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Li Jing College of Physical Education, Chaohu University, Anhui Province, China

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Wang Chengji College of Physical Education, Chaohu University, Anhui Province, China

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filtration system. On the other hand, the non-invasive collection of urine is conducive to many metabolomic applications. Metabolomics enables the systematic assessment of the abundant changes of low-molecular-weight compounds present in biological samples

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Jia Li Xiamen Diabetes Institute, The First Affiliated Hospital of Xiamen University, Xiamen, China
Department of Electronic Science, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, China

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Yan Zhao Xiamen Diabetes Institute, The First Affiliated Hospital of Xiamen University, Xiamen, China

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Caoxin Huang Xiamen Diabetes Institute, The First Affiliated Hospital of Xiamen University, Xiamen, China

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Zheng Chen Xiamen Diabetes Institute, The First Affiliated Hospital of Xiamen University, Xiamen, China

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Xiulin Shi Xiamen Diabetes Institute, The First Affiliated Hospital of Xiamen University, Xiamen, China

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Long Li Institute of Drug Discovery Technology, Ningbo University, Ningbo, China

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Zhong Chen Department of Electronic Science, State Key Laboratory of Physical Chemistry of Solid Surfaces, Xiamen University, Xiamen, China

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Xuejun Li Xiamen Diabetes Institute, The First Affiliated Hospital of Xiamen University, Xiamen, China

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, physical activity has shown a reduction in diabetes and cardiovascular diseases (35 and 49%, respectively) among NAFLD patients ( 5 , 6 ). Metabolomics is a high-throughput technology that can measure thousands of metabolites (in biological fluids or

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Charlotte Höybye Department of Endocrinology, Department of Molecular Medicine and Surgery, Metabolism and Diabetology, Karolinska University Hospital, 171 76 Stockholm, Sweden
Department of Endocrinology, Department of Molecular Medicine and Surgery, Metabolism and Diabetology, Karolinska University Hospital, 171 76 Stockholm, Sweden

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Erik Wahlström Department of Endocrinology, Department of Molecular Medicine and Surgery, Metabolism and Diabetology, Karolinska University Hospital, 171 76 Stockholm, Sweden

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Petra Tollet-Egnell Department of Endocrinology, Department of Molecular Medicine and Surgery, Metabolism and Diabetology, Karolinska University Hospital, 171 76 Stockholm, Sweden

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Gunnar Norstedt Department of Endocrinology, Department of Molecular Medicine and Surgery, Metabolism and Diabetology, Karolinska University Hospital, 171 76 Stockholm, Sweden

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Introduction Metabolomics is an exciting new analytical field in systems biology, which uses techniques such as mass spectrometry (MS) and nuclear magnetic resonance (NMR) spectroscopy to define the pattern of low-molecular weight compounds (LMCs

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Run-Qing Xiong Department of Ultrasonic Imaging, Xiamen Medical College Affiliated Second Hospital, Fujian, China

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Yan-Ping Li Key Laboratory of Functional and Clinical Translational Medicine, Fujian Province University, Xiamen Medical College, Fujian, China

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Lu-Ping Lin Department of Endocrinology, Xiamen Medical College Affiliated Second Hospital, Fujian, China

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Jeng-Yuan Yao Key Laboratory of Functional and Clinical Translational Medicine, Fujian Province University, Xiamen Medical College, Fujian, China

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, imaging markers, and even genetic markers, providing valuable insights into the disease's pathology ( 12 , 13 , 14 ). In recent years, metabolomics, an emerging field of ‘omics’ research, has shown great promise in identifying novel biomarkers for

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Shuqi Li Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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Chenye Shi Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China

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Haifu Wu Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China

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Hongmei Yan Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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Mingfeng Xia Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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Heng Jiao Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China

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Yang He Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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Ming Zhong Department of Critical Care Medicine, Zhongshan Hospital, Fudan University, Shanghai, China

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Wenhui Lou Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China

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Xin Gao Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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Hua Bian Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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Xinxia Chang Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China

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mainly focused on the exploration of upstream genomics, transcriptomics, and proteomics. The recent application of metabolomics in medical research has enabled the development of metabolic biomarkers and the elucidation of physiological mechanisms

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Aneta Gawlik Department of Pediatrics and Pediatric Endocrinology, School of Medicine in Katowice, Medical University of Silesia, Upper Silesia Children’s Care Health Centre, Katowice, Poland

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Michael Shmoish Bioinformatics Knowledge Unit, Lorry I. Lokey Interdisciplinary Center for Life Sciences and Engineering, Technion – Israel Institute of Technology, Haifa, Israel

