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Wei M, Liu J, Wang X, Liu X, Jiang L, Jiang Y, Ma Y, Wang J, Yuan H, An X, Song Y, Zhang L. Multi-omics analysis of kidney tissue metabolome and proteome reveals the protective effect of sheep milk against adenine-induced chronic kidney disease in mice. Food Funct 2024; 15:7046-7062. [PMID: 38864415 DOI: 10.1039/d4fo00619d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2024]
Abstract
Chronic kidney disease (CKD) is characterized by impaired renal function and is associated with inflammation, oxidative stress, and fibrosis. Sheep milk contains several bioactive molecules with protective effects against inflammation and oxidative stress. In the current study, we investigated the potential renoprotective effects of sheep milk and the associated mechanisms of action in an adenine-induced CKD murine model. Sheep milk delayed renal chronic inflammation (e.g., significant reduction in levels of inflammatory factors Vcam1, Icam1, Il6, and Tnfa), fibrosis (significant reduction in levels of fibrosis factors Col1a1, Fn1, and Tgfb), oxidative stress (significant increase in levels of antioxidants and decrease in oxidative markers), mineral disorders, and renal injury in adenine-treated mice (e.g. reduced levels of kidney injury markers NGAL and KIM-1). The combined proteomics and metabolomics analyses showed that sheep milk may affect the metabolic processes of several compounds, including proteins, lipids, minerals, and hormones in mice with adenine-induced chronic kidney disease. In addition, it may regulate the expression of fibrosis-related factors and inflammatory factors through the JAK1/STAT3/HIF-1α signaling pathway, thus exerting its renoprotective effects. Therefore, sheep milk may be beneficial for patients with CKD and should be evaluated in preclinical and clinical studies.
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Affiliation(s)
- Mengyao Wei
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Jiaxin Liu
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Xiaofei Wang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Xiaorui Liu
- Division of Laboratory Safety and Services, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Luyao Jiang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Yue Jiang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Yingtian Ma
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Jiangang Wang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Hao Yuan
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Xiaopeng An
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Yuxuan Song
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
| | - Lei Zhang
- College of Animal Science and Technology, Northwest A&F University, Yangling, Shannxi 712100, China.
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Garrett ME, Foster MW, Telen MJ, Ashley-Koch AE. Nontargeted Plasma Proteomic Analysis of Renal Disease and Pulmonary Hypertension in Patients with Sickle Cell Disease. J Proteome Res 2024; 23:1039-1048. [PMID: 38353026 DOI: 10.1021/acs.jproteome.3c00748] [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] [Indexed: 03/02/2024]
Abstract
Sickle cell disease (SCD) is characterized by red blood cell sickling, vaso-occlusion, hemolytic anemia, damage to multiple organ systems, and, as a result, shortened life expectancy. Sickle cell disease nephropathy (SCDN) and pulmonary hypertension (pHTN) are common and frequently co-occurring complications of SCD; both are associated with markedly accelerated mortality. To identify candidate circulating biomarkers of SCDN and pHTN, we used mass spectrometry to quantify the relative abundance of >1000 proteins in plasma samples from 189 adults with SCD from the Outcome Modifying Genes in SCD (OMG-SCD) cohort (ProteomeXchange identifier PXD048716). Forty-four proteins were differentially abundant in SCDN, most significantly cystatin-C and collagen α-1(XVIII) chain (COIA1), and 55 proteins were dysregulated in patients with SCDN and pHTN, most significantly insulin-like growth factor-binding protein 6 (IBP6). Network analysis identified a module of 133 coregulated proteins significantly associated with SCDN, that was enriched for extracellular matrix proteins, insulin-like growth factor binding proteins, cell adhesion proteins, EGF-like calcium binding proteins, and several cadherin family members. Collectively, these data provide a comprehensive understanding of plasma protein changes in SCDN and pHTN which validate numerous studies of chronic kidney disease and suggest shared profiles of protein disruption in kidney dysfunction and pHTN among SCD patients.
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Affiliation(s)
- Melanie E Garrett
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, North Carolina 27701, United States
| | - Matthew W Foster
- Department of Medicine, Division of Pulmonary, Allergy and Critical Care, Duke University Medical Center, Durham, North Carolina 27701, United States
- Duke Proteomics and Metabolomics Core Facility, Duke University School of Medicine, Durham, North Carolina 27701, United States
| | - Marilyn J Telen
- Department of Medicine, Division of Hematology and Duke Comprehensive Sickle Cell Center, Duke University Medical Center, Durham, North Carolina 27701, United States
| | - Allison E Ashley-Koch
- Duke Molecular Physiology Institute, Duke University Medical Center, Durham, North Carolina 27701, United States
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3
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Li H, Dixon EE, Wu H, Humphreys BD. Comprehensive single-cell transcriptional profiling defines shared and unique epithelial injury responses during kidney fibrosis. Cell Metab 2022; 34:1977-1998.e9. [PMID: 36265491 PMCID: PMC9742301 DOI: 10.1016/j.cmet.2022.09.026] [Citation(s) in RCA: 61] [Impact Index Per Article: 30.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2022] [Revised: 07/19/2022] [Accepted: 09/28/2022] [Indexed: 01/12/2023]
Abstract
The underlying cellular events driving kidney fibrogenesis and metabolic dysfunction are incompletely understood. Here, we employed single-cell combinatorial indexing RNA sequencing to analyze 24 mouse kidneys from two fibrosis models. We profiled 309,666 cells in one experiment, representing 50 cell types/states encompassing epithelial, endothelial, immune, and stromal populations. Single-cell analysis identified diverse injury states of the proximal tubule, including two distinct early-phase populations with dysregulated lipid and amino acid metabolism, respectively. Lipid metabolism was defective in the chronic phase but was transiently activated in the very early stages of ischemia-induced injury, where we discovered increased lipid deposition and increased fatty acid β-oxidation. Perilipin 2 was identified as a surface marker of intracellular lipid droplets, and its knockdown in vitro disrupted cell energy state maintenance during lipid accumulation. Surveying epithelial cells across nephron segments identified shared and unique injury responses. Stromal cells exhibited high heterogeneity and contributed to fibrogenesis by epithelial-stromal crosstalk.
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Affiliation(s)
- Haikuo Li
- Division of Nephrology, Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Eryn E Dixon
- Division of Nephrology, Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Haojia Wu
- Division of Nephrology, Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Benjamin D Humphreys
- Division of Nephrology, Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA; Department of Developmental Biology, Washington University in St. Louis, St. Louis, MO, USA.
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4
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Surapaneni A, Schlosser P, Zhou L, Liu C, Chatterjee N, Arking DE, Dutta D, Coresh J, Rhee EP, Grams ME. Identification of 969 protein quantitative trait loci in an African American population with kidney disease attributed to hypertension. Kidney Int 2022; 102:1167-1177. [PMID: 35870639 DOI: 10.1016/j.kint.2022.07.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 06/02/2022] [Accepted: 07/06/2022] [Indexed: 12/14/2022]
Abstract
Investigations into the causal underpinnings of disease processes can be aided by the incorporation of genetic information. Genetic studies require populations varied in both ancestry and prevalent disease in order to optimize discovery and ensure generalizability of findings to the global population. Here, we report the genetic determinants of the serum proteome in 466 African Americans with chronic kidney disease attributed to hypertension from the richly phenotyped African American Study of Kidney Disease and Hypertension (AASK) study. Using the largest aptamer-based protein profiling platform to date (6,790 proteins or protein complexes), we identified 969 genetic associations with 900 unique proteins; including 52 novel cis (local) associations and 379 novel trans (distant) associations. The genetic effects of previously published cis-protein quantitative trait loci (pQTLs) were found to be highly reproducible, and we found evidence that our novel genetic signals colocalize with gene expression and disease processes. Many trans- pQTLs were found to reflect associations mediated by the circulating cis protein, and the common trans-pQTLs are enriched for processes involving extracellular vesicles, highlighting a plausible mechanism for distal regulation of the levels of secreted proteins. Thus, our study generates a valuable resource of genetic associations linking variants to protein levels and disease in an understudied patient population to inform future studies of drug targets and physiology.
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Affiliation(s)
- Aditya Surapaneni
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA; Department of Medicine, New York University Grossman School of Medicine, New York, New York, USA
| | - Pascal Schlosser
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA; Institute of Genetic Epidemiology, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany
| | - Linda Zhou
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Celina Liu
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Nilanjan Chatterjee
- Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Dan E Arking
- McKusick-Nathans Institute, Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Diptavo Dutta
- Institute of Genetic Epidemiology, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany
| | - Josef Coresh
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA; Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Eugene P Rhee
- Nephrology Division and Endocrine Unit, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Morgan E Grams
- Department of Epidemiology, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA; Department of Medicine, New York University Grossman School of Medicine, New York, New York, USA.
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Hao J, Huang X, Guan J, Feng J, Li D, Cao S, Li Y, Liao Y, Sun X, Liu D, Li X. Shenkang injection protects against renal fibrosis by reducing perforin expression through the STING/TBK1/IRF3 signaling pathways in natural killer cells. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2022; 104:154206. [PMID: 35724525 DOI: 10.1016/j.phymed.2022.154206] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 04/30/2022] [Accepted: 05/24/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND Immune activation, chronic inflammation, and renal interstitial fibrosis (RIF) are associated with chronic kidney disease (CKD). The herbal formula, Shenkang injection (SKI), has been reported to attenuate RIF. However, the mechanisms by which SKI alleviates renal fibrosis, especially the role of natural killer (NK) cells, are unknown and require exploration. PURPOSE This study aimed to determine the mechanisms by which SKI alleviates RIF. METHODS Differential gene expression between CKD mice and control groups was explored using bioinformatics analysis. To reveal how SKI reduces RIF in CKD, a CKD mouse model was established using folic acid for in vivo studies, and human kidney-2 cells were used for in vitro experiments. The effects of various SKI doses were then determined. Immunohistochemical staining, Enzyme-linked immunosorbent assay, western blotting, and quantitative real-time PCR were used for pathological and molecular expression detection. RESULTS We first investigated the potential immune dysfunction in CKD using bioinformatics analysis. Some differentially expressed genes were enriched in immune-related functions. The expressions of perforin and interferon (IFN)-γ, which are mainly released by NK cells, were significantly higher in patients with CKD (p< 0.05). In vivo experiments showed that SKI alleviated renal fibrosis in a folic acid-induced renal fibrosis model. Serum creatinine and blood urea nitrogen levels were reduced in the high-dose SKI-treated group. Additionally, the mRNA and protein expression levels of type IV collagen and alpha-spinal muscular atrophy were reduced. Biochemical detection showed that SKI could also downregulate the activity of NK cells (by decreasing the expressions of perforin and IFN-γ). Increased levels of stimulator of interferon genes (STING)/TANK-binding kinase 1 (TBK1)/IFN regulatory factor 3 (IRF3), phosphorylation of TBK1, and IRF3 in FA-induced RIF mice were alleviated by SKI treatment, which was consistent with the results of in vitro experiments. CONCLUSION These results demonstrated that SKI could decrease the activation of NK cells via the STING/TBK1/IRF3 signaling pathway, thereby alleviating RIF and protecting renal function in CKD. This may provide valuable evidence supporting the clinical use of SKI in the treatment of patients with CKD.
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Affiliation(s)
- Junfeng Hao
- Department of Nephrology, and Guangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Affiliated Hospital of Guangdong Medical University, Zhanjiang 524001, China
| | - Xin Huang
- Department of General practice medicine, Shengjing Hospital of China Medical University, Shenyang 110022, China
| | - Jibin Guan
- Masonic cancer center, University of Minnesota, Minneapolis 55455, USA
| | - Jingwen Feng
- Shenyang University of Chemical Technology, Shenyang 110005, China
| | - Dongyang Li
- Shenyang University of Chemical Technology, Shenyang 110005, China
| | - Shiyu Cao
- Department of General practice medicine, Shengjing Hospital of China Medical University, Shenyang 110022, China
| | - Yuxuan Li
- Department of General practice medicine, Shengjing Hospital of China Medical University, Shenyang 110022, China
| | - Yong Liao
- Department of Pharmacy, Maoming People's Hospital, Maoming 525000, China
| | - Xiaotian Sun
- Department of Internal Medicine, Beijing South Medical District, Chinese PLA General Hospital, Beijing 100161, China.
| | - Dajun Liu
- Department of General practice medicine, Shengjing Hospital of China Medical University, Shenyang 110022, China.
| | - Xiaoyu Li
- Department of Nephrology, and Guangdong Provincial Key Laboratory of Autophagy and Major Chronic Non-communicable Diseases, Affiliated Hospital of Guangdong Medical University, Zhanjiang 524001, China.
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Park S, Lee H, Lee J, Lee S, Cho S, Huh H, Kim JY, Park M, Lee S, Kim Y, Choi M, Joo KW, Kim YS, Yang SH, Kim DK. RNA-seq profiling of tubulointerstitial tissue reveals a potential therapeutic role of dual anti-phosphatase 1 in glomerulonephritis. J Cell Mol Med 2022; 26:3364-3377. [PMID: 35488446 PMCID: PMC9189340 DOI: 10.1111/jcmm.17340] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 03/13/2022] [Accepted: 04/05/2022] [Indexed: 11/30/2022] Open
Abstract
Transcriptome profiling of tubulointerstitial tissue in glomerulonephritis may reveal a potential tubulointerstitial injury-related biomarker. We profiled manually microdissected tubulointerstitial tissue from biopsy cores of 65 glomerulonephritis cases, including 43 patients with IgA nephropathy, 3 with diabetes mellitus nephropathy, 3 with focal segmental glomerulosclerosis, 3 with lupus nephritis, 4 with membranous nephropathy and 9 with minimal change disease, and additional 22 nephrectomy controls by RNA sequencing. A potential biomarker was selected based on the false discovery rate, and experiments were performed in TNF-α-stimulated primary cultured human tubular epithelial cells (hTECs). We identified 3037 genes with low expression and 2852 genes with high expression in the disease samples compared to the controls. Dual-specificity phosphatase 1 (DUSP1) exhibited universal low expression in various diseases (log2 fold change, -3.87), with the lowest false discovery rate (7.03E-132). In further experimental validation study, DUSP1 overexpression ameliorated inflammatory markers related to MAP kinase pathways in hTECs, while pharmacologic inhibition of DUSP1 increased these markers. The combination of DUSP1 overexpression with low-concentration corticosteroid treatment resulted in more potent suppression of inflammation than high-concentration corticosteroid treatment alone. The profiled transcriptomes provide insights into the pathophysiology of tubulointerstitial injury in kidney diseases and may reveal a potential therapeutic biomarker.
