université de Picardie Jules Verne, Amiens, France
- Laboratoire d’Oncobiologie moléculaire, Centre Hospitalier Universitaire Amiens-Picardie, Amiens, France
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46
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Circulating tumor DNA – Current state of play and future perspectives. Pharmacol Res 2018; 136:35-44. [DOI: 10.1016/j.phrs.2018.08.017] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2018] [Revised: 08/20/2018] [Accepted: 08/20/2018] [Indexed: 12/15/2022]
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47
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Zhou R, Cai Y, Li Z, Shen S, Sha M, Head SR, Wang Y. A digital PCR assay development to detect EGFR T790M mutation in NSCLC patients. ACTA ACUST UNITED AC 2018. [DOI: 10.1016/j.flm.2018.08.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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48
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Denis JA, Guillerm E, Coulet F, Larsen AK, Lacorte JM. The Role of BEAMing and Digital PCR for Multiplexed Analysis in Molecular Oncology in the Era of Next-Generation Sequencing. Mol Diagn Ther 2018; 21:587-600. [PMID: 28667577 DOI: 10.1007/s40291-017-0287-7] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BEAMing polymerase chain reaction (PCR) and digital PCR (dPCR) are used for robust and accurate quantification of nucleic acids. These methods are particularly well suited for the identification of very small fractions (<1%) of variant copies such as the presence of mutant genes in a predominantly wild-type background. BEAMing and dPCR are increasingly used in diverse fields including bacteriology, virology, non-invasive prenatal testing, and oncology, in particular for the molecular analysis of liquid biopsies. In this review, we present the principles of BEAMing and dPCR as well as the trends of future technical development, focusing on the possibility of developing multiplexed mutation analysis. Finally, we will discuss why such techniques will remain useful despite the ever-decreasing costs and increased automatization of next-generation sequencing (NGS), using molecular characterization of cancer cells as an example.
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Affiliation(s)
- Jérôme Alexandre Denis
- UPMC Univ Paris 06, Sorbonne Universités, Paris, France. .,Cancer Biology and Therapeutics, Centre de Recherche Saint-Antoine, INSERM, UMRS 938, 75571, Paris Cedex 12, France. .,Department of Endocrine and Oncological Biochemistry, AP-HP, University Hospitals of Pitié-Salpétrière - Charles Foix, 75651, Paris, France.
| | - Erell Guillerm
- UPMC Univ Paris 06, Sorbonne Universités, Paris, France.,INSERM, UMRS 938 Centre de Recherche Saint-Antoine, "Instability of Microsatellites and Cancers", Team approved by the National League Against Cancer, 75571, Paris Cedex 12, France.,Departement of Genetics, Unit of Molecular Oncogenetics and Angiogenetics, AP-HP, University Hospitals of Pitié-Salpétrière - Charles Foix, 75651, Paris Cedex, France
| | - Florence Coulet
- UPMC Univ Paris 06, Sorbonne Universités, Paris, France.,INSERM, UMRS 938 Centre de Recherche Saint-Antoine, "Instability of Microsatellites and Cancers", Team approved by the National League Against Cancer, 75571, Paris Cedex 12, France.,Departement of Genetics, Unit of Molecular Oncogenetics and Angiogenetics, AP-HP, University Hospitals of Pitié-Salpétrière - Charles Foix, 75651, Paris Cedex, France
| | - Annette K Larsen
- UPMC Univ Paris 06, Sorbonne Universités, Paris, France.,Cancer Biology and Therapeutics, Centre de Recherche Saint-Antoine, INSERM, UMRS 938, 75571, Paris Cedex 12, France
| | - Jean-Marc Lacorte
- UPMC Univ Paris 06, Sorbonne Universités, Paris, France.,INSERM, UMR_S 1166, Research Institute of Cardiovascular Disease, Metabolism and Nutrition, 75013, Paris, France.,Department of Endocrine and Oncological Biochemistry, AP-HP, University Hospitals of Pitié-Salpétrière - Charles Foix, 75651, Paris, France
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49
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Centrifugation-free extraction of circulating nucleic acids using immiscible liquid under vacuum pressure. Sci Rep 2018; 8:5467. [PMID: 29615736 PMCID: PMC5883035 DOI: 10.1038/s41598-018-23766-9] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Accepted: 03/20/2018] [Indexed: 12/11/2022] Open
Abstract
Extraction of cell-free DNA (cfDNA), which exists at an extremely low concentration in plasma, is a critical process for either targeted-sensing or massive sequencing of DNAs. However, such small amount of DNA cannot be fully obtained without high-speed centrifugation (<20,000 g). Here, we developed a centrifugation-free cfDNA extraction method and system that utilizes an immiscible solvent under single low vacuum pressure throughout the entire process. It has been named Pressure and Immiscibility-Based EXtraction (PIBEX). The amounts of extracted cfDNA by PIBEX were compared with those extracted by the conventional gold standards such as QIAGEN using quantitative PCR (qPCR). The PIBEX system showed equal performance regarding extraction amount and efficiency compared to the existing method. Because the PIBEX eliminates the troublous and repetitive centrifugation processes in DNA extraction, it can be further utilized in microfluidic-sample preparation systems for circulating nucleic acids, which would lead to an integrated sample-to-answer system in liquid biopsies.
