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Sun M, Zhang P, Yang S, Qiao Y, Shen X, Ji J, Ding L. Transcriptome combined with Mendelian randomization to identify key genes related to polyamine metabolism in childhood obesity and elucidate their molecular regulatory mechanisms. Sci Rep 2025; 15:17799. [PMID: 40404777 PMCID: PMC12098850 DOI: 10.1038/s41598-025-02663-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Accepted: 05/15/2025] [Indexed: 05/24/2025] Open
Abstract
Currently, research has found a close correlation between childhood obesity (CO) and elevated levels of polyamines in the bloodstream. Thus, the identification of key genes associated with polyamines metabolism in CO could offer fresh insights for clinical management of CO. This study utilized two datasets from public databases (GSE205668 and GSE104815) and 59 polyamines metabolism-related genes (PMRGs) to screen for candidate genes. Subsequently, candidate key genes were selected using Mendelian randomization (MR) analysis, and machine learning algorithms were employed to obtain intersecting feature genes based on the MR results. Then key genes were identified through expression validation. Finally, we conducted research on the key genes including gene set enrichment analysis (GSEA), immune infiltration, and transcription factor(TF)-mRNA network. Differential analysis identified 432 candidate genes linked to childhood obesity and polyamine metabolism, with 4 key genes showing causal relationships. Specifically, WWC1, NPL, and LAPTM5 as risk factors [odd ratio (OR) > 1], while GPAT3 (OR < 1) was identified as a protective factor for CO. Machine learning algorithms pinpointed 3 feature genes (WWC1, NPL, and GPAT3) with significant differential expression and consistent trends. GSEA revealed ribosome and lysosome pathways linked to key genes. MITF regulated these genes in the TF-mRNA network. Twelve immune cell types, mostly correlating with key genes, were identified. We identified 3 key genes (WWC1, NPL, and GPAT3) related to polyamine metabolism in CO. Additionally, we investigated their potential biological functions and regulatory mechanisms, aiming to provide new theoretical basis for the treatment and diagnosis of CO.
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Affiliation(s)
- Manman Sun
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Pei Zhang
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Sheng Yang
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Yunyang Qiao
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Xuepo Shen
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China
| | - Jialing Ji
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China.
| | - Ling Ding
- Department of Pediatrics, the Fourth Affiliated Hospital of Nanjing Medical University, Nanjing, China.
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Chambers TL, Dimet‐Wiley A, Keeble AR, Haghani A, Lo W, Kang G, Brooke R, Horvath S, Fry CS, Watowich SJ, Wen Y, Murach KA. Methylome-proteome integration after late-life voluntary exercise training reveals regulation and target information for improved skeletal muscle health. J Physiol 2025; 603:211-237. [PMID: 39058663 PMCID: PMC11702923 DOI: 10.1113/jp286681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Accepted: 07/02/2024] [Indexed: 07/28/2024] Open
Abstract
Exercise is a potent stimulus for combatting skeletal muscle ageing. To study the effects of exercise on muscle in a preclinical setting, we developed a combined endurance-resistance training stimulus for mice called progressive weighted wheel running (PoWeR). PoWeR improves molecular, biochemical, cellular and functional characteristics of skeletal muscle and promotes aspects of partial epigenetic reprogramming when performed late in life (22-24 months of age). In this investigation, we leveraged pan-mammalian DNA methylome arrays and tandem mass-spectrometry proteomics in skeletal muscle to provide detailed information on late-life PoWeR adaptations in female mice relative to age-matched sedentary controls (n = 7-10 per group). Differential CpG methylation at conserved promoter sites was related to transcriptional regulation genes as well as Nr4a3, Hes1 and Hox genes after PoWeR. Using a holistic method of -omics integration called binding and expression target analysis (BETA), methylome changes were associated with upregulated proteins related to global and mitochondrial translation after PoWeR (P = 0.03). Specifically, BETA implicated methylation control of ribosomal, mitoribosomal, and mitochondrial complex I protein