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Affiliation(s)
- Sehoon Park
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea.,Department of Internal Medicine, Armed Forces Capital Hospital, Gyeonggi-do, Korea
| | - Hajeong Lee
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Jeongha Lee
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea
| | - Sangmoon Lee
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea
| | - Semin Cho
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Hyeok Huh
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea
| | - Joo Young Kim
- Kidney Research Institute, Seoul National University, Seoul, Korea
| | - Minkyoung Park
- Kidney Research Institute, Seoul National University, Seoul, Korea
| | - Soojin Lee
- Department of Internal Medicine, Uijeongbu Eulji University Medical Center, Gyeonggi-do, Korea
| | - Yaerim Kim
- Department of Internal Medicine, Keimyung University School of Medicine, Daegu, Korea
| | - Murim Choi
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea
| | - Kwon Wook Joo
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Kidney Research Institute, Seoul National University, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Yon Su Kim
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea.,Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Kidney Research Institute, Seoul National University, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Seung Hee Yang
- Kidney Research Institute, Seoul National University, Seoul, Korea
| | - Dong Ki Kim
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Kidney Research Institute, Seoul National University, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
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Da Silva Lodge M, Pullen N, Pereira M, Johnson TS. Urinary levels of pro-fibrotic transglutaminase 2 (TG2) may help predict progression of chronic kidney disease. PLoS One 2022; 17:e0262104. [PMID: 35041708 PMCID: PMC8765645 DOI: 10.1371/journal.pone.0262104] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 12/16/2021] [Indexed: 01/04/2023] Open
Abstract
Renal clinical chemistry only detects kidney dysfunction after considerable damage has occurred and is imperfect in predicting long term outcomes. Consequently, more sensitive markers of early damage and better predictors of progression are being urgently sought, to better support clinical decisions and support shorter clinical trials. Transglutaminase 2 (TG2) is strongly implicated in the fibrotic remodeling that drives chronic kidney disease (CKD). We hypothesized that urinary TG2 and its ε-(γ-glutamyl)-lysine crosslink product could be useful biomarkers of kidney fibrosis and progression. Animal models: a rat 4-month 5/6th subtotal nephrectomy model of CKD and a rat 8-month streptozotocin model of diabetic kidney disease had 24-hour collection of urine, made using a metabolic cage, at regular periods throughout disease development. Patients: Urine samples from patients with CKD (n = 290) and healthy volunteers (n = 33) were collected prospectively, and progression tracked for 3 years. An estimated glomerular filtration rate (eGFR) loss of 2–5 mL/min/year was considered progressive, with rapid progression defined as > 5 mL/min/year. Assays: TG2 was measured in human and rat urine samples by enzyme-linked immunosorbent assay (ELISA) and ε-(γ-glutamyl)-lysine by exhaustive proteolytic digestion and amino acid analysis. Urinary TG2 and ε-(γ-glutamyl)-lysine increased with the development of fibrosis in both animal model systems. Urinary TG2 was 41-fold higher in patients with CKD than HVs, with levels elevated 17-fold by CKD stage 2. The urinary TG2:creatinine ratio (UTCR) was 9 ng/mmol in HV compared with 114 ng/mmol in non-progressive CKD, 1244 ng/mmol in progressive CKD and 1898 ng/mmol in rapidly progressive CKD. Both urinary TG2 and ε-(γ-glutamyl)-lysine were significantly associated with speed of progression in univariate logistic regression models. In a multivariate model adjusted for urinary TG2, ε-(γ-glutamyl)-lysine, age, sex, urinary albumin:creatinine ratio (UACR), urinary protein:creatinine ratio (UPCR), and CKD stage, only TG2 remained statistically significant. Receiver operating characteristic (ROC) curve analysis determined an 86.4% accuracy of prediction of progression for UTCR compared with 73.5% for UACR. Urinary TG2 and ε-(γ-glutamyl)-lysine are increased in CKD. In this pilot investigation, UTCR was a better predictor of progression in patients with CKD than UACR. Larger studies are now warranted to fully evaluate UTCR value in predicting patient outcomes.
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Affiliation(s)
- Michelle Da Silva Lodge
- Academic Nephrology Unit and Sheffield Kidney Institute, University of Sheffield Medical School, Sheffield, United Kingdom
| | - Nick Pullen
- Pfizer Global Research and Development, Cambridge, MA, United States of America
| | - Miguel Pereira
- Statistical Sciences and Innovation, UCB Pharma, Slough, United Kingdom
| | - Timothy S. Johnson
- Academic Nephrology Unit and Sheffield Kidney Institute, University of Sheffield Medical School, Sheffield, United Kingdom
- * E-mail:
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8
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Chen Z, Lan R, Ye K, Chen H, Chen C, Xu Y. Prioritization of Diagnostic and Prognostic Biomarkers for Lupus Nephritis Based on Integrated Bioinformatics Analyses. Front Bioeng Biotechnol 2021; 9:717234. [PMID: 34692653 PMCID: PMC8531593 DOI: 10.3389/fbioe.2021.717234] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Accepted: 09/28/2021] [Indexed: 12/28/2022] Open
Abstract
Lupus nephritis (LN) is an important driver of end-stage renal disease (ESRD). However, few biomarkers are available for evaluating the diagnosis and prognosis of LN. For this study, we downloaded microarray data of multiple LN expression profiles from the GEO database. We used the WGCNA and R limma packages to identify LN hub genes and differentially-expressed genes (DEGs). We identified nine co-DEGs in the intersection with LN-related genes from the Genecards database. We found DEGs that are primarily associated with immune-related functions and pathways (including with the complement pathway, primary immunodeficiency markers, and MHC-like protein complexes) through our comprehensive GSEA, GO, and KEGG enrichment analyses. We used other LN and SLE validation datasets and discovered six explicitly expressed co-DEGs: HLA-DMA, HLA-DPA1, HLA-DPB1, HLA-DRA, IL10RA, and IRF8 in the LN set; ROC and Precision-Recall curve analyses revealed that these six genes have a good diagnostic efficacy. The correlation analysis with prognostic data from the Nephroseq database indicates that the differential expression of these co-DEGs is associated with a low glomerular filtration rate in that cohort. Additionally, we used a single-cell LN database of immune cells (for the first time) and discovered these co-DEGs to be predominantly distributed in different types of macrophages and B cells. In conclusion, by integrating multiple approaches for DEGs discovery, we identified six valuable biomarkers that are strongly correlated with the diagnosis and prognosis of LN. These markers can help clarify the pathogenesis and improve the clinical management of LN.
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Affiliation(s)
- Zhimin Chen
- Department of Nephrology, Blood Purification Research Center, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Ruilong Lan
- Central Laboratory, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Keng Ye
- Department of Nephrology, Blood Purification Research Center, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Hong Chen
- Department of Pathology, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Caiming Chen
- Department of Nephrology, Blood Purification Research Center, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Yanfang Xu
- Department of Nephrology, Blood Purification Research Center, First Affiliated Hospital of Fujian Medical University, Fuzhou, China
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9
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Li Y, Hepokoski M, Gu W, Simonson T, Singh P. Targeting Mitochondria and Metabolism in Acute Kidney Injury. J Clin Med 2021; 10:3991. [PMID: 34501442 PMCID: PMC8432487 DOI: 10.3390/jcm10173991] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/20/2021] [Accepted: 08/25/2021] [Indexed: 12/21/2022] Open
Abstract
Acute kidney injury (AKI) significantly contributes to morbidity and mortality in critically ill patients. AKI is also an independent risk factor for the development and progression of chronic kidney disease. Effective therapeutic strategies for AKI are limited, but emerging evidence indicates a prominent role of mitochondrial dysfunction and altered tubular metabolism in the pathogenesis of AKI. Therefore, a comprehensive, mechanistic understanding of mitochondrial function and renal metabolism in AKI may lead to the development of novel therapies in AKI. In this review, we provide an overview of current state of research on the role of mitochondria and tubular metabolism in AKI from both pre-clinical and clinical studies. We also highlight current therapeutic strategies which target mitochondrial function and metabolic pathways for the treatment of AKI.
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Affiliation(s)
- Ying Li
- Division of Nephrology and Hypertension, University of California San Diego, San Diego, CA 92093, USA;
- VA San Diego Healthcare System, San Diego, CA 92161, USA;
| | - Mark Hepokoski
- VA San Diego Healthcare System, San Diego, CA 92161, USA;
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, San Diego, CA 92093, USA; (W.G.); (T.S.)
| | - Wanjun Gu
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, San Diego, CA 92093, USA; (W.G.); (T.S.)
| | - Tatum Simonson
- Division of Pulmonary, Critical Care and Sleep Medicine, University of California San Diego, San Diego, CA 92093, USA; (W.G.); (T.S.)
| | - Prabhleen Singh
- Division of Nephrology and Hypertension, University of California San Diego, San Diego, CA 92093, USA;
- VA San Diego Healthcare System, San Diego, CA 92161, USA;
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10
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Portilla D, Xavier S. Role of intracellular complement activation in kidney fibrosis. Br J Pharmacol 2021; 178:2880-2891. [PMID: 33555070 DOI: 10.1111/bph.15408] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Revised: 01/22/2021] [Accepted: 02/02/2021] [Indexed: 02/06/2023] Open
Abstract
Increased expression of complement C1r, C1s and C3 in kidney cells plays an important role in the pathogenesis of kidney fibrosis. Our studies suggest that activation of complement in kidney cells with increased generation of C3 and its fragments occurs by activation of classical and alternative pathways. Single nuclei RNA sequencing studies in kidney tissue from unilateral ureteral obstruction mice show that increased synthesis of complement C3 and C5 occurs primarily in renal tubular epithelial cells (proximal and distal), while increased expression of complement receptors C3ar1 and C5ar1 occurs in interstitial cells including immune cells like monocytes/macrophages suggesting compartmentalization of complement components during kidney injury. Although global deletion of C3 and macrophage ablation prevent inflammation and reduced kidney tissue scarring, the development of mice with cell-specific deletion of complement components and their regulators could bring further insights into the mechanisms by which intracellular complement activation leads to fibrosis and progressive kidney disease. LINKED ARTICLES: This article is part of a themed issue on Canonical and non-canonical functions of the complement system in health and disease. To view the other articles in this section visit http://onlinelibrary.wiley.com/doi/10.1111/bph.v178.14/issuetoc.
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Affiliation(s)
- Didier Portilla
- Department of Medicine and Center for Immunity and Regenerative Medicine, University of Virginia, Charlottesville, Virginia, USA
| | - Sandhya Xavier
- Department of Medicine and Center for Immunity and Regenerative Medicine, University of Virginia, Charlottesville, Virginia, USA
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Dolivo D, Rodrigues A, Sun L, Li Y, Hou C, Galiano R, Hong SJ, Mustoe T. The Na x (SCN7A) channel: an atypical regulator of tissue homeostasis and disease. Cell Mol Life Sci 2021; 78:5469-5488. [PMID: 34100980 PMCID: PMC11072345 DOI: 10.1007/s00018-021-03854-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 04/15/2021] [Accepted: 05/08/2021] [Indexed: 12/15/2022]
Abstract
Within an articulately characterized family of ion channels, the voltage-gated sodium channels, exists a black sheep, SCN7A (Nax). Nax, in contrast to members of its molecular family, has lost its voltage-gated character and instead rapidly evolved a new function as a concentration-dependent sensor of extracellular sodium ions and subsequent signal transducer. As it deviates fundamentally in function from the rest of its family, and since the bulk of the impressive body of literature elucidating the pathology and biochemistry of voltage-gated sodium channels has been performed in nervous tissue, reports of Nax expression and function have been sparse. Here, we investigate available reports surrounding expression and potential roles for Nax activity outside of nervous tissue. With these studies as justification, we propose that Nax likely acts as an early sensor that detects loss of tissue homeostasis through the pathological accumulation of extracellular sodium and/or through endothelin signaling. Sensation of homeostatic aberration via Nax then proceeds to induce pathological tissue phenotypes via promotion of pro-inflammatory and pro-fibrotic responses, induced through direct regulation of gene expression or through the generation of secondary signaling molecules, such as lactate, that can operate in an autocrine or paracrine fashion. We hope that our synthesis of much of the literature investigating this understudied protein will inspire more research into Nax not simply as a biochemical oddity, but also as a potential pathophysiological regulator and therapeutic target.
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Affiliation(s)
- David Dolivo
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA
| | - Adrian Rodrigues
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA
| | - Lauren Sun
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA
| | - Yingxing Li
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA
| | - Chun Hou
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA
- Department of Plastic and Cosmetic Surgery, First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Robert Galiano
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA
| | - Seok Jong Hong
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA.
- , 300 E. Superior St., Chicago, IL, 60611, USA.
| | - Thomas Mustoe
- Department of Surgery, Northwestern University-Feinberg School of Medicine, Chicago, USA.
- , 737 N. Michigan Ave., Chicago, IL, 60611, USA.
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12
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Schmidt IM, Colona MR, Kestenbaum BR, Alexopoulos LG, Palsson R, Srivastava A, Liu J, Stillman IE, Rennke HG, Vaidya VS, Wu H, Humphreys BD, Waikar SS. Cadherin-11, Sparc-related modular calcium binding protein-2, and Pigment epithelium-derived factor are promising non-invasive biomarkers of kidney fibrosis. Kidney Int 2021; 100:672-683. [PMID: 34051265 PMCID: PMC8384690 DOI: 10.1016/j.kint.2021.04.037] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 03/25/2021] [Accepted: 04/30/2021] [Indexed: 02/06/2023]
Abstract
Kidney fibrosis constitutes the shared final pathway of nearly all chronic nephropathies, but biomarkers for the non-invasive assessment of kidney fibrosis are currently not available. To address this, we characterize five candidate biomarkers of kidney fibrosis: Cadherin-11 (CDH11), Sparc-related modular calcium binding protein-2 (SMOC2), Pigment epithelium-derived factor (PEDF), Matrix-Gla protein, and Thrombospondin-2. Gene expression profiles in single-cell and single-nucleus RNA-sequencing (sc/snRNA-seq) datasets from rodent models of fibrosis and human chronic kidney disease (CKD) were explored, and Luminex-based assays for each biomarker were developed. Plasma and urine biomarker levels were measured using independent prospective cohorts of CKD: the Boston Kidney Biopsy Cohort, a cohort of individuals with biopsy-confirmed semiquantitative assessment of kidney fibrosis, and the Seattle Kidney Study, a cohort of patients with common forms of CKD. Ordinal logistic regression and Cox proportional hazards regression models were used to test associations of biomarkers with interstitial fibrosis and tubular atrophy and progression to end-stage kidney disease and death, respectively. Sc/snRNA-seq data confirmed cell-specific expression of biomarker genes in fibroblasts. After multivariable adjustment, higher levels of plasma CDH11, SMOC2, and PEDF and urinary CDH11 and PEDF were significantly associated with increasing severity of interstitial fibrosis and tubular atrophy in the Boston Kidney Biopsy Cohort. In both cohorts, higher levels of plasma and urinary SMOC2 and urinary CDH11 were independently associated with progression to end-stage kidney disease. Higher levels of urinary PEDF associated with end-stage kidney disease in the Seattle Kidney Study, with a similar signal in the Boston Kidney Biopsy Cohort, although the latter narrowly missed statistical significance. Thus, we identified CDH11, SMOC2, and PEDF as promising non-invasive biomarkers of kidney fibrosis.
