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Tan Y, He Y, Xu Y, Qiu X, Liu G, Liu L, Jiang Y, Li M, Sun W, Xie Z, Huang Y, Chen X, Yang X. Identification of pain-related long non-coding RNAs for pulpitis prediction. Clin Oral Investig 2025; 29:75. [PMID: 39841251 DOI: 10.1007/s00784-025-06164-0] [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: 06/26/2024] [Accepted: 01/15/2025] [Indexed: 01/23/2025]
Abstract
OBJECTIVES We investigated the recently generated RNA-sequencing dataset of pulpitis to identify the potential pain-related lncRNAs for pulpitis prediction. MATERIALS AND METHODS Differential analysis was performed on the gene expression profile between normal and pulpitis samples to obtain pulpitis-related genes. The co-expressed gene modules were identified by weighted gene coexpression network analysis (WGCNA). Then the hypergeometric test was utilized to screen pain-related core modules. The functional enrichment analysis was performed on the up- and down-regulated genes in the core module of pulpitis pain to explore the underlying mechanisms. A pain-related lncRNA-based classification model was constructed using LASSO. Consensus clustering and gene set variation analysis (GSVA) on the infiltrating immunocytes was used for pulpitis subtyping. miRanda predicts miRNA-target relationship, which was filtered by expression correlation. Hallmark pathway and enrichment analysis was performed to investigate the candidate target pathways of the lncRNAs. RESULTS A total of 1830 differential RNAs were identified in pulpitis. WGCNA explored seven co-expressed modules, among which the turquoise module is pain-related with hypergeometric test. The up-regulated genes were significantly enriched in immune response related pathways. Down-regulated genes were significantly enriched in differentiation pathways. Eight lncRNAs in the pain-related module were related to inflammation. Among them, MIR181A2HG was downregulated while other seven lncRNAs were upregulated in pulpitis. The LASSO classification model revealed that MIR181A2HG and LINC00426 achieved outstanding predictive performances with perfect ROC-AUC score (AUC = 1). We differentiated the pulpitis samples into two progression subtypes and MIR181A2HG is a progressive marker for pulpitis. The miRNA-mRNA-lncRNA regulatory network of pulpitis pain was constructed, with GATA3 as a key transcription factor. NF-kappa B signaling pathway is a candidate pathway impacted by these lncRNAs. CONCLUSIONS PCED1B-AS1, MIAT, MIR181A2HG, LINC00926, LINC00861, LINC00528, LINC00426 and ITGB2-AS1 may be potential markers of pulpitis pain. A two-lncRNA signature of LINC00426 and MIR181A2HG can accurately predict pulpitis, which could facilitate the molecular diagnosis of pulpitis. GATA3 might regulate these lncRNAs and downstream NF-kappa B signaling pathway. CLINICAL RELEVANCE This study identified potential pain-related lncRNAs with underlying molecular mechanism analysis for the prediction of pulpitis. The classification model based on lncRNAs will facilitate the early diagnosis of pulpitis.
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Affiliation(s)
- Yongjie Tan
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Ying He
- Department of Endodontics, Guangdong Engineering Research Center of Oral Restoration and Reconstruction, Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Affiliated Stomatology Hospital of Guangzhou Medical University, Guangzhou, China
| | - Yuexuan Xu
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Xilin Qiu
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Guanru Liu
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Lingxian Liu
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Ye Jiang
- Department of Endodontics, Guangdong Engineering Research Center of Oral Restoration and Reconstruction, Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Affiliated Stomatology Hospital of Guangzhou Medical University, Guangzhou, China
| | - Mingyue Li
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Weijun Sun
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
- Guangdong Key Laboratory of IoT Information Technology, Guangdong University of Technology, Guangzhou, China
| | - Ziqiang Xie
- Department of Science and Technology, Nanchang University College of Science and Technology, Jiujiang, China
| | - Yonghui Huang
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China
| | - Xin Chen
- School of Automation, Guangdong University of Technology, Guangzhou Higher Education Mega Center, No. 100 Waihuan Xi Road Panyu District, Guangzhou, 510006, China.
| | - Xuechao Yang
- Department of Endodontics, Guangdong Engineering Research Center of Oral Restoration and Reconstruction, Guangzhou Key Laboratory of Basic and Applied Research of Oral Regenerative Medicine, Affiliated Stomatology Hospital of Guangzhou Medical University, Guangzhou, China.
