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He B, Wang K, Xiang J, Bing P, Tang M, Tian G, Guo C, Xu M, Yang J. DGHNE: network enhancement-based method in identifying disease-causing genes through a heterogeneous biomedical network. Brief Bioinform 2022; 23:6712302. [PMID: 36151744 DOI: 10.1093/bib/bbac405] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 08/01/2022] [Accepted: 08/21/2022] [Indexed: 12/14/2022] Open
Abstract
The identification of disease-causing genes is critical for mechanistic understanding of disease etiology and clinical manipulation in disease prevention and treatment. Yet the existing approaches in tackling this question are inadequate in accuracy and efficiency, demanding computational methods with higher identification power. Here, we proposed a new method called DGHNE to identify disease-causing genes through a heterogeneous biomedical network empowered by network enhancement. First, a disease-disease association network was constructed by the cosine similarity scores between phenotype annotation vectors of diseases, and a new heterogeneous biomedical network was constructed by using disease-gene associations to connect the disease-disease network and gene-gene network. Then, the heterogeneous biomedical network was further enhanced by using network embedding based on the Gaussian random projection. Finally, network propagation was used to identify candidate genes in the enhanced network. We applied DGHNE together with five other methods into the most updated disease-gene association database termed DisGeNet. Compared with all other methods, DGHNE displayed the highest area under the receiver operating characteristic curve and the precision-recall curve, as well as the highest precision and recall, in both the global 5-fold cross-validation and predicting new disease-gene associations. We further performed DGHNE in identifying the candidate causal genes of Parkinson's disease and diabetes mellitus, and the genes connecting hyperglycemia and diabetes mellitus. In all cases, the predicted causing genes were enriched in disease-associated gene ontology terms and Kyoto Encyclopedia of Genes and Genomes pathways, and the gene-disease associations were highly evidenced by independent experimental studies.
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Affiliation(s)
- Binsheng He
- Academician Workstation, Changsha Medical University, Changsha 410219, China.,Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha 410219, P. R. China.,School of pharmacy, Changsha Medical University, Changsha 410219, P. R. China
| | - Kun Wang
- School of Mathematical Sciences, Ocean University of China, Qingdao 266100, China
| | - Ju Xiang
- Academician Workstation, Changsha Medical University, Changsha 410219, China
| | - Pingping Bing
- Academician Workstation, Changsha Medical University, Changsha 410219, China.,Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha 410219, P. R. China.,School of pharmacy, Changsha Medical University, Changsha 410219, P. R. China
| | - Min Tang
- School of Life Sciences, Jiangsu University, Zhenjiang 212001, Jiangsu, China
| | - Geng Tian
- Geneis (Beijing) Co., Ltd., Beijing 100102, China
| | - Cheng Guo
- Center for Infection and Immunity, Mailman School of Public Health, Columbia University, New York, NY, 10032, USA
| | - Miao Xu
- Broad institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA
| | - Jialiang Yang
- Academician Workstation, Changsha Medical University, Changsha 410219, China.,Hunan Key Laboratory of the Research and Development of Novel Pharmaceutical Preparations, Changsha Medical University, Changsha 410219, P. R. China.,School of pharmacy, Changsha Medical University, Changsha 410219, P. R. China.,Geneis (Beijing) Co., Ltd., Beijing 100102, China
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2
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Jane L Espartero L, Yamada M, Ford J, Owens G, Prow T, Juhasz A. Health-related toxicity of emerging per- and polyfluoroalkyl substances: Comparison to legacy PFOS and PFOA. ENVIRONMENTAL RESEARCH 2022; 212:113431. [PMID: 35569538 DOI: 10.1016/j.envres.2022.113431] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Revised: 04/26/2022] [Accepted: 05/02/2022] [Indexed: 06/15/2023]
Abstract
Per- and polyfluoroalkyl substances (PFAS) are highly persistent, manufactured chemicals used in various manufacturing processes and found in numerous commercial products. With over 9000 compounds belonging to this chemical class, there is increasing concern regarding human exposure to these compounds due to their persistent, bioaccumulative, and toxic nature. Human exposure to PFAS may occur from a variety of exposure sources, including, air, food, indoor dust, soil, water, from the transfer of PFAS from non-stick wrappers to food, use of cosmetics, and other personal care products. This critical review presents recent research on the health-related impacts of PFAS exposure, highlighting compounds other than Perfluorooctanoic acid (PFOA) and Perfluoroctane sulfonate (PFOS) that cause adverse health effects, updates the current state of knowledge on PFAS toxicity, and, where possible, elucidates cause-and-effect relationships. Recent reviews identified that exposure to PFAS was associated with adverse health impacts on female and male fertility, metabolism in pregnancy, endocrine function including pancreatic dysfunction and risk of developing Type 2 diabetes, lipid metabolism and risk of childhood adiposity, hepatic and renal function, immune function, cardiovascular health (atherosclerosis), bone health including risk for dental cavities, osteoporosis, and vitamin D deficiency, neurological function, and risk of developing breast cancer. However, while cause-and-effect relationships for many of these outcomes were not able to be clearly elucidated, it was identified that 1) the evidence derived from both animal models and humans suggested that PFAS may exert harmful impacts on both animals and humans, however extrapolating data from animal to human studies was complicated due to differences in exposure/elimination kinetics, 2) PFAS precursor kinetics and toxicity mechanism data are still limited despite ongoing exposures, and 3) studies in humans, which provide contrasting results require further investigation of the long-term-exposed population to better evaluate the biological toxicity of chronic exposure to PFAS.