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Affiliation(s)
- Insa M Schmidt
- Section of Nephrology, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, Massachussetts, USA; Renal Division, Brigham & Women's Hospital, Department of Medicine, Harvard Medical School, Boston, Massachussetts, USA
| | - Mia R Colona
- Section of Nephrology, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, Massachussetts, USA; Renal Division, Brigham & Women's Hospital, Department of Medicine, Harvard Medical School, Boston, Massachussetts, USA
| | - Bryan R Kestenbaum
- Division of Nephrology, Department of Medicine, Kidney Research Institute, University of Washington, Seattle, Washington, USA
| | - Leonidas G Alexopoulos
- School of Mechanical Engineering, National Technical University of Athens, Athens Greece; ProtATonce, Ltd., Athens, Greece
| | - Ragnar Palsson
- Division of Nephrology, Landspitali-The National University Hospital of Iceland, Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Anand Srivastava
- Division of Nephrology and Hypertension, Center for Translational Metabolism and Health, Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Jing Liu
- Section of Nephrology, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, Massachussetts, USA; Division of Nephrology and National Clinical Research Center for Geriatrics, Kidney Research Institute, West China Hospital of Sichuan University, Chengdu, China
| | - Isaac E Stillman
- Department of Pathology, Beth Israel Deaconess Medical Center, Boston, Massachussetts, USA
| | - Helmut G Rennke
- Department of Pathology, Brigham & Women's Hospital, Boston, Massachussetts, USA
| | - Vishal S Vaidya
- Renal Division, Brigham & Women's Hospital, Department of Medicine, Harvard Medical School, Boston, Massachussetts, USA; Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachussetts, USA
| | - Haojia Wu
- Division of Nephrology, Department of Medicine, Washington University, St. Louis, Missouri, USA
| | - Benjamin D Humphreys
- Division of Nephrology, Department of Medicine, Washington University, St. Louis, Missouri, USA
| | - Sushrut S Waikar
- Section of Nephrology, Department of Medicine, Boston University School of Medicine and Boston Medical Center, Boston, Massachussetts, USA; Renal Division, Brigham & Women's Hospital, Department of Medicine, Harvard Medical School, Boston, Massachussetts, USA.
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13
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Patel K, Chandrasegaran S, Clark IM, Proctor CJ, Young DA, Shanley DP. TimiRGeN: R/Bioconductor package for time series microRNA-mRNA integration and analysis. Bioinformatics 2021; 37:3604-3609. [PMID: 33993215 PMCID: PMC8545325 DOI: 10.1093/bioinformatics/btab377] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2021] [Revised: 05/09/2021] [Accepted: 05/12/2021] [Indexed: 12/11/2022] Open
Abstract
Motivation The analysis of longitudinal datasets and construction of gene regulatory networks (GRNs) provide a valuable means to disentangle the complexity of microRNA (miRNA)–mRNA interactions. However, there are no computational tools that can integrate, conduct functional analysis and generate detailed networks from longitudinal miRNA–mRNA datasets. Results We present TimiRGeN, an R package that uses time point-based differential expression results to identify miRNA–mRNA interactions influencing signaling pathways of interest. miRNA–mRNA interactions can be visualized in R or exported to PathVisio or Cytoscape. The output can be used for hypothesis generation and directing in vitro or further in silico work such as GRN construction. Availability and implementation TimiRGeN is available for download on Bioconductor (https://bioconductor.org/packages/TimiRGeN) and requires R v4.0.2 or newer and BiocManager v3.12 or newer. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- K Patel
- Campus for Ageing and Vitality, Biosciences Institute, Newcastle University, Newcastle upon-Tyne, NE4 5PL, UK
| | - S Chandrasegaran
- Campus for Ageing and Vitality, Biosciences Institute, Newcastle University, Newcastle upon-Tyne, NE4 5PL, UK
| | - I M Clark
- School of Biological Sciences, University of East Anglia, Norwich, NR4 7TJ, UK
| | - C J Proctor
- Campus for Ageing and Vitality, Biosciences Institute, Newcastle University, Newcastle upon-Tyne, NE4 5PL, UK
| | - D A Young
- Life Science Centre, Biosciences Institute, Newcastle University, Newcastle, upon, UK Tyne, NE1 4EP
| | - D P Shanley
- Campus for Ageing and Vitality, Biosciences Institute, Newcastle University, Newcastle upon-Tyne, NE4 5PL, UK
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14
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Genetic and pharmacological inhibition of fatty acid-binding protein 4 alleviated inflammation and early fibrosis after toxin induced kidney injury. Int Immunopharmacol 2021; 96:107760. [PMID: 33991998 DOI: 10.1016/j.intimp.2021.107760] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 05/02/2021] [Accepted: 05/03/2021] [Indexed: 02/05/2023]
Abstract
Considerable data have suggested that acute kidney injury (AKI) is often incompletely repaired and could lead to chronic kidney disease (CKD). As we known, toxin-induced nephropathy triggers the rapid production of proinflammatory mediators and the prolonged inflammation allows the injured kidneys to develop interstitial fibrosis. In our previous study, fatty acid-binding protein 4 (Fabp4) has been reported to be involved in the process of AKI. However, whether Fabp4 plays crucial roles in toxin-induced kidney injury remained unclear. To explore the effect and mechanism of Fabp4 on toxin induced kidney injury, folic acid (FA) and aristolochic acid (AA) animal models were used. Both FA and AA injected mice developed severe renal dysfunction and dramatically inflammatory response (IL-6, MCP1 and TNF-a), which further lead to early fibrosis confirmed by the accumulation of extracellular matrix proteins (α-Sma, Fn, Col1 and Col4). Importantly, we found that FA and AA induced-kidney injury triggered the high expression of Fabp4 mRNA/protein in tubular epithelial cells. Furthermore, pharmacological and genetic inhibition of Fabp4 significantly attenuated FA and AA induced renal dysfunction, pathological damage, and early fibrosis via the regulation of inflammation, which is mediated by suppressing p-p65/p-stat3 expression via enhancing Pparγ activity. In summary, Fabp4 in tubular epithelial cells exerted the deleterious effects during the recovery of FA and AA induced kidney injury and the inhibition of Fabp4 might be an effective therapeutic strategy against the progressive AKI.
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15
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Chou LF, Chen TW, Yang HY, Tian YC, Chang MY, Hung CC, Hsu SH, Tsai CY, Ko YC, Yang CW. Transcriptomic signatures of exacerbated progression in leptospirosis subclinical chronic kidney disease with secondary nephrotoxic injury. Am J Physiol Renal Physiol 2021; 320:F1001-F1018. [PMID: 33779314 DOI: 10.1152/ajprenal.00640.2020] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
High-incidence regions of leptospirosis caused by Leptospira spp. coincide with chronic kidney disease. This study investigated whether asymptomatic leptospirosis is an emerging culprit that predisposes to progressive chronic kidney disease when superimposed on secondary nephrotoxic injury. Kidney histology/function and whole transcriptomic profiles were evaluated for Leptospira-infected C57/BL6 mice with adenine-induced kidney injury. The extent of tubulointerstitial kidney lesions and expression of inflammation/fibrosis genes in infected mice with low-dose (0.1%) adenine, particularly in high-dose (0.2%) adenine-fed superimposed on Leptospira-infected mice, were significantly increased compared with mice following infection or adenine diet alone, and the findings are consistent with renal transcriptome analysis. Pathway enrichment findings showed that integrin-β- and fibronectin-encoding genes had distinct expression within the integrin-linked kinase-signaling pathway, which were upregulated in 0.2% adenine-fed Leptospira-infected mice but not in 0.2% adenine-fed mice, indicating that background subclinical Leptospiral infection indeed enhanced subsequent secondary nephrotoxic kidney injury and potential pathogenic molecules associated with secondary nephrotoxic leptospirosis. Comparative analysis of gene expression patterns with unilateral ureteric obstruction-induced mouse renal fibrosis and patients with chronic kidney disease showed that differentially expressed orthologous genes such as hemoglobin-α2, PDZ-binding kinase, and DNA topoisomerase II-α were identified in infected mice fed with low-dose and high-dose adenine, respectively, revealing differentially expressed signatures identical to those found in the datasets and may serve as markers of aggravated kidney progression. This study indicates that background subclinical leptospirosis, when subjected to various degrees of subsequent secondary nephrotoxic injury, may predispose to exacerbated fibrosis, mimicking the pathophysiological process of progressive chronic kidney disease.NEW & NOTEWORTHY Leptospira-infected mice followed by secondary nephrotoxic injury exacerbated immune/inflammatory responses and renal fibrosis. Comparison with the murine model revealed candidates involved in the progression of renal fibrosis in chronic kidney disease (CKD). Comparative transcriptome study suggests that secondary nephrotoxic injury in Leptospira-infected mice recapitulates the gene expression signatures found in CKD patients. This study indicates that secondary nephrotoxic injury may exacerbate CKD in chronic Leptospira infection implicating in the progression of CKD of unknown etiology.
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Affiliation(s)
- Li-Fang Chou
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan
| | - Ting-Wen Chen
- Institute of Bioinformatics and Systems Biology, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.,Department of Biological Science and Technology, National Yang Ming Chiao Tung University, Hsinchu, Taiwan.,Center for Intelligent Drug Systems and Smart Bio-devices (IDS2B), National Yang Ming Chiao Tung University, Hsinchu, Taiwan
| | - Huang-Yu Yang
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Ya-Chung Tian
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Ming-Yang Chang
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Cheng-Chieh Hung
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
| | - Shen-Hsing Hsu
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan
| | - Chung-Ying Tsai
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan
| | - Yi-Ching Ko
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan
| | - Chih-Wei Yang
- Kidney Research Center and Department of Nephrology, Chang Gung Memorial Hospital, Linkou, Taiwan.,College of Medicine, Chang Gung University, Taoyuan, Taiwan
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16
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Riley LA, Merryman WD. Cadherin-11 and cardiac fibrosis: A common target for a common pathology. Cell Signal 2020; 78:109876. [PMID: 33285242 DOI: 10.1016/j.cellsig.2020.109876] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 12/01/2020] [Accepted: 12/02/2020] [Indexed: 02/06/2023]
Abstract
Cardiac fibrosis represents an enormous health concern as it is prevalent in nearly every form of cardiovascular disease, the leading cause of death worldwide. Fibrosis is characterized by the activation of fibroblasts into myofibroblasts, a contractile cell type that secretes significant amounts of extracellular matrix components; however, the onset of this condition is also due to persistent inflammation and the cellular responses to a changing mechanical environment. In this review, we provide an overview of the pro-fibrotic, pro-inflammatory, and biomechanical mechanisms that lead to cardiac fibrosis in cardiovascular diseases. We then discuss cadherin-11, an intercellular adhesion protein present on both myofibroblasts and inflammatory cells, as a potential link for all three of the fibrotic mechanisms. Since experimentally blocking cadherin-11 dimerization prevents fibrotic diseases including cardiac fibrosis, understanding how this protein can be targeted for therapeutic use could lead to better treatments for patients with heart disease.
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Affiliation(s)
- Lance A Riley
- Department of Biomedical Engineering, Vanderbilt University, USA
| | - W David Merryman
- Department of Biomedical Engineering, Vanderbilt University, USA.
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17
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Jiang D, Christ S, Correa-Gallegos D, Ramesh P, Kalgudde Gopal S, Wannemacher J, Mayr CH, Lupperger V, Yu Q, Ye H, Mück-Häusl M, Rajendran V, Wan L, Liu J, Mirastschijski U, Volz T, Marr C, Schiller HB, Rinkevich Y. Injury triggers fascia fibroblast collective cell migration to drive scar formation through N-cadherin. Nat Commun 2020; 11:5653. [PMID: 33159076 PMCID: PMC7648088 DOI: 10.1038/s41467-020-19425-1] [Citation(s) in RCA: 63] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Accepted: 10/08/2020] [Indexed: 12/13/2022] Open
Abstract
Scars are more severe when the subcutaneous fascia beneath the dermis is injured upon surgical or traumatic wounding. Here, we present a detailed analysis of fascia cell mobilisation by using deep tissue intravital live imaging of acute surgical wounds, fibroblast lineage-specific transgenic mice, and skin-fascia explants (scar-like tissue in a dish - SCAD). We observe that injury triggers a swarming-like collective cell migration of fascia fibroblasts that progressively contracts the skin and form scars. Swarming is exclusive to fascia fibroblasts, and requires the upregulation of N-cadherin. Both swarming and N-cadherin expression are absent from fibroblasts in the upper skin layers and the oral mucosa, tissues that repair wounds with minimal scar. Impeding N-cadherin binding inhibits swarming and skin contraction, and leads to reduced scarring in SCADs and in animals. Fibroblast swarming and N-cadherin thus provide therapeutic avenues to curtail fascia mobilisation and pathological fibrotic responses across a range of medical settings.
