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Pagliarini R, Podrini C. Metabolic Reprogramming and Reconstruction: Integration of Experimental and Computational Studies to Set the Path Forward in ADPKD. Front Med (Lausanne) 2021; 8:740087. [PMID: 34901057 PMCID: PMC8652061 DOI: 10.3389/fmed.2021.740087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Accepted: 10/25/2021] [Indexed: 12/17/2022] Open
Abstract
Metabolic reprogramming is a key feature of Autosomal Dominant Polycystic Kidney Disease (ADPKD) characterized by changes in cellular pathways occurring in response to the pathological cell conditions. In ADPKD, a broad range of dysregulated pathways have been found. The studies supporting alterations in cell metabolism have shown that the metabolic preference for abnormal cystic growth is to utilize aerobic glycolysis, increasing glutamine uptake and reducing oxidative phosphorylation, consequently resulting in ADPKD cells shifting their energy to alternative energetic pathways. The mechanism behind the role of the polycystin proteins and how it leads to disease remains unclear, despite the identification of numerous signaling pathways. The integration of computational data analysis that accompanies experimental findings was pivotal in the identification of metabolic reprogramming in ADPKD. Here, we summarize the important results and argue that their exploitation may give further insights into the regulative mechanisms driving metabolic reprogramming in ADPKD. The aim of this review is to provide a comprehensive overview on metabolic focused studies and potential targets for treatment, and to propose that computational approaches could be instrumental in advancing this field of research.
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Affiliation(s)
- Roberto Pagliarini
- Molecular Basis of Cystic Kidney Disorders Unit, Division of Genetics and Cell Biology, IRCCS-San Raffaele Scientific Institute, Milan, Italy
| | - Christine Podrini
- Molecular Basis of Cystic Kidney Disorders Unit, Division of Genetics and Cell Biology, IRCCS-San Raffaele Scientific Institute, Milan, Italy
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Identification of ADPKD-Related Genes and Pathways in Cells Overexpressing PKD2. Genes (Basel) 2020; 11:genes11020122. [PMID: 31979107 PMCID: PMC7074416 DOI: 10.3390/genes11020122] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 01/20/2020] [Accepted: 01/21/2020] [Indexed: 11/17/2022] Open
Abstract
Consistent with the gene dosage effect hypothesis, renal cysts can arise in transgenic murine models overexpressing either PKD1 or PKD2, which are causal genes for autosomal dominant polycystic kidney disease (ADPKD). To determine whether PKD gene overexpression is a universal mechanism driving cystogenesis or is merely restricted to rodents, other animal models are required. Previously, we failed to observe any renal cysts in a transgenic porcine model of PKD2 overexpression partially due to epigenetic silencing of the transgene. Thus, to explore the feasibility of porcine models and identify potential genes/pathways affected in ADPKD, LLC-PK1 cells with high PKD2 expression were generated. mRNA sequencing (RNA-seq) was performed, and MYC, IER3, and ADM were found to be upregulated genes common to the different PKD2 overexpression cell models. MYC is a well-characterized factor contributing to cystogenesis, and ADM is a biomarker for chronic kidney disease. Thus, these genes might be indicators of disease progression. Additionally, some ADPKD-associated pathways, e.g., the mitogen-activated protein kinase (MAPK) pathway, were enriched in the cells. Moreover, gene ontology (GO) analysis demonstrated that proliferation, apoptosis, and cell cycle regulation, which are hallmarks of ADPKD, were altered. Therefore, our experiment identified some biomarkers or indicators of ADPKD, indicating that high PKD2 expression would likely drive cystogenesis in future porcine models.
