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Aji K, Aikebaier A, Abula A, Song GL. Comprehensive analysis of molecular mechanisms underlying kidney stones: gene expression profiles and potential diagnostic markers. Front Genet 2024; 15:1440774. [PMID: 39606015 PMCID: PMC11600312 DOI: 10.3389/fgene.2024.1440774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 11/04/2024] [Indexed: 11/29/2024] Open
Abstract
Background The study aimed to investigate the molecular mechanisms underlying kidney stones by analyzing gene expression profiles. They focused on identifying differentially expressed genes (DEGs), performing gene set enrichment analysis (GSEA), weighted gene co-expression network analysis (WGCNA), functional enrichment analysis, and screening optimal feature genes using various machine learning algorithms. Methods Data from the GSE73680 dataset, comprising normal renal papillary tissues and Randall's Plaque (RP) tissues, were downloaded from the GEO database. DEGs were identified using the limma R package, followed by GSEA and WGCNA to explore functional modules. Functional enrichment analysis was conducted using KEGG and Disease Ontology. Various machine learning algorithms were used for screening the most suitable feature genes, which were then assessed for their expression and diagnostic significance through Wilcoxon rank-sum tests and ROC curves. GSEA and correlation analysis were performed on optimal feature genes, and immune cell infiltration was assessed using the CIBERSORT algorithm. Results 412 DEGs were identified, with 194 downregulated and 218 upregulated genes in kidney stone samples. GSEA revealed enriched pathways related to metabolic processes, immune response, and disease states. WGCNA identified modules correlated with kidney stones, particularly the yellow module. Functional enrichment analysis highlighted pathways involved in metabolism, immune response, and disease pathology. Through machine learning algorithms, KLK1 and MMP10 were identified as optimal feature genes, significantly upregulated in kidney stone samples, with high diagnostic value. GSEA further elucidated their biological functions and pathway associations. Conclusion The study comprehensively analyzed gene expression profiles to uncover molecular mechanisms underlying kidney stones. KLK1 and MMP10 were identified as potential diagnostic markers and key players in kidney stone progression. Functional enrichment analysis provided insights into their roles in metabolic processes, immune response, and disease pathology. These results contribute significantly to a better understanding of kidney stone pathogenesis and may inform future diagnostic and therapeutic strategies.
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Affiliation(s)
- Kaisaier Aji
- Urology Department, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Aierken Aikebaier
- Department of Imaging Center, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Asimujiang Abula
- Urology Department, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
| | - Guang Lu Song
- Urology Department, The First Affiliated Hospital of Xinjiang Medical University, Urumqi, China
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2
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Mançano ASF, Pina JG, Froes BR, Sciani JM. Autophagy-lysosomal pathway impairment and cathepsin dysregulation in Alzheimer's disease. Front Mol Biosci 2024; 11:1490275. [PMID: 39544403 PMCID: PMC11560772 DOI: 10.3389/fmolb.2024.1490275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2024] [Accepted: 10/15/2024] [Indexed: 11/17/2024] Open
Abstract
Alzheimer's disease (AD) is characterized by neuronal loss, attributed to amyloid-beta (Aβ) aggregation and accumulation. The autophagy-lysosomal pathway, including cathepsins B and D, is crucial for protein degradation and clearance, but it is impaired in some diseases. This review summarizes current knowledge on the dysregulation of this pathway in AD. Accumulating evidence suggests that Aβ overload impairs autophagy-lysosomal function and cathepsin activity, exacerbating Aβ accumulation and neurodegeneration. However, the precise mechanisms underlying these interactions remain elusive. Despite these challenges, targeting the lysosomal pathway emerges as a promising therapeutic strategy, and a comprehensive understanding of the autophagy-lysosomal system is essential to develop effective interventions for AD.