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Affiliation(s)
- Lore Jane L Espartero
- Future Industries Institute (FII), University of South Australia, Mawson Lakes, South Australia, Australia
| | - Miko Yamada
- Future Industries Institute (FII), University of South Australia, Mawson Lakes, South Australia, Australia
| | - Judith Ford
- University of Sydney, New South Wales, United Kingdom
| | - Gary Owens
- Future Industries Institute (FII), University of South Australia, Mawson Lakes, South Australia, Australia
| | - Tarl Prow
- Future Industries Institute (FII), University of South Australia, Mawson Lakes, South Australia, Australia; Skin Research Centre, York Biomedical Research Institute, Hull York Medical School, University of York, United Kingdom
| | - Albert Juhasz
- Future Industries Institute (FII), University of South Australia, Mawson Lakes, South Australia, Australia.
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Yu X, Lophatananon A, Mekli K, Burns A, Muir KR, Guo H. A suggested shared aetiology of dementia - a colocalization study. Neurobiol Aging 2022; 117:71-82. [PMID: 35675752 DOI: 10.1016/j.neurobiolaging.2022.05.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 05/05/2022] [Accepted: 05/07/2022] [Indexed: 11/11/2022]
Abstract
Identification of shared causal genes between dementia and its related clinical outcomes can help understand shared aetiology and multimorbidity surrounding dementia. We performed the HyPrColoc colocalization analysis to detect possible shared causal genes between dementia or Alzheimer's disease (AD) and 5 selected traits: stroke, diabetes, atherosclerosis, cholesterol level, and alcohol consumption within 601 dementia or AD associated genetic regions using summary results of the UK Biobank genome-wide association studies. Functional analysis was performed on the candidate causal genes to explore potential biological pathways. Rs150562240 in the LPIN3 gene was identified as a candidate shared causal variant across dementia, AD and atherosclerosis. Evidence for pairwise colocalization between dementia and stroke, dementia (or AD) and atherosclerosis, and dementia (or AD) and diabetes was found in 2, 6 and 2 genetic regions respectively. Colocalization signals between diabetes and the other 3 non-dementia/AD traits were detected in 5 regions. The colocalization evidence shown in our study suggested shared aetiology between dementia and related diseases such as stroke, atherosclerosis, and diabetes.
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Affiliation(s)
- Xinzhu Yu
- Centre for Biostatistics, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester UK
| | - Artitaya Lophatananon
- Centre for Integrated Genomic Medicine, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester UK
| | - Krisztina Mekli
- Centre for Integrated Genomic Medicine, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester UK
| | - Alistair Burns
- Division of Neuroscience and Experimental Psychology, School of Social Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester UK
| | - Kenneth R Muir
- Centre for Integrated Genomic Medicine, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester UK
| | - Hui Guo
- Centre for Biostatistics, Division of Population Health, Health Services Research & Primary Care, School of Health Sciences, Faculty of Biology, Medicine and Health, The University of Manchester, Manchester UK.
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Behlen JC, Lau CH, Li Y, Dhagat P, Stanley JA, Rodrigues Hoffman A, Golding MC, Zhang R, Johnson NM. Gestational Exposure to Ultrafine Particles Reveals Sex- and Dose-Specific Changes in Offspring Birth Outcomes, Placental Morphology, and Gene Networks. Toxicol Sci 2021; 184:204-213. [PMID: 34609516 DOI: 10.1093/toxsci/kfab118] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Particulate matter (PM) causes adverse developmental outcomes following prenatal exposure, but the underlying biological mechanisms remain uncertain. Here we elucidate the effects of diesel exhaust ultrafine particle (UFP) exposure during pregnancy on placental and fetal development. Time-mated C57Bl/6n mice were gestationally exposed to UFPs at a low dose (LD, 100 µg/m3) or high dose (HD, 500 µg/m3) for 6 h daily. Phenotypic effects on fetuses and placental morphology at gestational day (GD) of 18.5 were evaluated, and RNA sequencing was characterized for transcriptomic changes in placental tissue from male and female offspring. A significant decrease in average placental weights and crown to rump lengths was observed in female offspring in the LD exposure group. Gestational UFP exposure altered placental morphology in a dose- and sex-specific manner. Average female decidua areas were significantly greater in the LD and HD groups. Maternal lacunae mean areas were increased in the female LD group, whereas fetal blood vessel mean areas were significantly greater in the male LD and HD groups. RNA sequencing indicated several disturbed cellular functions related to lipid metabolism, which were most pronounced in the LD group and especially in female placental tissue. Our findings demonstrate the vulnerability of offspring exposed to UFPs during pregnancy, highlighting sex-specific effects and emphasizing the importance of mitigating PM exposure to prevent adverse health outcomes.