abundance after training. DNA methylation may also influence LACTB, MIB1 and UBR4 protein induction with exercise - all are mechanistically linked to muscle health. Computational cistrome analysis predicted several transcription factors including MYC as regulators of the exercise trained methylome-proteome landscape, corroborating prior late-life PoWeR transcriptome data. Correlating the proteome to muscle mass and fatigue resistance revealed positive relationships with VPS13A and NPL levels, respectively. Our findings expose differential epigenetic and proteomic adaptations associated with translational regulation after PoWeR that could influence skeletal muscle mass and function in aged mice. KEY POINTS: Late-life combined endurance-resistance exercise training from 22-24 months of age in mice is shown to improve molecular, biochemical, cellular and in vivo functional characteristics of skeletal muscle and promote aspects of partial epigenetic reprogramming and epigenetic age mitigation. Integration of DNA CpG 36k methylation arrays using conserved sites (which also contain methylation ageing clock sites) with exploratory proteomics in skeletal muscle extends our prior work and reveals coordinated and widespread regulation of ribosomal, translation initiation, mitochondrial ribosomal (mitoribosomal) and complex I proteins after combined voluntary exercise training in a sizeable cohort of female mice (n = 7-10 per group and analysis). Multi-omics integration predicted epigenetic regulation of serine β-lactamase-like protein (LACTB - linked to tumour resistance in muscle), mind bomb 1 (MIB1 - linked to satellite cell and type 2 fibre maintenance) and ubiquitin protein ligase E3 component N-recognin 4 (UBR4 - linked to muscle protein quality control) after training. Computational cistrome analysis identified MYC as a regulator of the late-life training proteome, in agreement with prior transcriptional analyses. Vacuolar protein sorting 13 homolog A (VPS13A) was positively correlated to muscle mass, and the glycoprotein/glycolipid associated sialylation enzyme N-acetylneuraminate pyruvate lyase (NPL) was associated to in vivo muscle fatigue resistance.
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Affiliation(s)
- Toby L. Chambers
- Exercise Science Research Center, Molecular Muscle Mass Regulation Laboratory, Department of Health, Human Performance, and RecreationUniversity of ArkansasFayettevilleARUSA
| | | | - Alexander R. Keeble
- University of Kentucky Center for Muscle BiologyLexingtonKYUSA
- Department of Athletic Training and Clinical NutritionUniversity of KentuckyLexingtonKYUSA
| | - Amin Haghani
- Department of Human GeneticsUniversity of California Los AngelesLos AngelesCAUSA
- Altos LabsSan DiegoCAUSA
| | - Wen‐Juo Lo
- Department of Educational Statistics and Research MethodsUniversity of ArkansasFayettevilleARUSA
| | - Gyumin Kang
- University of Kentucky Center for Muscle BiologyLexingtonKYUSA
- Department of PhysiologyUniversity of KentuckyLexingtonKYUSA
- Division of Biomedical Informatics, Department of Internal MedicineUniversity of KentuckyLexingtonKYUSA
| | - Robert Brooke
- Epigenetic Clock Development FoundationLos AngelesCAUSA
| | - Steve Horvath
- Department of Human GeneticsUniversity of California Los AngelesLos AngelesCAUSA
- Altos LabsSan DiegoCAUSA
- Epigenetic Clock Development FoundationLos AngelesCAUSA
| | - Christopher S. Fry
- University of Kentucky Center for Muscle BiologyLexingtonKYUSA
- Department of Athletic Training and Clinical NutritionUniversity of KentuckyLexingtonKYUSA
| | - Stanley J. Watowich
- Ridgeline TherapeuticsHoustonTXUSA
- Department of Biochemistry and Molecular BiologyUniversity of Texas Medical BranchGalvestonTXUSA
| | - Yuan Wen
- University of Kentucky Center for Muscle BiologyLexingtonKYUSA
- Department of PhysiologyUniversity of KentuckyLexingtonKYUSA
- Division of Biomedical Informatics, Department of Internal MedicineUniversity of KentuckyLexingtonKYUSA
| | - Kevin A. Murach
- Exercise Science Research Center, Molecular Muscle Mass Regulation Laboratory, Department of Health, Human Performance, and RecreationUniversity of ArkansasFayettevilleARUSA
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Shao Y, Yu M, Zhang L, Zhou L, Yan X, Feng B, Zhang S. In-depth analysis of lymph node metastasis-related sialylated protein profiling and their clinical and biological significance in colorectal cancer using mass spectrometry and multi-omics technologies. Sci Rep 2024; 14:28535. [PMID: 39558044 PMCID: PMC11574123 DOI: 10.1038/s41598-024-79893-z] [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] [Received: 06/23/2024] [Accepted: 11/13/2024] [Indexed: 11/20/2024] Open