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Affiliation(s)
| | | | | | - Juliana Mozer Sciani
- Laboratório de Produtos Naturais, Universidade São Francisco, Bragança Paulista, São Paulo, Brazil
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Li B, Zhao X, Xie W, Hong Z, Cao Y, Zhang Y, Ding Y. Identification of co-expressed central genes and transcription factors in acute myocardial infarction and diabetic nephropathy. BMC Med Genomics 2024; 17:134. [PMID: 38764052 PMCID: PMC11103847 DOI: 10.1186/s12920-024-01906-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 05/09/2024] [Indexed: 05/21/2024] Open
Abstract
BACKGROUND Acute myocardial infarction (AMI) and diabetic nephropathy (DN) are common clinical co-morbidities, but they are challenging to manage and have poor prognoses. There is no research on the bioinformatics mechanisms of comorbidity, and this study aims to investigate such mechanisms. METHODS We downloaded the AMI data (GSE66360) and DN datasets (GSE30528 and GSE30529) from the Gene Expression Omnibus (GEO) platform. The GSE66360 dataset was divided into two parts: the training set and the validation set, and GSE30529 was used as the training set and GSE30528 as the validation set. After identifying the common differentially expressed genes (DEGs) in AMI and DN in the training set, gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses and protein-protein interaction (PPI) network construction were performed. A sub-network graph was constructed by MCODE, and 15 hub genes were screened by the Cytohubba plugin. The screened hub genes were validated, and the 15 screened hub genes were subjected to GO, KEGG, Gene MANIA analysis, and transcription factor (TF) prediction. Finally, we performed TF differential analysis, enrichment analysis, and TF and gene regulatory network construction. RESULTS A total of 46 genes (43 up-regulated and 3 down-regulated) were identified for subsequent analysis. GO functional analysis emphasized the presence of genes mainly in the vesicle membrane and secretory granule membrane involved in antigen processing and presentation, lipopeptide binding, NAD + nucleosidase activity, and Toll-like receptor binding. The KEGG pathways analyzed were mainly in the phagosome, neutrophil extracellular trap formation, natural killer cell-mediated cytotoxicity, apoptosis, Fc gamma R-mediated phagocytosis, and Toll-like receptor signaling pathways. Eight co-expressed hub genes were identified and validated, namely TLR2, FCER1G, CD163, CTSS, CLEC4A, IGSF6, NCF2, and MS4A6A. Three transcription factors were identified and validated in AMI, namely NFKB1, HIF1A, and SPI1. CONCLUSIONS Our study reveals the common pathogenesis of AMI and DN. These common pathways and hub genes may provide new ideas for further mechanistic studies.
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Affiliation(s)
- Bo Li
- Department of Endocrinology, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, Fujian, China
- Hubei Key Laboratory of Embryonic Stem Cell Research, Hubei Provincial Clinical Research Center for Umbilical Cord Blood Hematopoietic Stem Cells, Taihe Hospital, Hubei University of Medicine, Shiyan, 442000, Hubei, China
| | - Xu Zhao
- Emergency and Critical Care Center, Renmin Hospital, Hubei University of Medicine, No. 37 Chaoyang Middle Road, Shiyan, 442000, Hubei, China
| | - Wanrun Xie
- Department of Endocrinology, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, Fujian, China
| | - Zhenzhen Hong
- Department of Endocrinology, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, Fujian, China
| | - Ye Cao
- Department of Cardiology, Fujian Provincial Hospital, Shengli Clinical Medical College of Fujian Medical University, Fuzhou, 350001, Fujian, China
- Department of Cardiology, Renmin Hospital, Hubei University of Medicine, No. 37 Chaoyang Middle Road, Shiyan, 442000, Hubei, China
| | - Yi Zhang
- Department of Endocrinology, Quanzhou First Hospital Affiliated to Fujian Medical University, Quanzhou, 362000, Fujian, China.
| | - Yan Ding
- Hubei Key Laboratory of Embryonic Stem Cell Research, Hubei Provincial Clinical Research Center for Umbilical Cord Blood Hematopoietic Stem Cells, Taihe Hospital, Hubei University of Medicine, Shiyan, 442000, Hubei, China.