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Chatterjee S, Verma SP, Pandey P. Profiling conserved biological pathways in Autosomal Dominant Polycystic Kidney Disorder (ADPKD) to elucidate key transcriptomic alterations regulating cystogenesis: A cross-species meta-analysis approach. Gene 2017; 627:434-450. [DOI: 10.1016/j.gene.2017.06.059] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2017] [Revised: 06/28/2017] [Accepted: 06/30/2017] [Indexed: 12/16/2022]
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Li A, Tian X, Zhang X, Huang S, Ma Y, Wu D, Moeckel G, Somlo S, Wu G. Human polycystin-2 transgene dose-dependently rescues ADPKD phenotypes in Pkd2 mutant mice. THE AMERICAN JOURNAL OF PATHOLOGY 2016; 185:2843-60. [PMID: 26435415 DOI: 10.1016/j.ajpath.2015.06.014] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2015] [Revised: 06/19/2015] [Accepted: 06/24/2015] [Indexed: 11/25/2022]
Abstract
Although much is known about the molecular genetic mechanisms of autosomal-dominant polycystic kidney disease (ADPKD), few effective treatment is currently available. Here, we explore the in vivo effects of causal gene replacement in orthologous gene models of ADPKD in mice. Wild-type mice with human PKD2 transgene (PKD2(tg)) overexpressed polycystin (PC)-2 in several tissues, including the kidney and liver, and showed no significant cyst formation in either organ. We cross-mated PKD2(tg) with a Pkd2-null mouse model, which is embryonically lethal and forms renal and pancreatic cysts. Pkd2(-/-) mice with human PKD2 transgene (Pkd2(-/-);PKD2(tg)) were born in expected Mendelian ratios, indicating that the embryonic lethality of the Pkd2(-/-) mice was rescued. Pkd2(-/-);PKD2(tg) mice survived up to 12 months and exhibited moderate to severe cystic phenotypes of the kidney, liver, and pancreas. Moreover, Pkd2(-/-) mice with homozygous PKD2(tg)-transgene alleles (Pkd2(-/-);PKD2(tg/tg)) showed significant further amelioration of the cystic severity compared to that in Pkd2(-/-) mice with a hemizygous PKD2(tg) allele (Pkd2(-/-);PKD2(tg)), suggesting that the ADPKD phenotype was improved by increased transgene dosage. On further analysis, cystic improvement mainly resulted from reduced proliferation, rather apoptosis, of cyst-prone epithelial cells in the mouse model. The finding that the functional restoration of human PC2 significantly rescued ADPKD phenotypes in a dose-dependent manner suggests that increasing PC2 activity may be beneficial in some forms of ADPKD.
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Affiliation(s)
- Ao Li
- Center of Translational Cancer Research and Therapy, State Key Laboratory of Molecular Oncology, Cancer Hospital and Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xin Tian
- Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Xiaoli Zhang
- Center of Translational Cancer Research and Therapy, State Key Laboratory of Molecular Oncology, Cancer Hospital and Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shunwei Huang
- Department of Medicine, Vanderbilt University, Nashville, Tennessee
| | - Yujie Ma
- Center of Translational Cancer Research and Therapy, State Key Laboratory of Molecular Oncology, Cancer Hospital and Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Dianqing Wu
- Department of Pharmacology, Yale University School of Medicine, New Haven, Connecticut
| | - Gilbert Moeckel
- Department of Pathology, Yale University School of Medicine, New Haven, Connecticut
| | - Stefan Somlo
- Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Guanqing Wu
- Center of Translational Cancer Research and Therapy, State Key Laboratory of Molecular Oncology, Cancer Hospital and Institute, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China; Department of Medicine, Vanderbilt University, Nashville, Tennessee.
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Varela A, Piperi C, Sigala F, Agrogiannis G, Davos CH, Andri MA, Manopoulos C, Tsangaris S, Basdra EK, Papavassiliou AG. Elevated expression of mechanosensory polycystins in human carotid atherosclerotic plaques: association with p53 activation and disease severity. Sci Rep 2015; 5:13461. [PMID: 26286632 PMCID: PMC4541068 DOI: 10.1038/srep13461] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2015] [Accepted: 07/21/2015] [Indexed: 12/22/2022] Open
Abstract
Atherosclerotic plaque formation is associated with irregular distribution of wall shear stress (WSS) that modulates endothelial function and integrity. Polycystins (PC)-1/-2 constitute a flow-sensing protein complex in endothelial cells, able to respond to WSS and induce cell-proliferation changes leading to atherosclerosis. An endothelial cell-culture system of measurable WSS was established to detect alterations in PCs expression under conditions of low- and high-oscillatory shear stress in vitro. PCs expression and p53 activation as a regulator of cell proliferation were further evaluated in vivo and in 69 advanced human carotid atherosclerotic plaques (AAPs). Increased PC-1/PC-2 expression was observed at 30–60 min of low shear stress (LSS) in endothelial cells. Elevated PC-1 expression at LSS was followed by p53 potentiation. PCs immunoreactivity localizes in areas with macrophage infiltration and neovascularization. PC-1 mRNA and protein levels were significantly higher than PC-2 in stable fibroatherotic (V) and unstable/complicated (VI) AAPs. Elevated PC-1 immunostaining was detected in AAPs from patients with diabetes mellitus, dyslipidemia, hypertension and carotid stenosis, at both arteries (50%) or in one artery (90%). PCs seem to participate in plaque formation and progression. Since PC-1 upregulation coincides with p38 and p53 activation, a potential interplay of these molecules in atherosclerosis induction is posed.