Abstract
Colorectal cancer (CRC) lymph node metastasis (LNM) is a crucial factor affecting the prognosis and treatment outcomes of CRC patients. It has been confirmed that altered glycosylation is a key event during CRC lymphatic metastases. Sialylation is one of the most significant glycosylation alterations in tumors. However, the predictive role of sialylation and sialylated protein in CRC remains elusive, especially in CRC-LNM. In this study, we explored and identified 1102 sialylated glycoproteins in CRC-LNM using metabolic labeling strategy and proteomics analysis. Combined with comprehensive analysis with bioinformatics and machine learning algorithms, we screened 25 prognostic sialylation-related genes (SRGs) to construct a new molecular phenotype (LRSRGs-Phenotype) and a prognostic SRG signature (LRSRGs-related Gene Signature) in CRC. Then, we further confirmed that patients in different phenotypes had different prognosis, molecular biological characteristics, immune cell infiltration and could be closely linked to three previously reported immune phenotypes: immune-excluded (Phenotype A), immune-desert (Phenotype B), and immune-inflamed (Phenotype C). Besides, we evaluated and validated the LRSRGs-related gene (ACADM, EHD4, FLOT1, GPC1, GSR, LRRC8A, NGFR, SDHB, and SEC61G) signature and found the risk score was an independent risk factor for CRC prognosis. CRC patients in different risk groups had different somatic mutation, tumor microenvironment and immunotherapy response. Finally, we also identified the potential therapeutic agents for CRC patients in different risk groups. In conclusion, we explored the key sialylated glycoproteins, which may play a key role in tumor LNM and clinical outcomes. And constructed the LRSRGs-phenotype and signature with prognostic and therapeutic predictive value in CRC, hoping to provide reliable scientific basis for future treatments in CRC patients.
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Affiliation(s)
- Yanfei Shao
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Minimally Invasive Surgery Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Mengqin Yu
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Minimally Invasive Surgery Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Luyang Zhang
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- Shanghai Minimally Invasive Surgery Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Leqi Zhou
- Department of colorectal surgery, Changhai Hospital, Naval Mdical University, Shanghai, China
| | - Xialin Yan
- Department of Colorectal Anal Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Bo Feng
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- Shanghai Minimally Invasive Surgery Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Sen Zhang
- Department of General Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- Shanghai Minimally Invasive Surgery Center, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
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Zhao H, Liu Y, Li G, Lei D, Du Y, Li Y, Tang H, Dou X. Electrophilicity Modulation for Sub-ppm Visualization and Discrimination of EDA. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2400361. [PMID: 38447144 PMCID: PMC11095169 DOI: 10.1002/advs.202400361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 02/07/2024] [Indexed: 03/08/2024]
Abstract
Precise and timely recognition of hazardous chemical substances is of great significance for safeguarding human health, ecological environment, public security, etc., especially crucial for adopting appropriate disposition measures. Up to now, there remains a practical challenge to sensitively detect and differentiate organic amines with similar chemical structures with intuitive analysis outcomes. Here, a unique optical probe with two electrophilic recognition sites for rapid and ultra-sensitive ratiometric fluorescence detection of ethylenediamine (EDA) is presented, while producing distinct fluorescence signals to its structural analog. The probe exhibits ppb/nmol level sensitivity to liquidous and gaseous EDA, specific recognition toward EDA without disturbance to up to 28 potential interferents, as well as rapid fluorescence response within 0.2 s. By further combining the portable sensing chip with the convolutional algorithm endowed with image processing, this work cracked the problem of precisely discriminating the target and non-targets at extremely low concentrations.