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Aly R, Dogan YE, Bala N, Lugo C, Darwish S, Shoemaker L, Alli AA. Dysregulation of kidney proteases in the pathogenesis of hypertension following unilateral nephrectomy in juvenile mice. Am J Transl Res 2024; 16:544-556. [PMID: 38463588 PMCID: PMC10918144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/12/2023] [Indexed: 03/12/2024]
Abstract
BACKGROUND Unliteral nephrectomy (UNX) results in the reduction of kidney mass. The remaining kidney undergoes compensatory renal growth via hypertrophy of the glomeruli and renal tubules to maintain a normal glomerular filtration rate (GFR). These compensatory mechanisms result in increased capillary pressure and glomerular hyperfiltration to increase single nephron GFR. Over time, hyperfiltration may lead to kidney scarring and the development of hypertension. OBJECTIVES The first objective of this study was to test the hypothesis that a 50% reduction in functioning nephrons in juvenile mice leads to increased blood pressure over a 24-hour phase. The second objective was to test the hypothesis that UNX leads to changes in the expression and activity of kidney proteases in juvenile mice. METHODS Eight male C57B6 juvenile wild-type mice were subject to UNX and an equal number of mice were subject to sham (SH) surgery. Metabolic cage studies were performed for 5 weeks to collect urine produced during the inactive and active phases. Blood pressure was measured using the tail cuff method twice weekly and tail blood was collected on different days during the inactive or active phase of each animal. The mice were euthanized at the age of 9 weeks. Western blotting and immunohistochemistry were performed to investigate changes in renal protein expression of various cathepsins and renal kallikrein 1 (KLK1) between the two groups. Protease activity assays were performed using kidney lysates and urine samples from each group. RESULTS Compared to the SH group, UNX mice showed a persistent increase in blood pressure at week 3 which progressed toward the end of the study at week 5 of age. Cathepsin B, D, and S expression and activity were up-regulated in kidney cortex lysates from UNX mice compared to the SH control group. KLK1 protein expression was down-regulated and urinary nitric oxide excretion was decreased in UNX mice compared to the SH control group. CONCLUSION UNX results in the development of persistent and progressive hypertension. Down-regulation of KLK1 and up-regulation of various cathepsins may contribute to the development of hypertension via multiple mechanisms including a decrease in nitric oxide (NO) production.
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Affiliation(s)
- Rasha Aly
- Department of Pediatrics, Division of Pediatric Nephrology, University of Florida College of MedicineGainesville, FL, USA
| | - Yunus E Dogan
- Department of Physiology and Aging, University of Florida College of MedicineGainesville, FL, USA
- Department of Pediatrics, Faculty of Medicine, Erciyes UniversityKayseri, Turkey
| | - Niharika Bala
- Department of Physiology and Aging, University of Florida College of MedicineGainesville, FL, USA
| | - Carlos Lugo
- Department of Physiology and Aging, University of Florida College of MedicineGainesville, FL, USA
| | - Seena Darwish
- Department of Physiology and Aging, University of Florida College of MedicineGainesville, FL, USA
| | - Lawrence Shoemaker
- Department of Pediatrics, Division of Pediatric Nephrology, University of Florida College of MedicineGainesville, FL, USA
| | - Abdel A Alli
- Department of Pediatrics, Division of Pediatric Nephrology, University of Florida College of MedicineGainesville, FL, USA
- Department of Physiology and Aging, University of Florida College of MedicineGainesville, FL, USA
- Department of Medicine, Division of Nephrology, Hypertension and Renal Transplantation, University of Florida College of MedicineGainesville, FL, USA
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Heikkinen S, Huber N, Katisko K, Kokkola T, Hartikainen P, Krüger J, Leinonen V, Korhonen VE, Herukka SK, Remes AM, Borroni B, Alberici A, Libri I, Solje E, Haapasalo A. Serum Cathepsin S Levels Do Not Show Alterations in Different Clinical, Neuropathological, or Genetic Subtypes of Frontotemporal Dementia Patients nor in Comparison to Healthy Control Individuals. J Alzheimers Dis 2023; 93:395-401. [PMID: 37038815 DOI: 10.3233/jad-221060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Frontotemporal dementia (FTD) can manifest as diverse clinical phenotypes and is frequently caused by mutations in different genes, complicating differential diagnosis. This underlines the urgent need for valid biomarkers. Altered lysosomal and immune functions proposedly contribute to FTD pathogenesis. Cathepsins, including cathepsin S, are enzymes preferentially expressed in brain in microglia, which influence lysosomal and immune function. Here, we examined whether alterations in serum cathepsin S levels associate with specific clinical, genetic, or neuropathological FTD subgroups, but no such alterations were observed. However, further research on other lysosomal proteins may reveal new biologically relevant biomarkers in FTD.