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Affiliation(s)
- Aimilia Varela
- 1] Department of Biological Chemistry, University of Athens Medical School, Athens 11527, Greece [2] Cardiovascular Research Laboratory, Biomedical Research Foundation, Academy of Athens, Athens 11527, Greece
| | - Christina Piperi
- Department of Biological Chemistry, University of Athens Medical School, Athens 11527, Greece
| | - Fragiska Sigala
- Vascular Surgery Division, First Department of Propaedeutic Surgery, 'Hippokrateion' General Hospital, University of Athens Medical School, Athens 11527, Greece
| | - George Agrogiannis
- First Department of Pathology, 'Laikon' General Hospital, University of Athens Medical School, Athens 11527, Greece
| | - Constantinos H Davos
- Cardiovascular Research Laboratory, Biomedical Research Foundation, Academy of Athens, Athens 11527, Greece
| | - Maria-Anastasia Andri
- Laboratory of Biofluid Mechanics and Biomedical Engineering, School of Mechanical Engineering, National Technical University of Athens, Athens 15780, Greece
| | - Christos Manopoulos
- Laboratory of Biofluid Mechanics and Biomedical Engineering, School of Mechanical Engineering, National Technical University of Athens, Athens 15780, Greece
| | - Sokrates Tsangaris
- Laboratory of Biofluid Mechanics and Biomedical Engineering, School of Mechanical Engineering, National Technical University of Athens, Athens 15780, Greece
| | - Efthimia K Basdra
- Department of Biological Chemistry, University of Athens Medical School, Athens 11527, Greece
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Deltas C, Felekkis K. Is suppression of cyst growth in PKD enough to preserve renal function?: STAT6 inhibition is a novel promising target. JAKSTAT 2013; 1:216-8. [PMID: 24058776 PMCID: PMC3670250 DOI: 10.4161/jkst.21634] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2012] [Revised: 07/26/2012] [Accepted: 07/26/2012] [Indexed: 12/12/2022] Open
Abstract
The autosomal dominant form of polycystic kidney disease (ADPKD) is one of the most frequent monogenic disorders and the most frequent among inherited kidney disorders. In fact it has a prevalence in the population of about 1/1,000 individuals, therefore it does not even satisfy the definition for rare diseases. It is mainly characterized by the formation of multiple cysts filled with fluid that over time develop in number and size leading to the distraction of the structure and function of the kidneys and eventually leading to chronic kidney disease/end stage kidney disease (CKD/ESKD), usually between the 4th and 7th decade of life. There are two known forms of the autosomal dominant type of polycystic kidney disease, type 1 and type 2, caused by mutations in the PKD1 and PKD2 genes, located on chromosomes 16 and 4 respectively. The polycystin 1 protein, encoded by PKD1 and mutated in ~85% of patients, is a huge protein of 4,302 amino acids with multiple transmembrane domains, 200 residues intracytoplasmic part and a huge extracellular part with multiple Ig-like PKD repeats, which probably acts as a receptor to an unknown ligand. Polycystin 1 has been shown to interact with and participate in multiple signal transduction pathways, including the G-protein coupled receptor, cAMP pathway, Wnt, mTOR, MAPK/ERK, AP1 and JAK-STAT pathway, while its intracytoplasmic C-terminal domain has been shown to be cleaved and translocated to the nucleus where it plays a role in gene transcription, in concert with P100 and STAT6.1
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Affiliation(s)
- Constantinos Deltas
- Molecular Medicine Research Center and Laboratory of Molecular and Medical Genetics; Department of Biological Sciences; University of Cyprus, Nicosia, Cyprus