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Affiliation(s)
| | | | - Yixin Li
- Department of Chemistry, Texas A&M University, College Station, Texas 77843, USA
| | - Prit Dhagat
- Alabama School of Osteopathic Medicine, Dothan, Alabama 36303, USA
| | - Jone A Stanley
- Covance Laboratories, Inc., Greenfield, Indiana 46140, USA
| | | | | | - Renyi Zhang
- Department of Chemistry, Texas A&M University, College Station, Texas 77843, USA.,Department of Atmospheric Sciences, Texas A&M University, College Station, Texas 77843, USA
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Cheng CW, Villani V, Buono R, Wei M, Kumar S, Yilmaz OH, Cohen P, Sneddon JB, Perin L, Longo VD. Fasting-Mimicking Diet Promotes Ngn3-Driven β-Cell Regeneration to Reverse Diabetes. Cell 2017; 168:775-788.e12. [PMID: 28235195 PMCID: PMC5357144 DOI: 10.1016/j.cell.2017.01.040] [Citation(s) in RCA: 229] [Impact Index Per Article: 28.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2016] [Revised: 11/23/2016] [Accepted: 01/30/2017] [Indexed: 01/01/2023]
Abstract
Stem-cell-based therapies can potentially reverse organ dysfunction and diseases, but the removal of impaired tissue and activation of a program leading to organ regeneration pose major challenges. In mice, a 4-day fasting mimicking diet (FMD) induces a stepwise expression of Sox17 and Pdx-1, followed by Ngn3-driven generation of insulin-producing β cells, resembling that observed during pancreatic development. FMD cycles restore insulin secretion and glucose homeostasis in both type 2 and type 1 diabetes mouse models. In human type 1 diabetes pancreatic islets, fasting conditions reduce PKA and mTOR activity and induce Sox2 and Ngn3 expression and insulin production. The effects of the FMD are reversed by IGF-1 treatment and recapitulated by PKA and mTOR inhibition. These results indicate that a FMD promotes the reprogramming of pancreatic cells to restore insulin generation in islets from T1D patients and reverse both T1D and T2D phenotypes in mouse models. PAPERCLIP.
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Affiliation(s)
- Chia-Wei Cheng
- Longevity Institute, School of Gerontology, Department of Biological Sciences, University of Southern California, 3715 McClintock Avenue, Los Angeles, CA 90089-0191, USA; Koch Institute at MIT, 500 Main Street, Cambridge, MA 02139, USA
| | - Valentina Villani
- GOFARR Laboratory for Organ Regenerative Research and Cell Therapeutics, Children's Hospital Los Angeles, Division of Urology, Saban Research Institute, University of Southern California, Los Angeles, Los Angeles, CA 90027, USA
| | - Roberta Buono
- Longevity Institute, School of Gerontology, Department of Biological Sciences, University of Southern California, 3715 McClintock Avenue, Los Angeles, CA 90089-0191, USA; IFOM FIRC Institute of Molecular Oncology, Via Adamello 16, Milan 20139, Italy
| | - Min Wei
- Longevity Institute, School of Gerontology, Department of Biological Sciences, University of Southern California, 3715 McClintock Avenue, Los Angeles, CA 90089-0191, USA
| | - Sanjeev Kumar
- Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research at USC, Keck School of Medicine, University of Southern California, Los Angeles, CA 90027, USA
| | - Omer H Yilmaz
- Koch Institute at MIT, 500 Main Street, Cambridge, MA 02139, USA
| | - Pinchas Cohen
- Longevity Institute, School of Gerontology, Department of Biological Sciences, University of Southern California, 3715 McClintock Avenue, Los Angeles, CA 90089-0191, USA
| | - Julie B Sneddon
- Diabetes Center, University of California, San Francisco, 513 Parnassus Avenue, San Francisco, CA 94143
| | - Laura Perin
- GOFARR Laboratory for Organ Regenerative Research and Cell Therapeutics, Children's Hospital Los Angeles, Division of Urology, Saban Research Institute, University of Southern California, Los Angeles, Los Angeles, CA 90027, USA
| | - Valter D Longo
- Longevity Institute, School of Gerontology, Department of Biological Sciences, University of Southern California, 3715 McClintock Avenue, Los Angeles, CA 90089-0191, USA; Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research at USC, Keck School of Medicine, University of Southern California, Los Angeles, CA 90027, USA; IFOM FIRC Institute of Molecular Oncology, Via Adamello 16, Milan 20139, Italy.