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Affiliation(s)
- Sami Heikkinen
- Institute of Clinical Medicine – Neurology, University of Eastern Finland, Kuopio, Finland
| | - Nadine Huber
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Kasper Katisko
- Institute of Clinical Medicine – Neurology, University of Eastern Finland, Kuopio, Finland
| | - Tarja Kokkola
- Institute of Clinical Medicine – Neurology, University of Eastern Finland, Kuopio, Finland
| | - Päivi Hartikainen
- Neuro Center, Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Johanna Krüger
- Research Unit of Clinical Neuroscience, Neurology, University of Oulu, Oulu, Finland
- Neurocenter, Neurology, Oulu University Hospital, Oulu, Finland
- Medical Research Center, Oulu University Hospital, Oulu, Finland
| | - Ville Leinonen
- Neuro Center, Neurosurgery, Kuopio University Hospital, Kuopio, Finland
- Institute of Clinical Medicine –Neurosurgery, University of Eastern Finland, Kuopio, Finland
| | - Ville E. Korhonen
- Institute of Clinical Medicine – Neurology, University of Eastern Finland, Kuopio, Finland
| | - Sanna-Kaisa Herukka
- Institute of Clinical Medicine – Neurology, University of Eastern Finland, Kuopio, Finland
- Neuro Center, Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Anne M. Remes
- Research Unit of Clinical Neuroscience, Neurology, University of Oulu, Oulu, Finland
- Clinical Neurosciences, University of Helsinki, Helsinki, Finland
| | - Barbara Borroni
- Department of Neurological Sciences, University of Brescia, Brescia, Italy
| | - Antonella Alberici
- Department of Neurological Sciences, University of Brescia, Brescia, Italy
| | - Ilenia Libri
- Department of Neurological Sciences, University of Brescia, Brescia, Italy
| | - Eino Solje
- Institute of Clinical Medicine – Neurology, University of Eastern Finland, Kuopio, Finland
- Neuro Center, Neurology, Kuopio University Hospital, Kuopio, Finland
| | - Annakaisa Haapasalo
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
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Yen TH, Ho WJ, Yeh YH, Lai YJ. Cathepsin S Inhibition Suppresses Experimental Systemic Lupus Erythematosus-Associated Pulmonary Arterial Remodeling. Int J Mol Sci 2022; 23:ijms232012316. [PMID: 36293172 PMCID: PMC9603876 DOI: 10.3390/ijms232012316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 10/03/2022] [Accepted: 10/06/2022] [Indexed: 11/05/2022] Open
Abstract
Patients with systemic lupus erythematosus (SLE) associated with pulmonary arterial hypnertension (PAH) receive targeted therapy for PAH to decrease pulmonary arterial systolic pressure and significantly prolong their survival. Cysteine cathepsin proteases play critical roles in the progression of cardiovascular disease. Inhibition of cathepsin S (Cat S) has been shown to improve SLE and lupus nephritis. However, the effect of Cat S inhibitors on SLE-associated PAH (SLE-PAH) remains unclear, and there is no animal model for translational research on SLE-PAH. We hypothesized that the inhibition of Cat S may affect PAH development and arterial remodeling associated with SLE. A female animal model of SLE-PAH, female MRL/lpr (Lupus), was used to evaluate the role of pulmonary arterial remodeling in SLE. The key finding of the research work is the establishment of an animal model of SLE associated with PAH in female MRL/lpr mice that is able to evaluate pulmonary arterial remodeling starting from the age of 11 weeks to 15 weeks. Cat S protein level was identified as a marker of experimental SLE. Pulmonary hypertension in female MRL/lpr (Lupus) mice was treated by administering the selective Cat S inhibitor Millipore-219393, which stimulated peroxisome proliferator-activated receptor-gamma (PPARγ) in the lungs to inhibit Cat S expression and pulmonary arterial remodeling. Studies provide an animal model of female MRL/lpr (Lupus) associated with PAH and a deeper understanding of the pathogenesis of SLE-PAH. The results may define the role of cathepsin S in preventing progressive and fatal SLE-PAH and provide approaches for therapeutic interventions in SLE-PAH.
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Affiliation(s)
- Tzung-Hai Yen
- Department of Nephrology, Clinical Poison Center, Kidney Research Center, Center for Tissue Engineering, Chang Gung Memorial Hospital, Tao-Yuan 333, Taiwan
| | - Wan-Jing Ho
- Cardiovascular Department, Chang Gung Memorial Hospital, Tao-Yuan 333, Taiwan
| | - Yung-Hsin Yeh
- Cardiovascular Department, Chang Gung Memorial Hospital, Tao-Yuan 333, Taiwan
- Department of Medicine, Chang Gung University College of Medicine, Tao-Yuan 333, Taiwan
| | - Ying-Ju Lai
- Cardiovascular Department, Chang Gung Memorial Hospital, Tao-Yuan 333, Taiwan
- Department of Respiratory Therapy, Chang Gung University College of Medicine, Tao-Yuan, 333, Taiwan
- Department of Respiratory Care, Chang Gung University of Science and Technology, Tao-Yuan 333, Taiwan
- Correspondence: ; Tel.: +886-3-2118800 (ext. 5229)
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