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Wang Y, Wang X, Yang L, Wang K, Zhang F, Yue H, Wang J, Peng M, Fan P, Qiu X, Zhang H, Lin W, Lin Y, Chen S, Geng Q, Sima C, Liu D, Lu P, Zhang H. Exploring exhaled volatile organic compounds as potential biomarkers in anti-MDA5 antibody-positive interstitial lung disease. Mol Cell Biochem 2025:10.1007/s11010-025-05249-4. [PMID: 40102365 DOI: 10.1007/s11010-025-05249-4] [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: 12/19/2024] [Accepted: 03/04/2025] [Indexed: 03/20/2025]
Abstract
Interstitial lung diseases (ILDs) are a group of pulmonary disorders characterized by fibrosis, inflammation, and lung tissue deterioration. Anti-melanoma differentiation-associated gene 5-positive dermatomyositis-associated interstitial lung disease (MDA5-ILD), a subtype, is associated with high mortality due to rapid progression and severe lung damage. Volatile organic compounds (VOCs) in exhaled breath, reflecting metabolic changes, have been identified as potential non-invasive biomarkers for various diseases, including respiratory conditions. However, their role in MDA5-ILD has not been extensively studied. This retrospective cohort study included 45 exhaled breath samples from 19 ILD patients, with 31 samples from 9 patients with MDA5-ILD and 10 samples from 7 patients with non-MDA5-ILD. VOCs were collected using thermal desorption tubes and analyzed via gas chromatography-mass spectrometry (GC-MS). Clinical data, including the APACHE II score, were integrated with VOC profiles. Two logistic regression models were developed: Model 1 based on 11 clinical indicators, and Model 2 integrating 11 clinical indicators with 5 VOC features. Model performance was evaluated using receiver operating characteristic (ROC) curve analysis, sensitivity, specificity, and accuracy metrics. Five VOCs-N-(2-Aziridinyl)ethanamine, Cyclohexanone, Nonanal, Dodecamethylcyclohexasiloxane, and 4-Methyltetradecane-were identified as significant biomarkers distinguishing MDA5-ILD from non-MDA5-ILD. Model 2, which integrated VOC data, outperformed Model 1, achieving an area under the curve (AUC) of 0.93 compared to 0.70. Model 2 also demonstrated enhanced accuracy (84.6% vs. 76.9%), specificity (66.7% vs. 33.3%), precision (90.0% vs. 81.8%), and F1-score (90.0% vs. 85.7%). Additionally, 1,3-Pentadiene and 3-Methylundecane were identified as potential markers of disease severity, with 1,3-Pentadiene negatively correlating and 3-Methylundecane positively correlating with both APACHE II scores and creatinine levels. VOCs in exhaled breath significantly enhance the diagnostic sensitivity and accuracy for detecting MDA5-ILD. In addition, VOCs show promise as disease severity markers, potentially aiding in the assessment of disease severity and progression. While the integration of VOCs holds great potential for improving diagnostic performance, further validation through larger, multicenter studies is necessary.
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Affiliation(s)
- Yuxuan Wang
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
- Wuhan National Laboratory for Optoelectronics (WNLO) and National Engineering Research Center for next Generation Internet Access System, School of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan, 430074, China
| | - Xuewen Wang
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Luqin Yang
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Ke Wang
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Fengqin Zhang
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Huihui Yue
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Junqi Wang
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
- Jingjinji National Center of Technology Innovation, Beijing, 100000, China
| | - Minhua Peng
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Pengnan Fan
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Xiangcheng Qiu
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Han Zhang
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Wei Lin
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Yuhang Lin
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Sitong Chen
- Chromx Health Co. Ltd., Greater Bay Area National Center of Nanotechnology Innovation Building, Guangzhou, 510555, China
| | - Qian Geng
- Innovation Center of Social & Technology for Aging of Jiangsu Industrial Technology Research Institute, Nanjing, 210042, China
| | - Chaotan Sima
- Wuhan National Laboratory for Optoelectronics (WNLO) and National Engineering Research Center for next Generation Internet Access System, School of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan, 430074, China
| | - Deming Liu
- Wuhan National Laboratory for Optoelectronics (WNLO) and National Engineering Research Center for next Generation Internet Access System, School of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan, 430074, China
| | - Ping Lu
- Wuhan National Laboratory for Optoelectronics (WNLO) and National Engineering Research Center for next Generation Internet Access System, School of Optical and Electronic Information, Huazhong University of Science and Technology, Wuhan, 430074, China.
| | - Huilan Zhang
- The Center for Biomedical Research, Department of Respiratory and Critical Care Medicine, National Health Commission (NHC) Key Laboratory of Respiratory Diseases, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China.