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Affiliation(s)
- Hao Zhao
- Key Laboratory of Xinjiang Phytomedicine Resource and UtilizationMinistry of EducationSchool of PharmacyShihezi UniversityShihezi832000China
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
| | - Yuan Liu
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
| | - Gaosheng Li
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
| | - Da Lei
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
| | - Yuwan Du
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
| | - Yudong Li
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
| | - Hui Tang
- Key Laboratory of Xinjiang Phytomedicine Resource and UtilizationMinistry of EducationSchool of PharmacyShihezi UniversityShihezi832000China
| | - Xincun Dou
- Xinjiang Key Laboratory of Trace Chemical Substances SensingXinjiang Technical Institute of Physics and ChemistryChinese Academy of SciencesUrumqi830011China
- Center of Materials Science and Optoelectronics EngineeringUniversity of Chinese Academy of SciencesBeijing100049China
- Key Laboratory of Improvised Explosive Chemicals for State Market RegulationUrumqi830011China
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Lan L, Peng S, Zhang R, He H, Yang Y, Xi B, Zhang J. Serum proteomic biomarker investigation of vascular depression using data-independent acquisition: a pilot study. Front Aging Neurosci 2024; 16:1341374. [PMID: 38384936 PMCID: PMC10879412 DOI: 10.3389/fnagi.2024.1341374] [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: 11/20/2023] [Accepted: 01/22/2024] [Indexed: 02/23/2024] Open
Abstract
Background Vascular depression (VaD) is a depressive disorder closely associated with cerebrovascular disease and vascular risk factors. It remains underestimated owing to challenging diagnostics and limited information regarding the pathophysiological mechanisms of VaD. The purpose of this study was to analyze the proteomic signatures and identify the potential biomarkers with diagnostic significance in VaD. Methods Deep profiling of the serum proteome of 35 patients with VaD and 36 controls was performed using liquid chromatography-tandem mass spectrometry (LC-MS/MS). Functional enrichment analysis of the quantified proteins was based on Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway, and Reactome databases. Machine learning algorithms were used to screen candidate proteins and develop a protein-based model to effectively distinguish patients with VaD. Results There were 29 up-regulated and 31 down-regulated proteins in the VaD group compared to the controls (|log2FC| ≥ 0.26, p ≤ 0.05). Enrichment pathways analyses showed that neurobiological processes related to synaptic vesicle cycle and axon guidance may be dysregulated in VaD. Extrinsic component of synaptic vesicle membrane was the most enriched term in the cellular components (CC) terms. 19 candidate proteins were filtered for further modeling. A nomogram was developed with the combination of HECT domain E3 ubiquitin protein ligase 3 (HECTD3), Nidogen-2 (NID2), FTO alpha-ketoglutarate-dependent dioxygenase (FTO), Golgi membrane protein 1 (GOLM1), and N-acetylneuraminate lyase (NPL), which could be used to predict VaD risk with favorable efficacy. Conclusion This study offers a comprehensive and integrated view of serum proteomics and contributes to a valuable proteomics-based diagnostic model for VaD.