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Affiliation(s)
- Dongsheng Jiang
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Simon Christ
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Donovan Correa-Gallegos
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Pushkar Ramesh
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Shruthi Kalgudde Gopal
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Juliane Wannemacher
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Christoph H Mayr
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Munich, Germany
| | - Valerio Lupperger
- Helmholtz Zentrum München, Institute of Computational Biology, Munich, Germany
| | - Qing Yu
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Haifeng Ye
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Martin Mück-Häusl
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Vijayanand Rajendran
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Li Wan
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Juan Liu
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany
| | - Ursula Mirastschijski
- Mira-Beau gender esthetics, Berlin, Germany
- Wound Repair Unit, CBIB, Faculty of Biology and Biochemistry, University of Bremen, Bremen, Germany
| | - Thomas Volz
- Department of Dermatology and Allergology, Technical University of Munich, School of Medicine, Klinikum rechts der Isar, Munich, Germany
| | - Carsten Marr
- Helmholtz Zentrum München, Institute of Computational Biology, Munich, Germany
| | - Herbert B Schiller
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Systems Medicine of Chronic Lung Disease, Munich, Germany
- German Centre for Lung Research (DZL), Munich, Germany
| | - Yuval Rinkevich
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Group Regenerative Biology and Medicine, Munich, Germany.
- German Centre for Lung Research (DZL), Munich, Germany.
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18
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Rudman-Melnick V, Adam M, Potter A, Chokshi SM, Ma Q, Drake KA, Schuh MP, Kofron JM, Devarajan P, Potter SS. Single-Cell Profiling of AKI in a Murine Model Reveals Novel Transcriptional Signatures, Profibrotic Phenotype, and Epithelial-to-Stromal Crosstalk. J Am Soc Nephrol 2020; 31:2793-2814. [PMID: 33115917 DOI: 10.1681/asn.2020010052] [Citation(s) in RCA: 104] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 07/26/2020] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Current management of AKI, a potentially fatal disorder that can also initiate or exacerbate CKD, is merely supportive. Therefore, deeper understanding of the molecular pathways perturbed in AKI is needed to identify targets with potential to lead to improved treatment. METHODS We performed single-cell RNA sequencing (scRNA-seq) with the clinically relevant unilateral ischemia-reperfusion murine model of AKI at days 1, 2, 4, 7, 11, and 14 after AKI onset. Using real-time quantitative PCR, immunofluorescence, Western blotting, and both chromogenic and single-molecule in situ hybridizations, we validated AKI signatures in multiple experiments. RESULTS Our findings show the time course of changing gene expression patterns for multiple AKI stages and all renal cell types. We observed elevated expression of crucial injury response factors-including kidney injury molecule-1 (Kim1), lipocalin 2 (Lcn2), and keratin 8 (Krt8)-and of several novel genes (Ahnak, Sh3bgrl3, and Col18a1) not previously examined in kidney pathologies. AKI induced proximal tubule dedifferentiation, with a pronounced nephrogenic signature represented by Sox4 and Cd24a. Moreover, AKI caused the formation of "mixed-identity cells" (expressing markers of different renal cell types) that are normally seen only during early kidney development. The injured tubules acquired a proinflammatory and profibrotic phenotype; moreover, AKI dramatically modified ligand-receptor crosstalk, with potential pathologic epithelial-to-stromal interactions. Advancing age in AKI onset was associated with maladaptive response and kidney fibrosis. CONCLUSIONS The scRNA-seq, comprehensive, cell-specific profiles provide a valuable resource for examining molecular pathways that are perturbed in AKI. The results fully define AKI-associated dedifferentiation programs, potential pathologic ligand-receptor crosstalk, novel genes, and the improved injury response in younger mice, and highlight potential targets of kidney injury.
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Affiliation(s)
- Valeria Rudman-Melnick
- Division of Developmental Biology, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - Mike Adam
- Division of Developmental Biology, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - Andrew Potter
- Division of Developmental Biology, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - Saagar M Chokshi
- Division of Nephrology and Hypertension, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - Qing Ma
- Division of Nephrology and Hypertension, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - Keri A Drake
- Division of Pediatric Nephrology, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Meredith P Schuh
- Division of Nephrology and Hypertension, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - J Matthew Kofron
- Division of Developmental Biology, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - Prasad Devarajan
- Division of Nephrology and Hypertension, Cincinnati Children's Medical Center, Cincinnati, Ohio
| | - S Steven Potter
- Division of Developmental Biology, Cincinnati Children's Medical Center, Cincinnati, Ohio
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19
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Park S, Yang SH, Jeong CW, Moon KC, Kim DK, Joo KW, Kim YS, Lee JW, Lee H. RNA-Seq profiling of microdissected glomeruli identifies potential biomarkers for human IgA nephropathy. Am J Physiol Renal Physiol 2020; 319:F809-F821. [PMID: 32954852 DOI: 10.1152/ajprenal.00037.2020] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Few studies have examined gene expression changes occurring in the glomeruli of IgA nephropathy (IgAN) using a sensitive transcriptomic profiling method such as RNA sequencing (RNA-Seq). We collected glomeruli from biopsy specimens from patients with IgAN with relatively preserved kidney function (estimated glomerular filtration rate ≥ 60 mL·min-1·1.73 m-2 and urine protein-to-creatinine ratio < 3 g/g) and from normal kidney cortexes by hand microdissection and performed RNA-Seq. Differentially expressed genes were identified, and gene ontology term annotation and pathway analysis were performed. Immunohistochemical labeling and primary mesangial cell cultures were performed to confirm the findings of RNA-Seq analysis. Fourteen patients with IgAN and ten controls were included in this study. Glomerulus-specific genes were highly abundant. Principal component analysis showed clear separation between the IgAN and control groups. There were 2,497 differentially expressed genes, of which 1,380 were upregulated and 1,117 were downregulated (false discovery rate < 0.01). The enriched gene ontology terms included motility/migration, protein/vesicle transport, and immune system, and kinase binding was the molecular function overrepresented in IgAN. B cell signaling, chemokine signal transduction, and Fcγ receptor-mediated phagocytosis were the canonical pathways overrepresented. In vitro experiments confirmed that spleen tyrosine kinase (SYK), reported as upregulated in the IgAN transcriptome, was also upregulated in glomeruli from an independent set of patients with IgAN and that treatment with patient-derived IgA1 increased the expression of SYK in mesangial cells. In conclusion, transcriptomic profiling of the IgAN glomerulus provides insights in the intraglomerular pathophysiology of IgAN before it reaches profound kidney dysfunction. SYK may have a pathogenetic role in IgAN.
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Affiliation(s)
- Sehoon Park
- Department of Internal Medicine, Armed Forces Capital Hospital, Seoul, Korea.,Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea
| | - Seung Hee Yang
- Kidney Research Institute, Seoul National University, Seoul, Korea
| | - Chang Wook Jeong
- Department of Urology, Seoul National University Hospital, Seoul, Korea
| | - Kyung Chul Moon
- Department of Pathology, Seoul National University Hospital, Seoul, Korea
| | - Dong Ki Kim
- Kidney Research Institute, Seoul National University, Seoul, Korea.,Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Kwon Wook Joo
- Kidney Research Institute, Seoul National University, Seoul, Korea.,Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Yon Su Kim
- Department of Biomedical Sciences, Seoul National University College of Medicine, Seoul, Korea.,Kidney Research Institute, Seoul National University, Seoul, Korea.,Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Jae Wook Lee
- Kidney Research Institute, Seoul National University, Seoul, Korea.,Division of Nephrology, Department of Internal Medicine, National Cancer Center, Goyang, Korea
| | - Hajeong Lee
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Korea.,Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
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20
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Zhao J, Zou W, Hu T. Novel genes associated with folic acid-mediated metabolism in mouse: A bioinformatics study. PLoS One 2020; 15:e0238940. [PMID: 32915913 PMCID: PMC7485790 DOI: 10.1371/journal.pone.0238940] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 08/26/2020] [Indexed: 11/19/2022] Open
Abstract
Folic acid plays an essential role in the central nervous system and cancer. This study aimed to screen genes related to folic acid metabolism. Datasets (GSE80587, GSE65267 and GSE116299) correlated to folic acid were screened in the Gene Expression Omnibus. Weighed gene co-expression network analysis was performed to identify modules associated with sample traits of folic acid and organs (brain, prostate and kidney). Functional enrichment analysis was performed for the eigengenes in modules that were significantly correlated with sample traits. Accordingly, the hub genes and key nodes in the modules were identified using the protein interaction network. A total of 17,252 genes in three datasets were identified. One module, which included 97 genes that were highly correlated with sample traits (including folic acid treatment [cor = -0.57, P = 3e-04] and kidney [cor = -0.68, p = 4e-06]), was screened out. Hub genes, including tetratricopeptide repeat protein 38 (Ttc38) and miR-185, as well as those (including Sema3A, Insl3, Dll1, Msh4 and Snai1) associated with "neuropilin binding", "regulation of reproductive process" and "vitamin D metabolic process", were identified. Genes, including Ttc38, Sema3A, Insl3, Dll1, Msh4 and Snai1, were the novel factors that may be associated with the development of the kidneys and related to folic acid treatment.
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Affiliation(s)
- Jianwen Zhao
- Shenyang Medical College, Shenyang, Liaoning, China
| | - Wen Zou
- Liaoning Vocational College of Ecological Engineering, Shenyang, Liaoning, China
| | - Tingxi Hu
- Shenyang Medical College, Shenyang, Liaoning, China
- * E-mail:
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21
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Kirita Y, Wu H, Uchimura K, Wilson PC, Humphreys BD. Cell profiling of mouse acute kidney injury reveals conserved cellular responses to injury. Proc Natl Acad Sci U S A 2020; 117:15874-15883. [PMID: 32571916 PMCID: PMC7355049 DOI: 10.1073/pnas.2005477117] [Citation(s) in RCA: 283] [Impact Index Per Article: 70.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
After acute kidney injury (AKI), patients either recover or alternatively develop fibrosis and chronic kidney disease. Interactions between injured epithelia, stroma, and inflammatory cells determine whether kidneys repair or undergo fibrosis, but the molecular events that drive these processes are poorly understood. Here, we use single nucleus RNA sequencing of a mouse model of AKI to characterize cell states during repair from acute injury. We identify a distinct proinflammatory and profibrotic proximal tubule cell state that fails to repair. Deconvolution of bulk RNA-seq datasets indicates that this failed-repair proximal tubule cell (FR-PTC) state can be detected in other models of kidney injury, increasing during aging in rat kidney and over time in human kidney allografts. We also describe dynamic intercellular communication networks and discern transcriptional pathways driving successful vs. failed repair. Our study provides a detailed description of cellular responses after injury and suggests that the FR-PTC state may represent a therapeutic target to improve repair.
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Affiliation(s)
- Yuhei Kirita
- Division of Nephrology, Department of Medicine, Washington University in Saint Louis School of Medicine, St. Louis, MO 63110
- Department of Nephrology, Kyoto Prefectural University of Medicine, Kyoto 602-8566, Japan
| | - Haojia Wu
- Division of Nephrology, Department of Medicine, Washington University in Saint Louis School of Medicine, St. Louis, MO 63110
| | - Kohei Uchimura
- Division of Nephrology, Department of Medicine, Washington University in Saint Louis School of Medicine, St. Louis, MO 63110
| | - Parker C Wilson
- Division of Anatomic and Molecular Pathology, Department of Pathology and Immunology, Washington University in Saint Louis School of Medicine, St. Louis, MO 63110
| | - Benjamin D Humphreys
- Division of Nephrology, Department of Medicine, Washington University in Saint Louis School of Medicine, St. Louis, MO 63110;
- Department of Developmental Biology, Washington University in Saint Louis School of Medicine, St. Louis, MO 63110
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22
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Abstract
PURPOSE OF REVIEW Macrophages are key players in systemic sclerosis (SSc) and fibrosis. The mechanism by which macrophages regulate fibrogenesis is unclear and understanding the origin and function of macrophages is critical to developing effective therapeutics. Novel targets on macrophages are under investigation and recently, cadherins have emerged as a potential therapeutic target on macrophages. The current review will discuss the importance of macrophages in SSc and fibrosis and summarize recent studies on the role of cadherin-11 (Cdh11) on macrophages and fibrosis. RECENT FINDINGS Genome-wide expression studies demonstrate the importance of macrophages in SSc and fibrosis. Although M2 macrophages are associated with fibrosis, the presence of a mixed M1/M2 phenotype in fibrosis has recently been reported. Several studies aiming to identify macrophage subsets involved in fibrogenesis suggest that monocyte-derived alveolar macrophages are key players in the development of murine lung fibrosis. Recent functional studies show that Cdh11 regulates macrophages, fibroblast invasion, and adhesion of macrophages to myofibroblasts. SUMMARY Macrophages play an important role in SSc and fibrosis. New insights into the mechanisms by which macrophages regulate fibrogenesis have been discovered on the basis of Cdh11 studies and suggest that targeting Cdh11 may be an effective target to treat fibrosis.
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23
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Franzè E, Monteleone I, Laudisi F, Rizzo A, Dinallo V, Di Fusco D, Colantoni A, Ortenzi A, Giuffrida P, Di Carlo S, Sica GS, Di Sabatino A, Monteleone G. Cadherin-11 Is a Regulator of Intestinal Fibrosis. J Crohns Colitis 2020; 14:406-417. [PMID: 31504344 DOI: 10.1093/ecco-jcc/jjz147] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND AND AIMS Although the mechanisms underlying the formation of intestinal fibrostrictures in Crohn's disease [CD] are not fully understood, activation of fibroblasts and excessive collagen deposition are supposed to contribute to the development of such complications. Here, we investigated the role of cadherin-11 [CDH-11], a fibroblast-derived protein that induces collagen production in various organs, in intestinal fibrosis. METHODS CDH-11 expression was evaluated in inflammatory [I] and fibrostricturing [FS] CD mucosal samples, ulcerative colitis [UC] mucosal samples, and ileal and colonic control samples, by real-time polymerase chain reaction, western blotting, and immunohistochemistry. CDH-11 expression was evaluated in normal and in CD intestinal fibroblasts stimulated with inflammatory/fibrogenic cytokines. FS CD fibroblasts were cultured either with a specific CDH-11 antisense oligonucleotide [AS], or activating CDH-11 fusion protein and activation of RhoA/ROCK, and TGF-β pathways and collagen production were evaluated by western blotting. Finally, we assessed the susceptibility of CDH-11-knockout [KO] mice to colitis-induced intestinal fibrosis. RESULTS CDH-11 RNA and protein expression were increased in both CD and UC as compared with controls. In CD, the greater expression of CDH-11 was seen in FS samples. Stimulation of fibroblasts with TNF-α, interleukin [IL]-6, IFN-γ, IL-13, and IL-1β enhanced CDH-11 expression. Knockdown of CDH-11 in FS CD fibroblasts impaired RhoA/ROCK/TGF-β signalling and reduced collagen synthesis, whereas activation of CDH-11 increased collagen secretion. CDH-11 KO mice were largely protected from intestinal fibrosis. CONCLUSIONS Data show that CDH-11 expression is up-regulated in inflammatory bowel disease [IBD] and suggest a role for this protein in the control of intestinal fibrosis.