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Chen CD, Zheng YX, Lin HF, Yang HY. Development of Electronic Nose as a Complementary Screening Tool for Breath Testing in Colorectal Cancer. BIOSENSORS 2025; 15:82. [PMID: 39996984 PMCID: PMC11852643 DOI: 10.3390/bios15020082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Revised: 01/23/2025] [Accepted: 01/29/2025] [Indexed: 02/26/2025]
Abstract
(1) Background: Colorectal cancer is one of the leading causes of cancer-related death, while early detection decreases incidence and mortality. Current screening programs involving fecal immunological testing and colonoscopy commonly bring about unnecessary colonoscopies, which adds burden to healthcare systems. The objective of this study was to provide an assessment of the diagnostic performance of an electronic nose serving as a complementary screening tool to improve current screening programs in clinical settings. (2) Methods: We conducted a case-control study that included patients from a medical center with colorectal cancer and non-colorectal cancer controls. We analyzed the composition of volatile organic compounds in their exhaled breath using the electronic nose. We then used machine learning algorithms to develop predictive models and provided the estimated accuracy and reliability of the breath testing. (3) Results: We enrolled 77 patients, with 40 cases and 37 controls. The area under the curve, Kappa coefficient, sensitivity, and specificity of the selected model were 0.87 (95% CI 0.76-0.95), 0.66 (95% CI 0.49-0.83), 0.81, and 0.85. For subjects at an early stage of disease, the sensitivity and specificity were 0.90 and 0.85. Excluding smokers, the sensitivity and specificity were 0.88 and 0.92. (4) Conclusions: This study highlights the promising potential of breath testing using an electronic nose for enabling early detection and reducing unnecessary treatments. However, more independent data for external validation are required to ensure applicability and generalizability.
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Affiliation(s)
- Chih-Dao Chen
- Department of Family Medicine, Far Eastern Memorial Hospital, New Taipei City 220, Taiwan;
| | - Yong-Xiang Zheng
- Department of Public Health, National Taiwan University College of Public Health, Taipei 100, Taiwan;
| | - Heng-Fu Lin
- Division of Trauma, Department of Surgery, Far Eastern Memorial Hospital, New Taipei City 220, Taiwan;
- Graduate Institute of Medicine, Yuan Ze University, Taoyuan City 320, Taiwan
| | - Hsiao-Yu Yang
- Institute of Environmental and Occupational Health Sciences, National Taiwan University College of Public Health, Taipei 100, Taiwan
- Innovation and Policy Center for Population Health and Sustainable Environment (Population Health Research Center, PHRC), National Taiwan University, Taipei 100, Taiwan
- Department of Environmental and Occupational Medicine, National Taiwan University Hospital, Taipei 100, Taiwan
- Department of Family Medicine, National Taiwan University Hospital Yunlin Branch, Yunlin 640, Taiwan
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Capuano R, Ciotti M, Catini A, Bernardini S, Di Natale C. Clinical applications of volatilomic assays. Crit Rev Clin Lab Sci 2025; 62:45-64. [PMID: 39129534 DOI: 10.1080/10408363.2024.2387038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 04/23/2024] [Accepted: 07/29/2024] [Indexed: 08/13/2024]
Abstract
The study of metabolomics is revealing immense potential for diagnosis, therapy monitoring, and understanding of pathogenesis processes. Volatilomics is a subcategory of metabolomics interested in the detection of molecules that are small enough to be released in the gas phase. Volatile compounds produced by cellular processes are released into the blood and lymph, and can reach the external environment through different pathways, such as the blood-air interface in the lung that are detected in breath, or the blood-water interface in the kidney that leads to volatile compounds detected in urine. Besides breath and urine, additional sources of volatile compounds such as saliva, blood, feces, and skin are available. Volatilomics traces its roots back over fifty years to the pioneering investigations in the 1970s. Despite extensive research, the field remains in its infancy, hindered by a lack of standardization despite ample experimental evidence. The proliferation of analytical instrumentations, sample preparations and methods of volatilome sampling still make it difficult to compare results from different studies and to establish a common standard approach to volatilomics. This review aims to provide an overview of volatilomics' diagnostic potential, focusing on two key technical aspects: sampling and analysis. Sampling poses a challenge due to the susceptibility of human samples to contamination and confounding factors from various sources like the environment and lifestyle. The discussion then delves into targeted and untargeted approaches in volatilomics. Some case studies are presented to exemplify the results obtained so far. Finally, the review concludes with a discussion on the necessary steps to fully integrate volatilomics into clinical practice.