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The KUPNetViz: a biological network viewer for multiple -omics datasets in kidney diseases. BMC Bioinformatics 2013; 14:235. [PMID: 23883183 PMCID: PMC3725151 DOI: 10.1186/1471-2105-14-235] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2012] [Accepted: 07/21/2013] [Indexed: 02/08/2023] Open
Abstract
Background Constant technological advances have allowed scientists in biology to migrate from conventional single-omics to multi-omics experimental approaches, challenging bioinformatics to bridge this multi-tiered information. Ongoing research in renal biology is no exception. The results of large-scale and/or high throughput experiments, presenting a wealth of information on kidney disease are scattered across the web. To tackle this problem, we recently presented the KUPKB, a multi-omics data repository for renal diseases. Results In this article, we describe KUPNetViz, a biological graph exploration tool allowing the exploration of KUPKB data through the visualization of biomolecule interactions. KUPNetViz enables the integration of multi-layered experimental data over different species, renal locations and renal diseases to protein-protein interaction networks and allows association with biological functions, biochemical pathways and other functional elements such as miRNAs. KUPNetViz focuses on the simplicity of its usage and the clarity of resulting networks by reducing and/or automating advanced functionalities present in other biological network visualization packages. In addition, it allows the extrapolation of biomolecule interactions across different species, leading to the formulations of new plausible hypotheses, adequate experiment design and to the suggestion of novel biological mechanisms. We demonstrate the value of KUPNetViz by two usage examples: the integration of calreticulin as a key player in a larger interaction network in renal graft rejection and the novel observation of the strong association of interleukin-6 with polycystic kidney disease. Conclusions The KUPNetViz is an interactive and flexible biological network visualization and exploration tool. It provides renal biologists with biological network snapshots of the complex integrated data of the KUPKB allowing the formulation of new hypotheses in a user friendly manner.
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Construction of a transgenic pig model overexpressing polycystic kidney disease 2 (PKD2) gene. Transgenic Res 2013; 22:861-7. [PMID: 23315160 DOI: 10.1007/s11248-012-9686-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2012] [Accepted: 12/28/2012] [Indexed: 12/13/2022]
Abstract
Autosomal dominant polycystic kidney disease (ADPKD) is a common human genetic disease, affecting millions of people worldwide. The progressive growth of cysts in kidneys eventually leads to renal failure in 50 % of patients, and there is currently no effective treatment. Various murine models have been studied to elucidate the disease mechanisms, and much information has been acquired. However, the course of the disease cannot be fully recapitulated using these models. The pig is a suitable model for biomedical research, and pig PKD2 has high similarity to the human ortholog at the molecular level. Here, a mini-pig PKD2 transgenic model was generated, driven by a ubiquitous cytomegalovirus enhancer/promoter. Using somatic cell nuclear transfer, four transgenic pigs with approximately 10 insertion events each were generated. Quantitative real-time PCR and western blotting showed that PKD2 was more highly expressed in transgenic pigs than in wild-type counterparts. Because of the chronic nature of ADPKD, blood urea nitrogen and serum creatinine levels were continuously measured to assess the pig kidney function. The transgenic pigs continue to show no significant alteration in kidney function; it is estimated that 1-2 more years may be required for manifestation of renal cystogenesis in these pigs.