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Affiliation(s)
- Eleonora Franzè
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Ivan Monteleone
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Federica Laudisi
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Angelamaria Rizzo
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Vincenzo Dinallo
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Davide Di Fusco
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Alfredo Colantoni
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Angela Ortenzi
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
| | - Paolo Giuffrida
- Department of Internal Medicine, San Matteo Hospital Foundation, University of Pavia, Pavia, Italy
| | - Sara Di Carlo
- Department of Surgery, University 'TOR VERGATA' of Rome, Rome, Italy
| | - Giuseppe S Sica
- Department of Surgery, University 'TOR VERGATA' of Rome, Rome, Italy
| | - Antonio Di Sabatino
- Department of Internal Medicine, San Matteo Hospital Foundation, University of Pavia, Pavia, Italy
| | - Giovanni Monteleone
- Department of Systems Medicine, University of Rome 'TOR VERGATA', Rome, Italy
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24
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Troth SP, Vlasakova K, Amur S, Amin RP, Glaab WE. Translational Safety Biomarkers of Kidney Injury. Semin Nephrol 2019; 39:202-214. [PMID: 30827342 DOI: 10.1016/j.semnephrol.2018.12.008] [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] [Indexed: 01/07/2023]
Abstract
Acute kidney injury continues to be a common problem and there continues to be a medical need for sensitive translational biomarkers for clinical monitoring. The past decade has yielded unprecedented progress in fundamental research into novel kidney biomarker evaluation and the mechanistic understanding of kidney injury; as such, these novel biomarkers increasingly are being used in preclinical drug development and in early clinical trials of drug candidates on a case-by-case basis, as well as in medical and veterinary practice. With the recent successful clinical qualification of a subset of novel accessible biomarker candidates for use in early phase clinical trials, continued clinical evaluation may enable expanded regulatory qualification for more generalized clinical use. This review provides a comprehensive overview about the discovery and development of kidney safety biomarkers with a focus on current progress in nonclinical research, progress toward translation to the clinic, and perspectives on future opportunities.
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Affiliation(s)
- Sean P Troth
- Merck Research Laboratories, Department of Safety Assessment and Laboratory Animal Resources, Merck & Co, Inc, West Point, PA.
| | - Katerina Vlasakova
- Merck Research Laboratories, Department of Safety Assessment and Laboratory Animal Resources, Merck & Co, Inc, West Point, PA
| | - Shashi Amur
- Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD
| | - Rupesh P Amin
- Merck Research Laboratories, Department of Safety Assessment and Laboratory Animal Resources, Merck & Co, Inc, West Point, PA
| | - Warren E Glaab
- Merck Research Laboratories, Department of Safety Assessment and Laboratory Animal Resources, Merck & Co, Inc, West Point, PA
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25
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Characterization of Matricellular Protein Expression Signatures in Mechanistically Diverse Mouse Models of Kidney Injury. Sci Rep 2019; 9:16736. [PMID: 31723159 PMCID: PMC6854083 DOI: 10.1038/s41598-019-52961-5] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2019] [Accepted: 10/24/2019] [Indexed: 12/14/2022] Open
Abstract
Fibrosis is the most common pathophysiological manifestation of Chronic Kidney Disease (CKD). It is defined as excessive deposition of extracellular matrix (ECM) proteins. Embedded within the ECM are a family of proteins called Matricellular Proteins (MCPs), which are typically expressed during chronic pathologies for ECM processing. As such, identifying potential MCPs in the pathological secretome of a damaged kidney could serve as diagnostic/therapeutic targets of fibrosis. Using published RNA-Seq data from two kidney injury mouse models of different etiologies, Folic Acid (FA) and Unilateral Ureteral Obstruction (UUO), we compared and contrasted the expression profile of various members from well-known MCP families during the Acute and Fibrotic injury phases. As a result, we identified common and distinct MCP expression signatures between both injury models. Bioinformatic analysis of their differentially expressed MCP genes revealed similar top annotation clusters from Molecular Function and Biological Process networks, which are those commonly involved in fibrosis. Using kidney lysates from FA- and UUO-injured mice, we selected MCP genes from our candidate list to confirm mRNA expression by Western Blot, which correlated with injury progression. Understanding the expressions of MCPs will provide important insight into the processes of kidney repair, and may validate MCPs as biomarkers and/or therapeutic targets of CKD.
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26
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Samodelov SL, Gai Z, Kullak-Ublick GA, Visentin M. Renal Reabsorption of Folates: Pharmacological and Toxicological Snapshots. Nutrients 2019; 11:nu11102353. [PMID: 31581752 PMCID: PMC6836044 DOI: 10.3390/nu11102353] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Revised: 09/24/2019] [Accepted: 09/26/2019] [Indexed: 01/16/2023] Open
Abstract
Folates are water-soluble B9 vitamins that serve as one-carbon donors in the de novo synthesis of thymidylate and purines, and in the conversion of homocysteine to methionine. Due to their key roles in nucleic acid synthesis and in DNA methylation, inhibiting the folate pathway is still one of the most efficient approaches for the treatment of several tumors. Methotrexate and pemetrexed are the most prescribed antifolates and are mainly used in the treatment of acute myeloid leukemia, osteosarcoma, and lung cancers. Normal levels of folates in the blood are maintained not only by proper dietary intake and intestinal absorption, but also by an efficient renal reabsorption that seems to be primarily mediated by the glycosylphosphatidylinositol- (GPI) anchored protein folate receptor α (FRα), which is highly expressed at the brush-border membrane of proximal tubule cells. Folate deficiency due to malnutrition, impaired intestinal absorption or increased urinary elimination is associated with severe hematological and neurological deficits. This review describes the role of the kidneys in folate homeostasis, the molecular basis of folate handling by the kidneys, and the use of high dose folic acid as a model of acute kidney injury. Finally, we provide an overview on the development of folate-based compounds and their possible therapeutic potential and toxicological ramifications.
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Affiliation(s)
- Sophia L Samodelov
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, University of Zurich, 8006 Zurich, Switzerland.
| | - Zhibo Gai
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, University of Zurich, 8006 Zurich, Switzerland.
| | - Gerd A Kullak-Ublick
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, University of Zurich, 8006 Zurich, Switzerland.
- Mechanistic Safety, CMO & Patient Safety, Global Drug Development, Novartis Pharma, 4056 Basel, Switzerland.
| | - Michele Visentin
- Department of Clinical Pharmacology and Toxicology, University Hospital Zurich, University of Zurich, 8006 Zurich, Switzerland.
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27
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Lu G, Zhang J, Liu X, Liu W, Cao G, Lv C, Zhang X, Xu P, Li M, Song X. Regulatory network of two circRNAs and an miRNA with their targeted genes under astilbin treatment in pulmonary fibrosis. J Cell Mol Med 2019; 23:6720-6729. [PMID: 31448882 PMCID: PMC6787462 DOI: 10.1111/jcmm.14550] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 05/31/2019] [Accepted: 07/02/2019] [Indexed: 12/19/2022] Open
Abstract
Circular RNAs (circRNAs) are becoming new therapeutic drug targets. However, their profiles under astilbin treatment have not been reported yet. In this study, we analysed the global reprogramming of circRNA transcriptome and a regulatory network of circRNAs with their targeted genes under astilbin treatment in pulmonary fibrosis. A total of 145 circRNAs were differentially expressed in the astilbin-treated group compared with the bleomycin-treated group using RNA sequencing. In the bleomycin- and astilbin-treated groups, 29 coexpressed circRNAs were found. The maximum number of circRNAs was distributed on chromosome two, and their length varieties were mainly within 1000 bp. Four differentially expressed circRNAs (circRNA-662, 949, 394 and 986) were tested to validate the RNA sequencing data, and their targeted microRNAs and genes were analysed by qRT-PCR, Western blot, Pearson correlation coefficient, a dual-luciferase reporter system and anti-AGO2 RNA immunoprecipitation. The results showed that circRNA-662 and 949 can act as "miR-29b sponges" targeting Gli2 and STAT3 to exert their functions. Our work suggests that the transcriptome complexity at the circRNA level under astilbin treatment. These circRNAs may be potential molecular targets for drug action.
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Affiliation(s)
- Guangping Lu
- Department of Clinical NursingBinzhou Medical University HospitalBinzhouChina
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
| | - Jinjin Zhang
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
| | - Xiangyong Liu
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
| | - Wenbo Liu
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
| | - Guohong Cao
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
- Department of Respiratory MedicineBinzhou Medical University HospitalBinzhouChina
| | - Changjun Lv
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
- Department of Respiratory MedicineBinzhou Medical University HospitalBinzhouChina
| | - Xiaoli Zhang
- Department of Clinical NursingBinzhou Medical University HospitalBinzhouChina
| | - Pan Xu
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
- Department of Respiratory MedicineBinzhou Medical University HospitalBinzhouChina
| | - Minge Li
- Department of Clinical NursingBinzhou Medical University HospitalBinzhouChina
| | - Xiaodong Song
- Department of Cellular and Genetic Medicine, School of Pharmaceutical SciencesBinzhou Medical UniversityYantaiChina
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28
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Xavier S, Sahu RK, Bontha SV, Mass V, Taylor RP, Megyesi J, Thielens NM, Portilla D. Complement C1r serine protease contributes to kidney fibrosis. Am J Physiol Renal Physiol 2019; 317:F1293-F1304. [PMID: 31509012 DOI: 10.1152/ajprenal.00357.2019] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
We have previously reported that complement activation precedes the development of kidney fibrosis; however, little is known about the cellular mechanisms involved in this transition. We hypothesized that increased expression of C1 complex protease C1r, the initiator of complement activation, contributes to tubulointerstitial fibrosis and tested this idea in mice with global deletion of C1r. Although expression of C1r in untreated wild-type (WT) mice was higher in the liver compared with kidney tissue, administration of folic acid (FA) led to upregulation of C1r mRNA and protein levels only in kidney tissue. Immunohistochemistry and in situ hybridization experiments localized increased expression of C1r and C1s proteases to renal tubular epithelial cells. C1r-null mice had reduced acute tubular injury and inflammation measured 2 days after FA administration compared with WT mice. C1r deletion reduced expression of C1s, C3 fragment formation, and organ fibrosis measured 14 days after FA administration. Differential gene expression performed in kidney tissue demonstrated that C1r-null mice had reduced expression of genes associated with the acute phase response, complement, proliferation of connective tissue cells (e.g., platelet-derived growth factor receptor-β), and reduced expression of genes associated with inflammation compared with FA-treated WT mice. In vitro experiments in renal epithelial cells demonstrated that C1s expression is dependent on increased C1r expression and that interferon-γ induces the expression of these two proteases. We conclude that increased expression of C1 complex proteases is associated with increased tissue inflammation and complement C3 formation and represents an important pathogenic mechanism leading to FA-mediated tubulointerstitial fibrosis.
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Affiliation(s)
- Sandhya Xavier
- Division of Nephrology, Center for Immunity, Inflammation and Regenerative Medicine, University of Virginia, Charlottesville, Virginia
| | - Ranjit K Sahu
- Division of Nephrology, Center for Immunity, Inflammation and Regenerative Medicine, University of Virginia, Charlottesville, Virginia
| | - Sai Vineela Bontha
- Methodist University of Tennessee Transplant Institute, Memphis, Tennessee
| | - Valeria Mass
- Methodist University of Tennessee Transplant Institute, Memphis, Tennessee
| | - Ronald P Taylor
- Department of Biochemistry, University of Virginia, Charlottesville, Virginia
| | - Judit Megyesi
- University of Arkansas for Medical Sciences, Little Rock, Arkansas
| | - Nicole M Thielens
- University of Grenoble Alpes, Centre National de la Recherche Scientifique, Commissariat à l'énergie Atomique et aux Énergies Alternatives, L'Institut de Biologie Structurale, Grenoble, France
| | - Didier Portilla
- Division of Nephrology, Center for Immunity, Inflammation and Regenerative Medicine, University of Virginia, Charlottesville, Virginia.,Salem Veterans Affairs Medical Center, Salem, Virginia
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29
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Li J, Mao R, Kurada S, Wang J, Lin S, Chandra J, Rieder F. Pathogenesis of fibrostenosing Crohn's disease. Transl Res 2019; 209:39-54. [PMID: 30981697 DOI: 10.1016/j.trsl.2019.03.005] [Citation(s) in RCA: 56] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2018] [Revised: 03/07/2019] [Accepted: 03/21/2019] [Indexed: 02/06/2023]
Abstract
Crohn's disease (CD) is a chronic inflammatory disease, which could affect any part of the gastrointestinal tract. A severe complication of CD is fibrosis-associated strictures, which can cause bowel obstruction. Unfortunately, there is no specific antifibrotic therapy available. More than 80% of the patients with CD will have to undergo at least 1 surgery in their life and recurrence of strictures after surgery is common. Investigations on the mechanism of fibrostenosing CD have revealed that fibrosis is mainly driven by expansion of mesenchymal cells including fibroblasts, myofibroblasts, and smooth muscle cells. Being exposed to a pro-fibrotic milieu, these cells increase the secretion of extracellular matrix, as well as crosslinking enzymes, which drive tissue stiffness and remodeling. Fibrogenesis can become independent of inflammation in later stages of disease, which offers unique therapeutic potential. Exciting new evidence suggests smooth muscle cell hyperplasia as a strong contributor to luminal narrowing in fibrostenotic CD. Approval of new drugs in other fibrotic diseases, such as idiopathic pulmonary fibrosis, as well as new targets associated with fibrosis found in CD, such as cadherins or specific integrins, shed light on the development of novel antifibrotic approaches in CD.
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Affiliation(s)
- Jiannan Li
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio
| | - Ren Mao
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Satya Kurada
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio
| | - Jie Wang
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio; School of Laboratory Medicine, Xinxiang Medical University, Xinxiang, China
| | - Sinan Lin
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jyotsna Chandra
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio
| | - Florian Rieder
- Department of Inflammation and Immunity, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio; Department of Gastroenterology, Hepatology and Nutrition, Digestive Diseases and Surgery Institute, Cleveland Clinic Foundation, Cleveland, Ohio.