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Affiliation(s)
- Rosamaria Capuano
- Department of Electronic Engineering, University of Rome Tor Vergata, Roma, Italy
- Interdepartmental Center for Volatilomics, "A. D'Amico", University of Rome Tor Vergata, Rome, Italy
| | - Marco Ciotti
- Department of Laboratory Medicine, University Hospital Tor Vergata, Rome, Italy
| | - Alexandro Catini
- Department of Electronic Engineering, University of Rome Tor Vergata, Roma, Italy
- Interdepartmental Center for Volatilomics, "A. D'Amico", University of Rome Tor Vergata, Rome, Italy
| | - Sergio Bernardini
- Interdepartmental Center for Volatilomics, "A. D'Amico", University of Rome Tor Vergata, Rome, Italy
- Department of Laboratory Medicine, University Hospital Tor Vergata, Rome, Italy
- Department of Experimental Medicine, University of Rome Tor Vergata, Rome, Italy
| | - Corrado Di Natale
- Department of Electronic Engineering, University of Rome Tor Vergata, Roma, Italy
- Interdepartmental Center for Volatilomics, "A. D'Amico", University of Rome Tor Vergata, Rome, Italy
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Farghaly MAA, Abuelazm S, Farrell RM, Elgendy MM, Grove D, Abu-Shaweesh JM, Dweik RA, Aly H. Exhaled Breath Volatile Organic Compounds in Pregnancy: A Pilot Study. Am J Perinatol 2024. [PMID: 39515786 DOI: 10.1055/a-2463-5352] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2024]
Abstract
OBJECTIVE This study aimed to assess the volatile organic compounds (VOC)s in breath samples collected noninvasively from pregnant women during pregnancy and postpartum and compare it with nonpregnant controls. STUDY DESIGN This pilot study included 50 subjects: 10 pregnant patients in their first trimester, 10 in second trimester, 10 in third trimester, 10 in the first postpartum week, and 10 nonpregnant subjects as a control. We collected exhaled breath from subjects who reported to be healthy and free of any respiratory symptoms. Clinical and demographic data were collected. The samples were analyzed for VOCs using a selected-ion flow-tube mass spectrometer. RESULTS The VOCs monitored were 22 compounds selected for their common presence in exhaled breath. During pregnancy and postpartum period, there were differences in five compounds mainly: 2-propanol, acrylonitrile, 1-nonene, 2-nonene, and hydrogen sulfide. Significant differences in VOCs were identified during each trimester compared with controls. CONCLUSION VOCs could be measured safely and noninvasively in pregnant women. VOCs differed significantly among nonpregnant, pregnant women, and postpartum period. The utilization of this novel assay to identify fetal conditions or identifying women at risk of premature delivery, which should be further investigated in future studies. KEY POINTS · This study demonstrated that VOCs could be measured noninvasively in exhaled breath of pregnant women.. · VOCs differed significantly among women who were nonpregnant, pregnant, and in postpartum period.. · These findings might serve as a base to look for potential markers for maternal or fetal conditions..
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Affiliation(s)
| | | | - Ruth M Farrell
- OB/GYN Health Institute, Cleveland Clinic, Cleveland, Ohio
- Center for Bioethics, Cleveland Clinic, Cleveland, Ohio
| | | | - David Grove
- Respiratory Institute, Cleveland Clinic, Cleveland, Ohio
| | | | - Raed A Dweik
- Respiratory Institute, Cleveland Clinic, Cleveland, Ohio
| | - Hany Aly
- Neonatology Department, Cleveland Clinic, Cleveland, Ohio
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Lamy E, Roquencourt C, Zhou B, Salvator H, Moine P, Annane D, Devillier P, Bardin E, Grassin-Delyle S. Combination of real-time and hyphenated mass spectrometry for improved characterisation of exhaled breath biomarkers in clinical research. Anal Bioanal Chem 2024; 416:4929-4939. [PMID: 38980330 DOI: 10.1007/s00216-024-05421-7] [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: 04/14/2024] [Revised: 06/21/2024] [Accepted: 06/25/2024] [Indexed: 07/10/2024]
Abstract
Exhaled breath volatilomics is a powerful non-invasive tool for biomarker discovery in medical applications, but compound annotation is essential for pathophysiological insights and technology transfer. This study was aimed at investigating the interest of a hybrid approach combining real-time proton transfer reaction-time-of-flight mass spectrometry (PTR-TOF-MS) with comprehensive thermal desorption-two-dimensional gas chromatography coupled to time-of-flight mass spectrometry (TD-GCxGC-TOF-MS) to enhance the analysis and characterization of VOCs in clinical research, using COVID-19 as a use case. VOC biomarker candidates were selected from clinical research using PTR-TOF-MS fingerprinting in patients with COVID-19 and matched to the Human Breathomic Database. Corresponding analytical standards were analysed using both a liquid calibration unit coupled to PTR-TOF-MS and TD-GCxGC-TOF-MS, together with confirmation on new clinical samples with TD-GCxGC-TOF-MS. From 26 potential VOC biomarkers, 23 were successfully detected with PTR-TOF-MS. All VOCs were successfully detected using TD-GCxGC-TOF-MS, providing effective separation of highly chemically related compounds, including isomers, and enabling high-confidence annotation based on two-dimensional chromatographic separation and mass spectra. Four VOCs were identified with a level 1 annotation in the clinical samples. For future applications, the combination of real-time PTR-TOF-MS and comprehensive TD-GCxGC-TOF-MS, at least on a subset of samples from a whole study, would enhance the performance of VOC annotation, offering potential advancements in biomarker discovery for clinical research.