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Lee SH, Athavankar S, Cohen T, Piran R, Kiselyuk A, Levine F. Identification of alverine and benfluorex as HNF4α activators. ACS Chem Biol 2013; 8:1730-6. [PMID: 23675775 DOI: 10.1021/cb4000986] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The principal finding of this study is that two drugs, alverine and benfluorex, used in vastly different clinical settings, activated the nuclear receptor transcription factor HNF4α. Both were hits in a high-throughput screen for compounds that reversed the inhibitory effect of the fatty acid palmitate on human insulin promoter activity. Alverine is used in the treatment of irritable bowel syndrome, while benfluorex (Mediator) was used to treat hyperlipidemia and type II diabetes. Benfluorex was withdrawn from the market recently because of serious cardiovascular side effects related to fenfluramine-like activity. Strikingly, alverine and benfluorex have a previously unrecognized structural similarity, consistent with a common mechanism of action. Gene expression and biochemical studies revealed that they both activate HNF4α. This novel mechanism of action should lead to a reinterpretation of previous studies with these drugs and suggests a path toward the development of therapies for diseases such as inflammatory bowel and diabetes that may respond to HNF4α activators.
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Affiliation(s)
- Seung-Hee Lee
- Sanford Children’s
Health Research Center, Sanford-Burnham Medical Research Institute, La Jolla,
California, 92037, United States
| | - Sonalee Athavankar
- Sanford Children’s
Health Research Center, Sanford-Burnham Medical Research Institute, La Jolla,
California, 92037, United States
| | - Tom Cohen
- Sanford Children’s
Health Research Center, Sanford-Burnham Medical Research Institute, La Jolla,
California, 92037, United States
| | - Ron Piran
- Sanford Children’s
Health Research Center, Sanford-Burnham Medical Research Institute, La Jolla,
California, 92037, United States
| | - Alice Kiselyuk
- Sanford Children’s
Health Research Center, Sanford-Burnham Medical Research Institute, La Jolla,
California, 92037, United States
| | - Fred Levine
- Sanford Children’s
Health Research Center, Sanford-Burnham Medical Research Institute, La Jolla,
California, 92037, United States
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Takagi S, Nakajima M, Kida K, Yamaura Y, Fukami T, Yokoi T. MicroRNAs regulate human hepatocyte nuclear factor 4alpha, modulating the expression of metabolic enzymes and cell cycle. J Biol Chem 2009; 285:4415-22. [PMID: 20018894 DOI: 10.1074/jbc.m109.085431] [Citation(s) in RCA: 128] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Hepatocyte nuclear factor (HNF) 4alpha is a key transcription factor regulating endo/xenobiotic-metabolizing enzymes and transporters. We investigated whether microRNAs are involved in the regulation of human HNF4alpha. Potential recognition elements for miR-24 (MRE24) were identified in the coding region and the 3'-untranslated region (3'-UTR), and those for miR-34a (MRE34a) were identified in the 3'-UTR in HNF4alpha mRNA. The HNF4alpha protein level in HepG2 cells was markedly decreased by the overexpression of miR-24 and miR-34a. The HNF4alpha mRNA level was significantly decreased by the overexpression of miR-24 but not by miR-34a. In luciferase analyses in HEK293 cells, the reporter activity of plasmid containing the 3'-UTR of HNF4alpha was significantly decreased by miR-34a. The reporter activity of plasmid containing the HNF4alpha coding region downstream of the luciferase gene was significantly decreased by miR-24. These results suggest that the MRE24 in the coding region and MRE34a in the 3'-UTR are functional in the negative regulation by mRNA degradation and translational repression, respectively. The down-regulation of HNF4alpha by these microRNAs resulted in the decrease of various target genes such as cytochrome P450 7A1 and 8B1 as well as morphological changes and the decrease of the S phase population in HepG2 cells. We also clarified that the expressions of miR-24 and miR-34a were regulated by protein kinase C/mitogen-activated protein kinase and reactive oxygen species pathways, respectively. In conclusion, we found that human HNF4alpha was down-regulated by miR-24 and miR-34a, the expression of which are regulated by cellular stress, affecting the metabolism and cellular biology.
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Affiliation(s)
- Shingo Takagi
- Drug Metabolism and Toxicology, Division of Pharmaceutical Sciences, Graduate School of Medical Science, Kanazawa University, Kakuma-machi, Kanazawa 920-1192, Japan
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