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30
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Rauchman M, Griggs D. Emerging strategies to disrupt the central TGF-β axis in kidney fibrosis. Transl Res 2019; 209:90-104. [PMID: 31085163 PMCID: PMC6850218 DOI: 10.1016/j.trsl.2019.04.003] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 03/27/2019] [Accepted: 04/08/2019] [Indexed: 12/26/2022]
Abstract
Chronic kidney disease (CKD) affects more than 20 million people in the United States and the global burden of this disorder is increasing. Many affected individuals will progress to end stage kidney disease necessitating dialysis or transplantation. CKD is also a major independent contributor to the risk of cardiovascular morbidity and mortality. Tubulointerstitial fibrosis is a final common pathway for most causes of progressive CKD. Currently, there are no clinically available therapies targeting fibrosis that can slow the decline in kidney function. Although it has long been known that TGF-β signaling is a critical mediator of kidney fibrosis, translating this knowledge to the clinic has been challenging. In this review, we highlight some recent insights into the mechanisms of TGF-β signaling that target activation of this cytokine at the site of injury or selectively inhibit pro-fibrotic gene expression. Molecules directed at these targets hold the promise of attaining therapeutic efficacy while limiting toxicity seen with global inhibition of TGF-β. Kidney injury has profound epigenetic effects leading to altered expression of more than a thousand genes. We discuss how drugs targeting epigenetic modifications, some of which are in use for cancer therapy, have the potential to reprogram gene regulatory networks to favor adaptive repair and prevent fibrosis. The lack of reliable biomarkers of kidney fibrosis is a major limitation in designing clinical trials for testing CKD treatments. We conclude by reviewing recent advances in fibrosis biomarker development.
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Affiliation(s)
- Michael Rauchman
- Division of Nephrology, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri; VA St. Louis Health Care System, Saint Louis, Missouri.
| | - David Griggs
- Department of Molecular Microbiology and Immunology, Edward A. Doisy Research Center, Saint Louis University, Saint Louis, Missouri.
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31
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Pavkovic M, Pantano L, Gerlach CV, Brutus S, Boswell SA, Everley RA, Shah JV, Sui SH, Vaidya VS. Multi omics analysis of fibrotic kidneys in two mouse models. Sci Data 2019; 6:92. [PMID: 31201317 PMCID: PMC6570759 DOI: 10.1038/s41597-019-0095-5] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Accepted: 05/07/2019] [Indexed: 12/12/2022] Open
Abstract
Kidney fibrosis represents an urgent unmet clinical need due to the lack of effective therapies and an inadequate understanding of the molecular pathogenesis. We have generated a comprehensive and combined multi-omics dataset (proteomics, mRNA and small RNA transcriptomics) of fibrotic kidneys that is searchable through a user-friendly web application: http://hbcreports.med.harvard.edu/fmm/ . Two commonly used mouse models were utilized: a reversible chemical-induced injury model (folic acid (FA) induced nephropathy) and an irreversible surgically-induced fibrosis model (unilateral ureteral obstruction (UUO)). mRNA and small RNA sequencing, as well as 10-plex tandem mass tag (TMT) proteomics were performed with kidney samples from different time points over the course of fibrosis development. The bioinformatics workflow used to process, technically validate, and combine the single omics data will be described. In summary, we present temporal multi-omics data from fibrotic mouse kidneys that are accessible through an interrogation tool (Mouse Kidney Fibromics browser) to provide a searchable transcriptome and proteome for kidney fibrosis researchers.
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Affiliation(s)
- Mira Pavkovic
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
- Department of Medicine - Renal Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Lorena Pantano
- Bioinformatics Core, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Cory V Gerlach
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
- Department of Medicine - Renal Division, Brigham and Women's Hospital, Boston, MA, USA
- Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Sergine Brutus
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
- Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA
- Department of Systems Biology, Harvard Medical School, Boston, MA, USA
| | - Sarah A Boswell
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Robert A Everley
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
| | - Jagesh V Shah
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA
- Department of Medicine - Renal Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Shannan H Sui
- Bioinformatics Core, Harvard T. H. Chan School of Public Health, Boston, MA, USA
| | - Vishal S Vaidya
- Laboratory of Systems Pharmacology, Harvard Medical School, Boston, MA, USA.
- Department of Medicine - Renal Division, Brigham and Women's Hospital, Boston, MA, USA.
- Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, MA, USA.
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32
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Wang X, Park J, Susztak K, Zhang NR, Li M. Bulk tissue cell type deconvolution with multi-subject single-cell expression reference. Nat Commun 2019; 10:380. [PMID: 30670690 PMCID: PMC6342984 DOI: 10.1038/s41467-018-08023-x] [Citation(s) in RCA: 405] [Impact Index Per Article: 81.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2018] [Accepted: 12/02/2018] [Indexed: 12/16/2022] Open
Abstract
Knowledge of cell type composition in disease relevant tissues is an important step towards the identification of cellular targets of disease. We present MuSiC, a method that utilizes cell-type specific gene expression from single-cell RNA sequencing (RNA-seq) data to characterize cell type compositions from bulk RNA-seq data in complex tissues. By appropriate weighting of genes showing cross-subject and cross-cell consistency, MuSiC enables the transfer of cell type-specific gene expression information from one dataset to another. When applied to pancreatic islet and whole kidney expression data in human, mouse, and rats, MuSiC outperformed existing methods, especially for tissues with closely related cell types. MuSiC enables the characterization of cellular heterogeneity of complex tissues for understanding of disease mechanisms. As bulk tissue data are more easily accessible than single-cell RNA-seq, MuSiC allows the utilization of the vast amounts of disease relevant bulk tissue RNA-seq data for elucidating cell type contributions in disease. Bulk tissue RNA-seq data reveals transcriptomic profiles but masks the contributions of different cell types. Here, the authors develop a new method for estimating cell type proportions from bulk tissue RNA-seq data guided by multi-subject single-cell expression reference.
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Affiliation(s)
- Xuran Wang
- Graduate Group in Applied Mathematics and Computational Science, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Jihwan Park
- Departments of Medicine and Genetics, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Katalin Susztak
- Departments of Medicine and Genetics, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Nancy R Zhang
- Department of Statistics, The Wharton School, University of Pennsylvania, Philadelphia, PA, 19104, USA.
| | - Mingyao Li
- Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania, Philadelphia, PA, 19104, USA.
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Zhou LT, Lv LL, Liu BC. Urinary Biomarkers of Renal Fibrosis. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2019; 1165:607-623. [PMID: 31399987 DOI: 10.1007/978-981-13-8871-2_30] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Renal fibrosis is the common pathological pathway of progressive CKD. The commonly used biomarkers in clinical practice are not optimal to detect injury or predict prognosis. Therefore, it is crucial to develop novel biomarkers to allow prompt intervention. Urine serves as a valuable resource of biomarker discovery for kidney diseases. Owing to the rapid development of omics platforms and bioinformatics, research on novel urinary biomarkers for renal fibrosis has proliferated in recent years. In this chapter, we discuss the current status and provide basic knowledge in this field. We present novel promising biomarkers including tubular injury markers, proteins related to activated inflammation/fibrosis pathways, CKD273, transcriptomic biomarkers, as well as metabolomic biomarkers. Furthermore, considering the complex nature of the pathogenesis of renal fibrosis, we also highlight the combination of biomarkers to further improve the diagnostic and prognostic performance.
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Affiliation(s)
- Le-Ting Zhou
- Institute of Nephrology, Zhong Da Hospital, Southeast University School of Medicine, DingJiaQiao Road, Nanjing, China
| | - Lin-Li Lv
- Institute of Nephrology, Zhong Da Hospital, Southeast University School of Medicine, DingJiaQiao Road, Nanjing, China
| | - Bi-Cheng Liu
- Institute of Nephrology, Zhong Da Hospital, Southeast University School of Medicine, DingJiaQiao Road, Nanjing, China.
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34
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Identification of proteinaceous binders in paintings: A targeted proteomic approach for cultural heritage. Microchem J 2019. [DOI: 10.1016/j.microc.2018.09.021] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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35
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Slama P, Hoopmann MR, Moritz RL, Geman D. Robust determination of differential abundance in shotgun proteomics using nonparametric statistics. Mol Omics 2018; 14:424-436. [PMID: 30259924 PMCID: PMC6490964 DOI: 10.1039/c8mo00077h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Label-free shotgun mass spectrometry enables the detection of significant changes in protein abundance between different conditions. Due to often limited cohort sizes or replication, large ratios of potential protein markers to number of samples, as well as multiple null measurements pose important technical challenges to conventional parametric models. From a statistical perspective, a scenario similar to that of unlabeled proteomics is encountered in genomics when looking for differentially expressed genes. Still, the difficulty of detecting a large fraction of the true positives without a high false discovery rate is arguably greater in proteomics due to even smaller sample sizes and peptide-to-peptide variability in detectability. These constraints argue for nonparametric (or distribution-free) tests on normalized peptide values, thus minimizing the number of free parameters, as well as for measuring significance with permutation testing. We propose such a procedure with a class-based statistic, no parametric assumptions, and no parameters to select other than a nominal false discovery rate. Our method was tested on a new dataset which is available via ProteomeXchange with identifier PXD006447. The dataset was prepared using a standard proteolytic digest of a human protein mixture at 1.5-fold to 3-fold protein concentration changes and diluted into a constant background of yeast proteins. We demonstrate its superiority relative to other approaches in terms of the realized sensitivity and realized false discovery rates determined by ground truth, and recommend it for detecting differentially abundant proteins from MS data.
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Affiliation(s)
- Patrick Slama
- Center for Imaging Science, Institute for Computational Medicine, Johns Hopkins University, USA.
- Independent Researcher, Paris, France
| | | | - Robert L. Moritz
- Institute for Systems Biology, 401 Terry Avenue N, Seattle, WA, USA 98109
| | - Donald Geman
- Center for Imaging Science, Institute for Computational Medicine, Johns Hopkins University, USA.
- Department of Applied Mathematics and Statistics, Johns Hopkins University, 3400 N. Charles St., Baltimore MD, 21218
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36
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Huang S, Park J, Qiu C, Chung KW, Li SY, Sirin Y, Han SH, Taylor V, Zimber-Strobl U, Susztak K. Jagged1/Notch2 controls kidney fibrosis via Tfam-mediated metabolic reprogramming. PLoS Biol 2018; 16:e2005233. [PMID: 30226866 PMCID: PMC6161902 DOI: 10.1371/journal.pbio.2005233] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2018] [Revised: 09/28/2018] [Accepted: 09/03/2018] [Indexed: 12/14/2022] Open
Abstract
While Notch signaling has been proposed to play a key role in fibrosis, the direct molecular pathways targeted by Notch signaling and the precise ligand and receptor pair that are responsible for kidney disease remain poorly defined. In this study, we found that JAG1 and NOTCH2 showed the strongest correlation with the degree of interstitial fibrosis in a genome-wide expression analysis of a large cohort of human kidney samples. Transcript analysis of mouse kidney disease models, including folic-acid (FA)-induced nephropathy, unilateral ureteral obstruction (UUO), or apolipoprotein L1 (APOL1)-associated kidney disease, indicated that Jag1 and Notch2 levels were higher in all analyzed kidney fibrosis models. Mice with tubule-specific deletion of Jag1 or Notch2 (Kspcre/Jag1flox/flox and Kspcre/Notch2flox/flox) had no kidney-specific alterations at baseline but showed protection from FA-induced kidney fibrosis. Tubule-specific genetic deletion of Notch1 and global knockout of Notch3 had no effect on fibrosis. In vitro chromatin immunoprecipitation experiments and genome-wide expression studies identified the mitochondrial transcription factor A (Tfam) as a direct Notch target. Re-expression of Tfam in tubule cells prevented Notch-induced metabolic and profibrotic reprogramming. Tubule-specific deletion of Tfam resulted in fibrosis. In summary, Jag1 and Notch2 play a key role in kidney fibrosis development by regulating Tfam expression and metabolic reprogramming.
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Affiliation(s)
- Shizheng Huang
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Jihwan Park
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Chengxiang Qiu
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Ki Wung Chung
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Szu-yuan Li
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Yasemin Sirin
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Seung Hyeok Han
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Verdon Taylor
- Department of Biomedicine, University of Basel, Basel, Switzerland
| | - Ursula Zimber-Strobl
- Research Unit Gene Vectors, Helmholtz Zentrum München, German Research Center for Environment and Health, Munich, Germany
| | - Katalin Susztak
- Renal Electrolyte and Hypertension Division, Department of Medicine, Department of Genetics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
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37
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Changes in the urinary extracellular vesicle proteome are associated with nephronophthisis-related ciliopathies. J Proteomics 2018; 192:27-36. [PMID: 30071318 DOI: 10.1016/j.jprot.2018.07.008] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Revised: 05/17/2018] [Accepted: 07/16/2018] [Indexed: 12/11/2022]
Abstract
Nephronophthisis is one of the leading genetic causes of end-stage renal disease in childhood. Early diagnostics and prognostics for nephronophthisis are currently limited. We aimed to identify non-invasive protein biomarkers for nephronophthisis in urinary extracellular vesicles. Extracellular vesicles were isolated from urine of 12 patients with a nephronophthisis-related ciliopathy and 12 age- and gender-matched controls, followed by in-depth label-free LC-MS/MS proteomics analysis of gel fractionated extracellular vesicle proteins. Supervised cluster analysis of proteomic profiles separated patients from controls. We identified 156 differentially expressed proteins with fold change ≥4 in patients compared to controls (P < .05). Importantly, expression levels of discriminating proteins were correlated with chronic kidney disease stage, suggesting possible applications for urinary extracellular vesicle biomarkers in prognostics for nephronophthisis. Enrichment analysis of gene ontology terms revealed GO terms including signaling, actin cytoskeleton and endocytosis among the downregulated proteins in patients, whereas terms related to response to wounding and extracellular matrix organization were enriched among upregulated proteins. Our findings represent the first step towards a non-invasive diagnostic test for nephronophthisis. Further research is needed to determine specificity of the candidate biomarkers. In conclusion, proteomic profiles of urinary extracellular vesicles differentiate nephronophthisis-related ciliopathy patients from healthy controls. SIGNIFICANCE: Nephronophthisis is an important cause of end-stage renal disease in children and is associated with an average diagnostic delay of 3.5 years. This is the first study investigating candidate biomarkers for nephronophthisis using global proteomics analysis of urinary extracellular vesicles in patients with nephronophthisis compared to control individuals. We show that measuring protein markers in urinary extracellular vesicles is a promising approach for non-invasive early diagnostics of nephronophthisis.