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Affiliation(s)
- Elodie Lamy
- Département de Biotechnologie de la Santé UFR Simone Veil - Santé, Université Paris-Saclay, UVSQ, INSERM, Infection et Inflammation (2I), U1173, 2 avenue de la source de la Bièvre, 78180, Montigny le Bretonneux, France
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France
| | | | - Bingqing Zhou
- Département de Biotechnologie de la Santé UFR Simone Veil - Santé, Université Paris-Saclay, UVSQ, INSERM, Infection et Inflammation (2I), U1173, 2 avenue de la source de la Bièvre, 78180, Montigny le Bretonneux, France
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France
| | - Hélène Salvator
- Exhalomics®, Hôpital Foch, Suresnes, France
- Pneumologie, Hôpital Foch, Suresnes, France
- Laboratoire de recherche en Pharmacologie Respiratoire - VIM Suresnes, UMR 0892, Université Paris-Saclay, UVSQ, Suresnes, France
| | - Pierre Moine
- Département de Biotechnologie de la Santé UFR Simone Veil - Santé, Université Paris-Saclay, UVSQ, INSERM, Infection et Inflammation (2I), U1173, 2 avenue de la source de la Bièvre, 78180, Montigny le Bretonneux, France
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France
- Réanimation médicale, Hôpital Raymond Poincaré, Assistance Publique-Hôpitaux de Paris, Garches, France
| | - Djillali Annane
- Département de Biotechnologie de la Santé UFR Simone Veil - Santé, Université Paris-Saclay, UVSQ, INSERM, Infection et Inflammation (2I), U1173, 2 avenue de la source de la Bièvre, 78180, Montigny le Bretonneux, France
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France
- Réanimation médicale, Hôpital Raymond Poincaré, Assistance Publique-Hôpitaux de Paris, Garches, France
| | - Philippe Devillier
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France
- Exhalomics®, Hôpital Foch, Suresnes, France
- Laboratoire de recherche en Pharmacologie Respiratoire - VIM Suresnes, UMR 0892, Université Paris-Saclay, UVSQ, Suresnes, France
| | - Emmanuelle Bardin
- Département de Biotechnologie de la Santé UFR Simone Veil - Santé, Université Paris-Saclay, UVSQ, INSERM, Infection et Inflammation (2I), U1173, 2 avenue de la source de la Bièvre, 78180, Montigny le Bretonneux, France
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France
- Institut Necker-Enfants Malades, Paris, France
| | - Stanislas Grassin-Delyle
- Département de Biotechnologie de la Santé UFR Simone Veil - Santé, Université Paris-Saclay, UVSQ, INSERM, Infection et Inflammation (2I), U1173, 2 avenue de la source de la Bièvre, 78180, Montigny le Bretonneux, France.
- FHU SEPSIS (Saclay and Paris Seine Nord Endeavour to PerSonalize Interventions for Sepsis) and IHU PROMETHEUS, Garches, France.
- Exhalomics®, Hôpital Foch, Suresnes, France.
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Zheng W, Min Y, Pang K, Wu D. Sample Collection and Processing in Volatile Organic Compound Analysis for Gastrointestinal Cancers. Diagnostics (Basel) 2024; 14:1563. [PMID: 39061700 PMCID: PMC11276357 DOI: 10.3390/diagnostics14141563] [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: 06/07/2024] [Revised: 07/17/2024] [Accepted: 07/18/2024] [Indexed: 07/28/2024] Open
Abstract
Volatile organic compounds have drawn significant attention in recent years as a novel tool for non-invasive detection of a wide range of diseases, including gastrointestinal cancers, for which the need for effective, affordable, and non-invasive screening methods is substantial. Sample preparation is a fundamental step that greatly influences the quality of results and the feasibility of wide-range applications. This review summarizes sampling methods used in studies aiming at testing the diagnostic value of volatile organic compounds in gastrointestinal cancers, discussing in detail some of the recent advancements in automated sampling techniques. Finally, we propose some directions in which sample collection and processing can improve for VOC analysis to be popularized in clinical settings.
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Affiliation(s)
- Weiyang Zheng
- Department of Gastroenterology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Yiyang Min
- 8-yr M.D. Program, Peking Union Medical College, Beijing 100730, China
| | - Ke Pang
- 8-yr M.D. Program, Peking Union Medical College, Beijing 100730, China
| | - Dong Wu
- Department of Gastroenterology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
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