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Affiliation(s)
- Liuyi Lan
- Department of Neurology, Zhongnan Hospital, Wuhan University, Wuhan, China
| | - Sisi Peng
- Department of Neuropsychology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Ran Zhang
- Department of Neurology, Zhongnan Hospital, Wuhan University, Wuhan, China
| | - Haoying He
- Department of Neurology, Zhongnan Hospital, Wuhan University, Wuhan, China
| | - Yong Yang
- SpecAlly Life Technology Co., Ltd., Wuhan, China
| | - Bing Xi
- SpecAlly Life Technology Co., Ltd., Wuhan, China
| | - Junjian Zhang
- Department of Neurology, Zhongnan Hospital, Wuhan University, Wuhan, China
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Kho I, Demina EP, Pan X, Londono I, Cairo CW, Sturiale L, Palmigiano A, Messina A, Garozzo D, Ung RV, Mac-Way F, Bonneil É, Thibault P, Lemaire M, Morales CR, Pshezhetsky AV. Severe kidney dysfunction in sialidosis mice reveals an essential role for neuraminidase 1 in reabsorption. JCI Insight 2023; 8:e166470. [PMID: 37698928 PMCID: PMC10619504 DOI: 10.1172/jci.insight.166470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 09/06/2023] [Indexed: 09/14/2023] Open
Abstract
Sialidosis is an ultra-rare multisystemic lysosomal disease caused by mutations in the neuraminidase 1 (NEU1) gene. The severe type II form of the disease manifests with a prenatal/infantile or juvenile onset, bone abnormalities, severe neuropathology, and visceromegaly. A subset of these patients present with nephrosialidosis, characterized by abrupt onset of fulminant glomerular nephropathy. We studied the pathophysiological mechanism of the disease in 2 NEU1-deficient mouse models, a constitutive Neu1-knockout, Neu1ΔEx3, and a conditional phagocyte-specific knockout, Neu1Cx3cr1ΔEx3. Mice of both strains exhibited terminal urinary retention and severe kidney damage with elevated urinary albumin levels, loss of nephrons, renal fibrosis, presence of storage vacuoles, and dysmorphic mitochondria in the intraglomerular and tubular cells. Glycoprotein sialylation in glomeruli, proximal distal tubules, and distal tubules was drastically increased, including that of an endocytic reabsorption receptor megalin. The pool of megalin bearing O-linked glycans with terminal galactose residues, essential for protein targeting and activity, was reduced to below detection levels. Megalin levels were severely reduced, and the protein was directed to lysosomes instead of the apical membrane. Together, our results demonstrated that desialylation by NEU1 plays a crucial role in processing and cellular trafficking of megalin and that NEU1 deficiency in sialidosis impairs megalin-mediated protein reabsorption.
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Affiliation(s)
- Ikhui Kho
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, Québec, Canada
- Department of Anatomy and Cell Biology, McGill University, Montreal, Québec, Canada
| | - Ekaterina P. Demina
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, Québec, Canada
| | - Xuefang Pan
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, Québec, Canada
| | - Irene Londono
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, Québec, Canada
| | | | - Luisa Sturiale
- CNR, Institute for Polymers, Composites and Biomaterials, Catania, Italy
| | - Angelo Palmigiano
- CNR, Institute for Polymers, Composites and Biomaterials, Catania, Italy
| | - Angela Messina
- CNR, Institute for Polymers, Composites and Biomaterials, Catania, Italy
| | - Domenico Garozzo
- CNR, Institute for Polymers, Composites and Biomaterials, Catania, Italy
| | - Roth-Visal Ung
- CHU de Québec Research Center, L’Hôtel-Dieu de Québec Hospital, Faculty and Department of Medicine, University Laval, Québec City, Québec, Canada
| | - Fabrice Mac-Way
- CHU de Québec Research Center, L’Hôtel-Dieu de Québec Hospital, Faculty and Department of Medicine, University Laval, Québec City, Québec, Canada
| | - Éric Bonneil
- Institute for Research in Immunology and Cancer, University of Montreal, Montreal, Québec, Canada
| | - Pierre Thibault
- Institute for Research in Immunology and Cancer, University of Montreal, Montreal, Québec, Canada
| | - Mathieu Lemaire
- Division of Nephrology, The Hospital for Sick Kids, Faculty of Medicine, University of Toronto, Ontario, Canada
- Cell Biology Program, SickKids Research Institute, Toronto, Ontario, Canada
| | - Carlos R. Morales
- Department of Anatomy and Cell Biology, McGill University, Montreal, Québec, Canada
| | - Alexey V. Pshezhetsky
- CHU Sainte-Justine Research Center, University of Montreal, Montreal, Québec, Canada
- Department of Anatomy and Cell Biology, McGill University, Montreal, Québec, Canada
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