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Michaela F Hartmann Steroid Research & Mass Spectrometry Unit, Division of Pediatric Endocrinology and Diabetology, Center of Child and Adolescent Medicine, Justus Liebig University, Giessen, Germany

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Stefan A Wudy Steroid Research & Mass Spectrometry Unit, Division of Pediatric Endocrinology and Diabetology, Center of Child and Adolescent Medicine, Justus Liebig University, Giessen, Germany

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Zbigniew Olczak Department of Diagnostic Imaging, Upper Silesia Children’s Care Health Centre, Katowice, Poland

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Katarzyna Gruszczynska Department of Diagnostic Imaging, School of Medicine in Katowice, Medical University of Silesia, Upper Silesia Children’s Care Health Centre, Katowice, Poland

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Ze’ev Hochberg Faculty of Medicine, Technion – Israel Institute of Technology, Haifa, Israel

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subject’s unique metabolic fingerprint and offers means of metabolomic phenotyping at the individual level ( 9 , 10 ). Thus, each individual has a unique ‘steroidal fingerprint’. A cluster of similar ‘steroidal fingerprints’ related to a disease would be

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Shanlee M Davis Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA
eXtraOrdinarY Kids Clinic, Children's Hospital Colorado, Aurora, Colorado, USA

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Rhianna Urban Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine, Rochester, Minnesota, USA

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Angelo D’Alessandro Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, Colorado, USA

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Julie A Reisz Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, Colorado, USA

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Christine L Chan Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA

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Megan Kelsey Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA

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Susan Howell Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA
eXtraOrdinarY Kids Clinic, Children's Hospital Colorado, Aurora, Colorado, USA

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Nicole Tartaglia Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA
eXtraOrdinarY Kids Clinic, Children's Hospital Colorado, Aurora, Colorado, USA

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Philip Zeitler Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA
eXtraOrdinarY Kids Clinic, Children's Hospital Colorado, Aurora, Colorado, USA

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Peter Baker II Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA

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. Metabolomics, or the study of small molecules in biological samples, is a powerful tool to inform metabolic processes in disease states. Metabolomics is a comprehensive approach to assessing systems biology, encompassing both endogenous metabolic processes and

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Yang Yu Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Hairong Hao Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Linghui Kong Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Jie Zhang Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Feng Bai Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Fei Guo Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Pan Wei Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Rui Chen Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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Wen Hu Department of Endocrinology and Metabolism, Huai’an Hospital Affiliated to Xuzhou Medical University and Huai’an Second People’s Hospital, Huai’an, Jiangsu, China

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. The sequence of gene primers is shown in Supplementary Table 2. All experiments were performed in triplicate. Relative quantitative expression levels were calculated using the 2 −∆∆ Ct method. Collection of serum samples and metabolomic

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Kylie D Rock Department of Biological Sciences, North Carolina State University, Raleigh, North Carolina, USA

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Brian Horman Department of Biological Sciences, North Carolina State University, Raleigh, North Carolina, USA

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Allison L Phillips Nicholas School of the Environment, Duke University, Durham, North Carolina, USA

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Susan L McRitchie NIH Eastern Regional Comprehensive Metabolomics Res. Core, Univ. of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA

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Scott Watson NIH Eastern Regional Comprehensive Metabolomics Res. Core, Univ. of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA

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Jocelin Deese-Spruill NIH Eastern Regional Comprehensive Metabolomics Res. Core, Univ. of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA

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Dereje Jima Center for Human Health and the Environment, North Carolina State University, Raleigh, North Carolina, USA
Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina, USA

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Susan Sumner NIH Eastern Regional Comprehensive Metabolomics Res. Core, Univ. of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
Center for Human Health and the Environment, North Carolina State University, Raleigh, North Carolina, USA

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Heather M Stapleton Nicholas School of the Environment, Duke University, Durham, North Carolina, USA

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Heather B Patisaul Department of Biological Sciences, North Carolina State University, Raleigh, North Carolina, USA
Center for Human Health and the Environment, North Carolina State University, Raleigh, North Carolina, USA

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adipogenesis. To probe these and other possible modes of action including disruption of 5-HT production and placental inflammation, we employed a diverse range of hypothesis-generating (RNA sequencing and untargeted metabolomics) and targeted (quantitative real

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Xiaonan Guo Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Wenjing Hu Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Xiaorui Lyu Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Hanyuan Xu Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Huijuan Zhu Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Hui Pan Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Linjie Wang Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Hongbo Yang Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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Fengying Gong Key Laboratory of Endocrinology of National Health Commission, Department of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China

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further analyze the liver situation of congenital IGHD patients. Metabolomics has been used in the comprehensive profiling of small molecular metabolites (<1 kDa) in cells, tissues, and whole organisms ( 7 ). It has been roughly divided into targeted

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