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38
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Fu Y, Tang C, Cai J, Chen G, Zhang D, Dong Z. Rodent models of AKI-CKD transition. Am J Physiol Renal Physiol 2018; 315:F1098-F1106. [PMID: 29949392 DOI: 10.1152/ajprenal.00199.2018] [Citation(s) in RCA: 135] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
Acute kidney injury (AKI) is a contributing factor in the development and progression of chronic kidney disease (CKD). Despite rapid progresses, the mechanism underlying AKI-CKD transition remains largely unclear. Animal models recapitulating this process are crucial to the research of the pathophysiology of AKI-CKD transition and the development of effective therapeutics. In this review, we present the commonly used rodent models of AKI-CKD transition, including bilateral ischemia-reperfusion injury (IRI), unilateral IRI, unilateral IRI with contralateral nephrectomy, multiple episodes of IRI, and repeated treatment of low-dose cisplatin, diphtheria toxin, aristolochic acid, or folic acid. The main merits and pitfalls of these models are also discussed. This review provides helpful information for establishing reliable and clinically relevant models for studying post-AKI development of chronic renal pathologies and the progression to CKD.
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Affiliation(s)
- Ying Fu
- Department of Nephrology, The Second Xiangya Hospital at Central South University , Changsha, Hunan , China
| | - Chengyuan Tang
- Department of Nephrology, The Second Xiangya Hospital at Central South University , Changsha, Hunan , China
| | - Juan Cai
- Department of Nephrology, The Second Xiangya Hospital at Central South University , Changsha, Hunan , China
| | - Guochun Chen
- Department of Nephrology, The Second Xiangya Hospital at Central South University , Changsha, Hunan , China
| | - Dongshan Zhang
- Department of Emergency Medicine, The Second Xiangya Hospital at Central South University , Changsha, Hunan , China
| | - Zheng Dong
- Department of Nephrology, The Second Xiangya Hospital at Central South University , Changsha, Hunan , China.,Department of Cellular Biology and Anatomy, Medical College of Georgia at Augusta University and Charlie Norwood Veterans Affairs Medical Center , Augusta, Georgia
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39
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Kierulf-Lassen C, Nielsen PM, Qi H, Damgaard M, Laustsen C, Pedersen M, Krag S, Birn H, Nørregaard R, Jespersen B. Unilateral nephrectomy diminishes ischemic acute kidney injury through enhanced perfusion and reduced pro-inflammatory and pro-fibrotic responses. PLoS One 2017; 12:e0190009. [PMID: 29267404 PMCID: PMC5739457 DOI: 10.1371/journal.pone.0190009] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Accepted: 12/06/2017] [Indexed: 11/23/2022] Open
Abstract
While unilateral nephrectomy (UNx) is suggested to protect against ischemia-reperfusion injury (IRI) in the remaining kidney, the mechanisms underlying this protection remain to be elucidated. In this study, functional MRI was employed in a renal IRI rat model to reveal global and regional changes in renal filtration, perfusion, oxygenation and sodium handling, and microarray and pathway analyses were conducted to identify protective molecular mechanisms. Wistar rats were randomized to either UNx or sham UNx immediately prior to 37 minutes of unilateral renal artery clamping or sham operation under sevoflurane anesthesia. MRI was performed 24 hours after reperfusion. Blood and renal tissue were harvested. RNA was isolated for microarray analysis and QPCR validation of gene expression results. The perfusion (T1 value) was significantly enhanced in the medulla of the post-ischemic kidney following UNx. UNx decreased the expression of fibrogenic genes, i.a. Col1a1, Fn1 and Tgfb1 in the post-ischemic kidney. This was associated with a marked decrease in markers of activated myofibroblasts (Acta2/α-Sma and Cdh11) and macrophages (Ccr2). This was most likely facilitated by down-regulation of Pdgfra, thus inhibiting pericyte-myofibroblast differentiation, chemokine production (Ccl2/Mcp1) and macrophage infiltration. UNx reduced ischemic histopathologic injury. UNx may exert renoprotective effects against IRI through increased perfusion in the renal medulla and alleviation of the acute pro-inflammatory and pro-fibrotic responses possibly through decreased myofibroblast activation. The identified pathways involved may serve as potential therapeutic targets and should be taken into account in experimental models of IRI.
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Affiliation(s)
- Casper Kierulf-Lassen
- Department of Renal Medicine, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Per Mose Nielsen
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
- MR Research Centre, Aarhus University, Aarhus, Denmark
| | - Haiyun Qi
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
- MR Research Centre, Aarhus University, Aarhus, Denmark
| | - Mads Damgaard
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | | | - Michael Pedersen
- MR Research Centre, Aarhus University, Aarhus, Denmark
- Comparative Medicine Lab, Aarhus University, Aarhus, Denmark
| | - Søren Krag
- Department of Pathology, Aarhus University Hospital, Aarhus, Denmark
| | - Henrik Birn
- Department of Renal Medicine, Aarhus University Hospital, Aarhus, Denmark
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | - Rikke Nørregaard
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Bente Jespersen
- Department of Renal Medicine, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
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40
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Trivedi P, Kumar RK, Iyer A, Boswell S, Gerarduzzi C, Dadhania VP, Herbert Z, Joshi N, Luyendyk JP, Humphreys BD, Vaidya VS. Targeting Phospholipase D4 Attenuates Kidney Fibrosis. J Am Soc Nephrol 2017; 28:3579-3589. [PMID: 28814511 DOI: 10.1681/asn.2016111222] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Accepted: 07/11/2017] [Indexed: 01/13/2023] Open
Abstract
Phospholipase D4 (PLD4), a single-pass transmembrane glycoprotein, is among the most highly upregulated genes in murine kidneys subjected to chronic progressive fibrosis, but the function of PLD4 in this process is unknown. Here, we found PLD4 to be overexpressed in the proximal and distal tubular epithelial cells of murine and human kidneys after fibrosis. Genetic silencing of PLD4, either globally or conditionally in proximal tubular epithelial cells, protected mice from the development of fibrosis. Mechanistically, global knockout of PLD4 modulated innate and adaptive immune responses and attenuated the upregulation of the TGF-β signaling pathway and α1-antitrypsin protein (a serine protease inhibitor) expression and downregulation of neutrophil elastase (NE) expression induced by obstructive injury. In vitro, treatment with NE attenuated TGF-β-induced accumulation of fibrotic markers. Furthermore, therapeutic targeting of PLD4 using specific siRNA protected mice from folic acid-induced kidney fibrosis and inhibited the increase in TGF-β signaling, decrease in NE expression, and upregulation of mitogen-activated protein kinase signaling. Immunoprecipitation/mass spectrometry and coimmunoprecipitation experiments confirmed that PLD4 binds three proteins that interact with neurotrophic receptor tyrosine kinase 1, a receptor also known as TrkA that upregulates mitogen-activated protein kinase. PLD4 inhibition also prevented the folic acid-induced upregulation of this receptor in mouse kidneys. These results suggest inhibition of PLD4 as a novel therapeutic strategy to activate protease-mediated degradation of extracellular matrix and reverse fibrosis.
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Affiliation(s)
- Priyanka Trivedi
- Renal Division, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
| | - Ramya K Kumar
- Renal Division, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
| | - Ashwin Iyer
- Renal Division, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
| | - Sarah Boswell
- Harvard Program in Therapeutic Sciences, Harvard Medical School, Boston, Massachusetts
| | - Casimiro Gerarduzzi
- Renal Division, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
| | - Vivekkumar P Dadhania
- Renal Division, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts.,Harvard Program in Therapeutic Sciences, Harvard Medical School, Boston, Massachusetts
| | - Zach Herbert
- Molecular Biology Core Facilities, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Nikita Joshi
- Department of Pathobiology and Diagnostic Investigation, Michigan State University, East Lansing, Michigan
| | - James P Luyendyk
- Department of Pathobiology and Diagnostic Investigation, Michigan State University, East Lansing, Michigan
| | - Benjamin D Humphreys
- Division of Nephrology, Washington University School of Medicine, St. Louis, Missouri; and
| | - Vishal S Vaidya
- Renal Division, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts; .,Harvard Program in Therapeutic Sciences, Harvard Medical School, Boston, Massachusetts.,Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
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41
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Ko YA, Yi H, Qiu C, Huang S, Park J, Ledo N, Köttgen A, Li H, Rader DJ, Pack MA, Brown CD, Susztak K. Genetic-Variation-Driven Gene-Expression Changes Highlight Genes with Important Functions for Kidney Disease. Am J Hum Genet 2017; 100:940-953. [PMID: 28575649 DOI: 10.1016/j.ajhg.2017.05.004] [Citation(s) in RCA: 60] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Accepted: 05/05/2017] [Indexed: 01/22/2023] Open
Abstract
Chronic kidney disease (CKD) is a complex gene-environmental disease affecting close to 10% of the US population. Genome-wide association studies (GWASs) have identified sequence variants, localized to non-coding genomic regions, associated with kidney function. Despite these robust observations, the mechanism by which variants lead to CKD remains a critical unanswered question. Expression quantitative trait loci (eQTL) analysis is a method to identify genetic variation associated with gene expression changes in specific tissue types. We hypothesized that an integrative analysis combining CKD GWAS and kidney eQTL results can identify candidate genes for CKD. We performed eQTL analysis by correlating genotype with RNA-seq-based gene expression levels in 96 human kidney samples. Applying stringent statistical criteria, we detected 1,886 genes whose expression differs with the sequence variants. Using direct overlap and Bayesian methods, we identified new potential target genes for CKD. With respect to one of the target genes, lysosomal beta A mannosidase (MANBA), we observed that genetic variants associated with MANBA expression in the kidney showed statistically significant colocalization with variants identified in CKD GWASs, indicating that MANBA is a potential target gene for CKD. The expression of MANBA was significantly lower in kidneys of subjects with risk alleles. Suppressing manba expression in zebrafish resulted in renal tubule defects and pericardial edema, phenotypes typically induced by kidney dysfunction. Our analysis shows that gene-expression changes driven by genetic variation in the kidney can highlight potential new target genes for CKD development.
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42
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Gerarduzzi C, Kumar RK, Trivedi P, Ajay AK, Iyer A, Boswell S, Hutchinson JN, Waikar SS, Vaidya VS. Silencing SMOC2 ameliorates kidney fibrosis by inhibiting fibroblast to myofibroblast transformation. JCI Insight 2017; 2:90299. [PMID: 28422762 DOI: 10.1172/jci.insight.90299] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2016] [Accepted: 03/16/2017] [Indexed: 12/14/2022] Open
Abstract
Secreted modular calcium-binding protein 2 (SMOC2) belongs to the secreted protein acidic and rich in cysteine (SPARC) family of matricellular proteins whose members are known to modulate cell-matrix interactions. We report that SMOC2 is upregulated in the kidney tubular epithelial cells of mice and humans following fibrosis. Using genetically manipulated mice with SMOC2 overexpression or knockdown, we show that SMOC2 is critically involved in the progression of kidney fibrosis. Mechanistically, we found that SMOC2 activates a fibroblast-to-myofibroblast transition (FMT) to stimulate stress fiber formation, proliferation, migration, and extracellular matrix production. Furthermore, we demonstrate that targeting SMOC2 by siRNA results in attenuation of TGFβ1-mediated FMT in vitro and an amelioration of kidney fibrosis in mice. These findings implicate that SMOC2 is a key signaling molecule in the pathological secretome of a damaged kidney and targeting SMOC2 offers a therapeutic strategy for inhibiting FMT-mediated kidney fibrosis - an unmet medical need.
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Affiliation(s)
- Casimiro Gerarduzzi
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA
| | - Ramya K Kumar
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA
| | - Priyanka Trivedi
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA
| | - Amrendra K Ajay
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA
| | - Ashwin Iyer
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA
| | - Sarah Boswell
- Harvard Program in Therapeutic Sciences, Harvard Medical School, Boston, Massachusetts, USA
| | | | - Sushrut S Waikar
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA
| | - Vishal S Vaidya
- Renal Division, Department of Medicine, Brigham and Women's Hospital (BWH), Boston, Massachusetts, USA.,Harvard Program in Therapeutic Sciences, Harvard Medical School, Boston, Massachusetts, USA.,Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
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43
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Huang S, Feng C, Chen L, Huang Z, Zhou X, Li B, Wang LL, Chen W, Lv FQ, Li TS. Molecular Mechanisms of Mild and Severe Pneumonia: Insights from RNA Sequencing. Med Sci Monit 2017; 23:1662-1673. [PMID: 28381820 PMCID: PMC5390720 DOI: 10.12659/msm.900782] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND This study aimed to uncover the molecular mechanisms underlying mild and severe pneumonia by use of mRNA sequencing (RNA-seq). MATERIAL AND METHODS RNA was extracted from the peripheral blood of patients with mild pneumonia, severe pneumonia, and healthy controls. Sequencing was performed on the HiSeq4000 platform. After filtering, clean reads were mapped to the human reference genome hg19. Differentially expressed genes (DEGs) were identified between the control group and the mild or severe group. A transcription factor-gene network was constructed for each group. Biological process (BP) terms enriched by DEGs in the network were analyzed and these genes were also mapped to the Connectivity map to search for small-molecule drugs. RESULTS A total of 199 and 560 DEGs were identified from the mild group and severe group, respectively. A transcription factor-gene network consisting of 215 nodes and another network consisting of 451 nodes were constructed in the mild group and severe group, respectively, and 54 DEGs (e.g., S100A9 and S100A12) were found to be common, with consistent differential expression changes in the 2 groups. Genes in the transcription factor-gene network for the mild group were mainly enriched in 13 BP terms, especially defense and inflammatory response (e.g., S100A8) and spermatogenesis, while the top BP terms enriched by genes in the severe group include response to oxidative stress (CCL5), wound healing, and regulation of cell differentiation (CCL5), and of the cellular protein metabolic process. CONCLUSIONS S100A9 and S100A12 may have a role in the pathogenesis of pneumonia: S100A9 and CXCL1 may contribute solely in mild pneumonia, and CCL5 and CXCL11 may contribute in severe pneumonia.