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50
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Andriamanampisoa CL, Bancaud A, Boutonnet-Rodat A, Didelot A, Fabre J, Fina F, Garlan F, Garrigou S, Gaudy C, Ginot F, Henaff D, Laurent-Puig P, Morin A, Picot V, Saias L, Taly V, Tomasini P, Zaanan A. BIABooster: Online DNA Concentration and Size Profiling with a Limit of Detection of 10 fg/μL and Application to High-Sensitivity Characterization of Circulating Cell-Free DNA. Anal Chem 2018; 90:3766-3774. [PMID: 29498256 DOI: 10.1021/acs.analchem.7b04034] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
We describe a technology to perform sizing and concentration analysis of double stranded DNA with a sensitivity of 10 fg/μL in an operating time of 20 min. The technology is operated automatically on a commercial capillary electrophoresis instrument using electro-hydrodynamic actuation. It relies on a new capillary device that achieves online concentration of DNA at the junction between two capillaries of different diameters, thanks to viscoelastic lift forces. Using a set of DNA ladders in the range of 100-1500 bp, we report a sizing accuracy and precision better than 3% and a concentration quantification precision of ∼20%. When the technology is applied to the analysis of clinical samples of circulating cell-free DNA (cfDNA), the measured cfDNA concentrations are in good correlation with those measured by digital PCR. Furthermore, the cfDNA size profiles indicate that the fraction of low molecular weight cfDNA in the range of 75-240 bp is a candidate biomarker to discriminate between healthy subjects and cancer patients. We conclude that our technology is efficient in analyzing highly diluted DNA samples and suggest that it will be helpful in translational and clinical research involving cfDNA.
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Affiliation(s)
| | - Aurélien Bancaud
- LAAS-CNRS , Université de Toulouse, CNRS , 7 Avenue du Colonel Roche , 31400 Toulouse , France
| | | | - Audrey Didelot
- INSERM UMR-S1147, CNRS SNC5014 , Paris Descartes University , 45 rue des Saints-Pères , Paris , France
| | - Jacques Fabre
- Picometrics Technologies , 478 rue de la Découverte , 31 670 Labège , France
| | - Frédéric Fina
- Laboratoire de Biologie Médicale, Unité de développement technologique , Timone, Assistance Publique Hôpitaux de Marseille , 13005 Marseille , France.,ID-Solutions , 310 rue Louis Pasteur , 34790 Grabels , France.,Service d'Anatomie Pathologique et Neuropathologie, Timone II , Assistance Publique Hôpitaux de Marseille , 13005 Marseille , France
| | - Fanny Garlan
- INSERM UMR-S1147, CNRS SNC5014 , Paris Descartes University , 45 rue des Saints-Pères , Paris , France
| | - Sonia Garrigou
- INSERM UMR-S1147, CNRS SNC5014 , Paris Descartes University , 45 rue des Saints-Pères , Paris , France
| | - Caroline Gaudy
- Service de Dermatologie, Vénéréologie et Cancérologie cutanée , Timone, Assistance Publique Hôpitaux de Marseille , 13005 Marseille , France
| | - Frédéric Ginot
- Picometrics Technologies , 478 rue de la Découverte , 31 670 Labège , France
| | - Daniel Henaff
- ID-Solutions , 310 rue Louis Pasteur , 34790 Grabels , France
| | - Pierre Laurent-Puig
- INSERM UMR-S1147, CNRS SNC5014 , Paris Descartes University , 45 rue des Saints-Pères , Paris , France.,Department of Digestive Oncology , European Georges Pompidou Hospital, AP-HP , 20 Rue Leblanc , 75015 Paris , France
| | - Arnaud Morin
- Picometrics Technologies , 478 rue de la Découverte , 31 670 Labège , France
| | - Vincent Picot
- Picometrics Technologies , 478 rue de la Découverte , 31 670 Labège , France
| | - Laure Saias
- Picometrics Technologies , 478 rue de la Découverte , 31 670 Labège , France
| | - Valérie Taly
- INSERM UMR-S1147, CNRS SNC5014 , Paris Descartes University , 45 rue des Saints-Pères , Paris , France
| | - Pascale Tomasini
- Multidisciplinary Oncology & Therapeutic Innovations Department , Aix Marseille University, Assistance Publique Hôpitaux de Marseille , Hôpital Nord, 13015 Marseille , France
| | - Aziz Zaanan
- INSERM UMR-S1147, CNRS SNC5014 , Paris Descartes University , 45 rue des Saints-Pères , Paris , France.,Department of Digestive Oncology , European Georges Pompidou Hospital, AP-HP , 20 Rue Leblanc , 75015 Paris , France
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