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Koupepidou P, Felekkis KN, Kränzlin B, Sticht C, Gretz N, Deltas C. Erratum to: cyst formation in the PKD2 (1-703) transgenic rat precedes deregulation of proliferation-related pathways. BMC Nephrol 2011. [PMCID: PMC3042384 DOI: 10.1186/1471-2369-12-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Pandey P, Qin S, Ho J, Zhou J, Kreidberg JA. Systems biology approach to identify transcriptome reprogramming and candidate microRNA targets during the progression of polycystic kidney disease. BMC SYSTEMS BIOLOGY 2011; 5:56. [PMID: 21518438 PMCID: PMC3111376 DOI: 10.1186/1752-0509-5-56] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/13/2011] [Accepted: 04/25/2011] [Indexed: 01/17/2023]
Abstract
BACKGROUND Autosomal dominant polycystic kidney disease (ADPKD) is characterized by cyst formation throughout the kidney parenchyma. It is caused by mutations in either of two genes, PKD1 and PKD2. Mice that lack functional Pkd1 (Pkd1⁻/⁻), develop rapidly progressive cystic disease during embryogenesis, and serve as a model to study human ADPKD. Genome wide transcriptome reprogramming and the possible roles of micro-RNAs (miRNAs) that affect the initiation and progression of cyst formation in the Pkd1⁻/⁻ have yet to be studied. miRNAs are small, regulatory non-coding RNAs, implicated in a wide spectrum of biological processes. Their expression levels are altered in several diseases including kidney cancer, diabetic nephropathy and PKD. RESULTS We examined the molecular pathways that modulate renal cyst formation and growth in the Pkd1⁻/⁻ model by performing global gene-expression profiling in embryonic kidneys at days 14.5 and 17.5. Gene Ontology and gene set enrichment analysis were used to identify overrepresented signaling pathways in Pkd1⁻/⁻ kidneys. We found dysregulation of developmental, metabolic, and signaling pathways (e.g. Wnt, calcium, TGF-β and MAPK) in Pkd1⁻/⁻ kidneys. Using a comparative transcriptomics approach, we determined similarities and differences with human ADPKD: ~50% overlap at the pathway level among the mis-regulated pathways was observed. By using computational approaches (TargetScan, miRanda, microT and miRDB), we then predicted miRNAs that were suggested to target the differentially expressed mRNAs. Differential expressions of 9 candidate miRNAs, miRs-10a, -30a-5p, -96, -126-5p, -182, -200a, -204, -429 and -488, and 16 genes were confirmed by qPCR. In addition, 14 candidate miRNA:mRNA reciprocal interactions were predicted. Several of the highly regulated genes and pathways were predicted as targets of miRNAs. CONCLUSIONS We have described global transcriptional reprogramming during the progression of PKD in the Pkd1⁻/⁻ model. We propose a model for the cascade of signaling events involved in cyst formation and growth. Our results suggest that several miRNAs may be involved in regulating signaling pathways in ADPKD. We further describe novel putative miRNA:mRNA signatures in ADPKD, which will provide additional insights into the pathogenesis of this common genetic disease in humans.
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Affiliation(s)
- Priyanka Pandey
- Department of Medicine, Children's Hospital Boston; Department of Pediatrics, Harvard Medical School, Boston, MA, 02115, USA
| | - Shan Qin
- Department of Medicine, Children's Hospital Boston; Department of Pediatrics, Harvard Medical School, Boston, MA, 02115, USA
| | - Jacqueline Ho
- Current address: Division of Nephrology, Department of Pediatrics, University of Pittsburg School of Medicine, Pittsburg, PA, 15224, USA
| | - Jing Zhou
- Department of Medicine, Brigham and Women's Hospital and Department of Medicine, Harvard Medical School. Boston, MA, 02115, USA
| | - Jordan A Kreidberg
- Department of Medicine, Children's Hospital Boston; Department of Pediatrics, Harvard Medical School, Boston, MA, 02115, USA
- Harvard Stem Cell Institute, Cambridge, MA, 02138, USA
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Drummond IA. Polycystins, focal adhesions and extracellular matrix interactions. Biochim Biophys Acta Mol Basis Dis 2011; 1812:1322-6. [PMID: 21396443 DOI: 10.1016/j.bbadis.2011.03.003] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2010] [Accepted: 03/02/2011] [Indexed: 11/29/2022]
Abstract
Polycystic kidney disease is the most common heritable disease in humans. In addition to epithelial cysts in the kidney, liver and pancreas, patients with autosomal dominant polycystic kidney disease (ADPKD) also suffer from abdominal hernia, intracranial aneurysm, gastrointestinal cysts, and cardiac valvular defects, conditions often associated with altered extracellular matrix production or integrity. Despite more than a decade of work on the principal ADPKD genes, PKD1 and PKD2, questions remain about the basis of cystic disease and the role of extracellular matrix in ADPKD pathology. This review explores the links between polycystins, focal adhesions, and extracellular matrix gene expression. These relationships suggest roles for polycystins in cell-matrix mechanosensory signaling that control matrix production and morphogenesis. This article is part of a Special Issue entitled: Polycystic Kidney Disease.
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