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Affiliation(s)
- Sai Huang
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland).,Department of Hematology, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China (mainland)
| | - Cong Feng
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Li Chen
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Zhi Huang
- Electrical and Computer Engineering, Purdue University, Indianapolis, IN, USA
| | - Xuan Zhou
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Bei Li
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Li-Li Wang
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Wei Chen
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Fa-Qin Lv
- Department of Ultrasound, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
| | - Tan-Shi Li
- Department of Emergency, General Hospital of The People's Liberation Army (PLA), Beijing, China (mainland)
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Yang H, Fogo AB, Kon V. Kidneys: key modulators of high-density lipoprotein levels and function. Curr Opin Nephrol Hypertens 2017; 25:174-9. [PMID: 27008596 DOI: 10.1097/mnh.0000000000000217] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
PURPOSE OF REVIEW The review will examine advances in our understanding of the role kidneys play in high-density lipoprotein (HDL) metabolism and the effect on levels, composition, and function of HDL particles. RECENT FINDINGS Components of the HDL particles can cross the glomerular filtration barrier. Some of these components, including apolipoproteins and enzymes involved in lipid metabolism, are taken up by the proximal tubule and degraded, modified, salvaged/returned to the circulation, or lost in the urine. Injury of the glomerular capillaries or tubules can affect these intrarenal processes and modify HDL. Changes in the plasma and urine levels of HDL may be novel markers of kidney damage or mechanism(s) of kidney disease. SUMMARY The kidneys have a significant role in the metabolism of individual HDL components, which in turn modulate HDL levels, composition, and functionality of HDL particles. These intrarenal effects may be useful markers of kidney damage and have consequences on kidney-related perturbations in HDL.
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Affiliation(s)
- Haichun Yang
- aDepartments of Pediatrics, Microbiology, and Immunology bDepartments of Medicine, Microbiology, and Immunology cDepartments of Pathology, Microbiology, and Immunology, Vanderbilt University School of Medicine, Nashville, Tennessee, USA
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Birtolo C, Pham H, Morvaridi S, Chheda C, Go VLW, Ptasznik A, Edderkaoui M, Weisman MH, Noss E, Brenner MB, Larson B, Guindi M, Wang Q, Pandol SJ. Cadherin-11 Is a Cell Surface Marker Up-Regulated in Activated Pancreatic Stellate Cells and Is Involved in Pancreatic Cancer Cell Migration. THE AMERICAN JOURNAL OF PATHOLOGY 2016; 187:146-155. [PMID: 27855278 DOI: 10.1016/j.ajpath.2016.09.012] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Received: 05/09/2016] [Revised: 09/05/2016] [Accepted: 09/12/2016] [Indexed: 12/31/2022]
Abstract
Chronic pancreatitis is a prominent risk factor for the development of pancreatic ductal adenocarcinoma. In both conditions, the activation of myofibroblast-like pancreatic stellate cells (PSCs) plays a predominant role in the formation of desmoplastic reaction through the synthesis of connective tissue and extracellular matrix, inducing local pancreatic fibrosis and an inflammatory response. Yet the signaling events involved in chronic pancreatitis and pancreatic cancer progression and metastasis remain poorly defined. Cadherin-11 (Cad-11, also known as OB cadherin or CDH11) is a cell-to-cell adhesion molecule implicated in many biological functions, including tissue morphogenesis and architecture, extracellular matrix-mediated tissue remodeling, cytoskeletal organization, epithelial-to-mesenchymal transition, and cellular migration. In this study, we show that, in human chronic pancreatitis and pancreatic cancer tissues, Cad-11 expression was significantly increased in PSCs and pancreatic cancer cells. In particular, an increased expression of Cad-11 can be detected on the plasma membrane of activated PSCs isolated from chronic pancreatitis tissues and in pancreatic cancer cells metastasized to the liver. Moreover, knockdown of Cad-11 in cancer cells reduced pancreatic cancer cell migration. Taken together, our data underline the potential role of Cad-11 in PSC activation and pancreatic cancer metastasis.
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Affiliation(s)
- Chiara Birtolo
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California; Department of Internal Medicine, S. Orsola-Malpighi Hospital, University of Bologna, Bologna, Italy
| | - Hung Pham
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Susan Morvaridi
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Chintan Chheda
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Vay Liang W Go
- Department of Medicine, David Geffen School of Medicine at the University of California, Los Angeles, Los Angeles, California
| | - Andrzej Ptasznik
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Mouad Edderkaoui
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Michael H Weisman
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Erika Noss
- Division of Rheumatology, Immunology, and Allergy, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Michael B Brenner
- Division of Rheumatology, Immunology, and Allergy, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Brent Larson
- Department of Pathology and Laboratory Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Maha Guindi
- Department of Pathology and Laboratory Medicine, Cedars-Sinai Medical Center, Los Angeles, California
| | - Qiang Wang
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California.
| | - Stephen J Pandol
- Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California; Department of Medicine, David Geffen School of Medicine at the University of California, Los Angeles, Los Angeles, California; Department of Veterans Affairs, VA Greater Los Angeles Health Care System, Los Angeles, California.
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Konvalinka A, Batruch I, Tokar T, Dimitromanolakis A, Reid S, Song X, Pei Y, Drabovich AP, Diamandis EP, Jurisica I, Scholey JW. Quantification of angiotensin II-regulated proteins in urine of patients with polycystic and other chronic kidney diseases by selected reaction monitoring. Clin Proteomics 2016; 13:16. [PMID: 27499720 PMCID: PMC4974759 DOI: 10.1186/s12014-016-9117-x] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2016] [Accepted: 06/23/2016] [Indexed: 12/24/2022] Open
Abstract
Background Angiotensin-II (Ang II) mediates progression of autosomal-dominant polycystic kidney disease (ADPKD) and other chronic kidney diseases (CKD). However, markers of kidney Ang II activity are lacking. We previously defined 83 Ang II-regulated proteins in vitro, which reflected kidney Ang II activity in vivo. Methods In this study, we developed selected reaction monitoring (SRM) assays for quantification of Ang II-regulated proteins in urine of ADPKD and CKD patients. We demonstrated that 47 of 83 Ang II-regulated transcripts were differentially expressed in cystic compared to normal kidney tissue. We then developed SRM assays for 18 Ang II-regulated proteins overexpressed in cysts and/or secreted in urine. Methods that yielded CV ≤ 6 % for control proteins, and recovery ~100 % were selected. Heavy-labeled peptides corresponding to 13 identified Ang II-regulated peptides were spiked into urine samples of 17 ADPKD patients, 9 patients with CKD predicted to have high kidney Ang II activity and 11 healthy subjects. Samples were then digested and analyzed on triple-quadrupole mass spectrometer in duplicates. Resluts Calibration curves demonstrated linearity (R2 > 0.99) and within-run CVs < 9 % in the concentration range of 7/13 peptides. Peptide concentrations were normalized by urine creatinine. Deamidated peptide forms were monitored, and accounted for <15 % of the final concentrations. Urine excretion rates of proteins BST1, LAMB2, LYPA1, RHOB and TSP1 were significantly different (p < 0.05, one-way ANOVA) between patients with CKD, those with ADPKD and healthy controls. Urine protein excretion rates were highest in CKD patients and lowest in ADPKD patients. Univariate analysis demonstrated significant association between urine protein excretion rates of most proteins and disease group (p < 0.05, ANOVA) as well as sex (p < 0.05, unpaired t test). Multivariate analysis across protein concentration, age and sex demonstrated good separation between ADPKD and CKD patients. Conclusions We have optimized methods for quantification of Ang II-regulated proteins, and we demonstrated that they reflected differences in underlying kidney disease in this pilot study. High urine excretion of Ang II-regulated proteins in CKD patients likely reflects high kidney Ang II activity. Low excretion in ADPKD appears related to lack of communication between cysts and tubules. Future studies will determine whether urine excretion rate of Ang II-regulated proteins correlates with kidney Ang II activity in larger cohorts of chronic kidney disease patients. Electronic supplementary material The online version of this article (doi:10.1186/s12014-016-9117-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ana Konvalinka
- Division of Nephrology, Department of Medicine, Toronto General Hospital, University Health Network, University of Toronto, 11-PMB-189, 585 University Avenue, Toronto, ON M5G 2N2 Canada ; Toronto General Research Institute, University Health Network, Toronto, Canada
| | - Ihor Batruch
- Department of Laboratory Medicine and Pathobiology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Canada
| | - Tomas Tokar
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada
| | - Apostolos Dimitromanolakis
- Department of Laboratory Medicine and Pathobiology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Canada
| | - Shelby Reid
- Toronto General Research Institute, University Health Network, Toronto, Canada
| | - Xuewen Song
- Division of Genomic Medicine, University Health Network, University of Toronto, Toronto, Canada
| | - York Pei
- Division of Nephrology, Department of Medicine, Toronto General Hospital, University Health Network, University of Toronto, 11-PMB-189, 585 University Avenue, Toronto, ON M5G 2N2 Canada ; Toronto General Research Institute, University Health Network, Toronto, Canada
| | - Andrei P Drabovich
- Department of Laboratory Medicine and Pathobiology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Canada
| | - Eleftherios P Diamandis
- Department of Laboratory Medicine and Pathobiology, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto, Toronto, Canada ; Department of Clinical Biochemistry, University Health Network, University of Toronto, Toronto, Canada
| | - Igor Jurisica
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Canada ; Departments of Medical Biophysics and Computer Science, University Health Network, University of Toronto, Toronto, Canada
| | - James W Scholey
- Division of Nephrology, Department of Medicine, Toronto General Hospital, University Health Network, University of Toronto, 11-PMB-189, 585 University Avenue, Toronto, ON M5G 2N2 Canada ; Toronto General Research Institute, University Health Network, Toronto, Canada
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Kusebauch U, Campbell DS, Deutsch EW, Chu CS, Spicer DA, Brusniak MY, Slagel J, Sun Z, Stevens J, Grimes B, Shteynberg D, Hoopmann MR, Blattmann P, Ratushny AV, Rinner O, Picotti P, Carapito C, Huang CY, Kapousouz M, Lam H, Tran T, Demir E, Aitchison JD, Sander C, Hood L, Aebersold R, Moritz RL. Human SRMAtlas: A Resource of Targeted Assays to Quantify the Complete Human Proteome. Cell 2016; 166:766-778. [PMID: 27453469 PMCID: PMC5245710 DOI: 10.1016/j.cell.2016.06.041] [Citation(s) in RCA: 240] [Impact Index Per Article: 30.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2015] [Revised: 04/28/2016] [Accepted: 06/21/2016] [Indexed: 02/08/2023]
Abstract
The ability to reliably and reproducibly measure any protein of the human proteome in any tissue or cell type would be transformative for understanding systems-level properties as well as specific pathways in physiology and disease. Here, we describe the generation and verification of a compendium of highly specific assays that enable quantification of 99.7% of the 20,277 annotated human proteins by the widely accessible, sensitive, and robust targeted mass spectrometric method selected reaction monitoring, SRM. This human SRMAtlas provides definitive coordinates that conclusively identify the respective peptide in biological samples. We report data on 166,174 proteotypic peptides providing multiple, independent assays to quantify any human protein and numerous spliced variants, non-synonymous mutations, and post-translational modifications. The data are freely accessible as a resource at http://www.srmatlas.org/, and we demonstrate its utility by examining the network response to inhibition of cholesterol synthesis in liver cells and to docetaxel in prostate cancer lines.
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Affiliation(s)
| | | | | | | | | | | | - Joseph Slagel
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Zhi Sun
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | | | | | | | - Peter Blattmann
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Alexander V Ratushny
- Institute for Systems Biology, Seattle, WA 98109, USA; Center for Infectious Disease Research, Seattle, WA 98109, USA
| | - Oliver Rinner
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland; Biognosys AG, 8952 Schlieren, Switzerland
| | - Paola Picotti
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | - Christine Carapito
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland
| | | | | | - Henry Lam
- Department of Chemical and Biomolecular Engineering, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong, China
| | - Tommy Tran
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Emek Demir
- Computational Biology Center, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - John D Aitchison
- Institute for Systems Biology, Seattle, WA 98109, USA; Center for Infectious Disease Research, Seattle, WA 98109, USA
| | - Chris Sander
- Computational Biology Center, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Leroy Hood
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8093 Zurich, Switzerland; Faculty of Science, University of Zurich, 8006 Zurich, Switzerland.
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Jadhav S, Ajay AK, Trivedi P, Seematti J, Pellegrini K, Craciun F, Vaidya VS. RNA-binding Protein Musashi Homologue 1 Regulates Kidney Fibrosis by Translational Inhibition of p21 and Numb mRNA. J Biol Chem 2016; 291:14085-14094. [PMID: 27129280 DOI: 10.1074/jbc.m115.713289] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2015] [Indexed: 11/06/2022] Open
Abstract
RNA-binding proteins (RBPs) are recognized as key posttranscriptional regulators that not only modulate the spatiotemporal expression of genes during organism development but also regulate disease pathogenesis. Very limited information exists on the potential role of RBPs in modulating kidney fibrosis, which is a major hallmark of chronic kidney disease. Here, we report a novel mechanism in kidney fibrosis involving a RBP, Musashi homologue 1 (Msi1), which is expressed in tubular epithelial cells. Using two mechanistically distinct mouse models of kidney fibrosis, we show that Msi1 protein levels are significantly down-regulated in the kidneys following fibrosis. We found that Msi1 functions by negatively regulating the translation of its target mRNAs, p21 and Numb, whose protein levels are markedly increased in kidney fibrosis. Also, Msi1 overexpression and knockdown in kidney epithelial cells cause p21- and Numb-mediated cell cycle arrest. Furthermore, we observed that Numb looses its characteristic membrane localization in fibrotic kidneys and therefore is likely unable to inhibit Notch resulting in tubular cell death. Oleic acid is a known inhibitor of Msi1 and injecting oleic acid followed by unilateral ureteral obstruction surgery in mice resulted in enhanced fibrosis compared with the control group, indicating that inhibiting Msi1 activity renders the mice more susceptible to fibrosis. Given that deregulated fatty acid metabolism plays a key role in kidney fibrosis, these results demonstrate a novel connection between fatty acid and Msi1, an RNA-binding protein, in kidney fibrosis.
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Affiliation(s)
- Shreyas Jadhav
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Amrendra K Ajay
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Priyanka Trivedi
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Jenifer Seematti
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Kathryn Pellegrini
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Florin Craciun
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115
| | - Vishal S Vaidya
- Department of Medicine, Renal Division, Brigham and Women's Hospital, Boston, Massachusetts 02115,; Harvard Program in Therapeutic Sciences, Harvard Medical School, Boston, Massachusetts 02115; Department of Environmental Health, Harvard T. H. Chan School of Public Health, Boston, Massachusetts 02115.
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