- Department of Endodontics, Affiliated Stomatology Hospital of Guangzhou Medical University, No. 195 Dongfeng West Road Yuexiu District, Guangzhou, 510182, China.
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Wellington NJ, Boucas AP, Lagopoulos J, Kuballa AV. Clinical potential of epigenetic and microRNA biomarkers in PTSD. J Neurogenet 2024; 38:79-101. [PMID: 39470065 DOI: 10.1080/01677063.2024.2419098] [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: 07/31/2024] [Accepted: 10/16/2024] [Indexed: 10/30/2024]
Abstract
Molecular studies identifying alterations associated with PTSD have predominantly focused on candidate genes or conducted genome-wide analyses, often encountering issues with replicability. This review aims to identify robust bi-directional epigenetic and microRNA (miRNA) regulators focusing on their functional impacts on post-traumatic stress disorder (PTSD) and their utility in clinical diagnosis, whilst examining knowledge gaps in the existing research. A systematic search was conducted across multiple databases, including Web of Science, Scopus, Global Health (CABI), and PubMed, augmented by grey literature, yielding 3465 potential articles. Ultimately, 92 studies met the inclusion criteria and were analysed to pinpoint significant epigenetic changes with clinically relevant potential in PTSD. The selected studies explored histone modifications, CpG sites, single nucleotide polymorphisms (SNPs), and miRNA biomarkers. Specifically, nine studies examined epigenetic markers, detailing the influence of methylation on chromatin accessibility at histone positions H3K4, H3K9, and H3K36 within a PTSD context. Seventy-three studies investigated DNA methylation, identifying 20 hypermethylated and five hypomethylated CpG islands consistently observed in PTSD participants. Nineteen studies linked 88 SNPs to PTSD, with only one SNP replicated within these studies. Furthermore, sixteen studies focused on miRNAs, with findings indicating 194 downregulated and 24 upregulated miRNAs were associated with PTSD. Although there are epigenetic mechanisms that are significantly affected by PTSD, a granular deconstruction of these mechanisms elucidates the need to incorporate more nuanced approaches to identifying the factors that contribute to PTSD. Technological advances in diagnostic tools are driving the need to integrate detailed participant characteristics, trauma type, genetic susceptibilities, and best practices for robust reporting. This comprehensive approach will be crucial for enhancing the translational potential of PTSD research for clinical application.
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Affiliation(s)
- Nathan J Wellington
- National PTSD Research Centre, Thompson Institute, University of the Sunshine Coast (UniSC), Birtinya, Australia
- School of Health, UniSC, Sippy Downs, Australia
- Centre for Bioinnovation, UniSC, Sippy Downs, Australia
- Sunshine Coast Health Institute, Sunshine Coast Hospital and Health Service, Birtinya, Australia
| | | | - Jim Lagopoulos
- Thompson Brain and Mind Healthcare, Sunshine Plaza, Australia
| | - Anna V Kuballa
- School of Health, UniSC, Sippy Downs, Australia
- Centre for Bioinnovation, UniSC, Sippy Downs, Australia
- Sunshine Coast Health Institute, Sunshine Coast Hospital and Health Service, Birtinya, Australia
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Liu Y, Hu G, Jia Y, Qin L, Xu L, Chang Y, Li B, Li H. Wnt10b knockdown regulates the relative balance of adipose tissue-resident T cells and inhibits white fat deposition. Mol Biol Rep 2024; 51:272. [PMID: 38302806 DOI: 10.1007/s11033-024-09249-3] [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: 09/21/2023] [Accepted: 01/12/2024] [Indexed: 02/03/2024]
Abstract
BACKGROUND Wnt10b is one of critical Wnt family members that being involved in networks controlling stemness, pluripotency and cell fate decisions. However, its role in adipose-resident T lymphocytes and further in fat metabolism yet remains largely unknown. METHODS AND RESULTS In the present study, we demonstrated a distinctive effect for Wnt10b on the relative balance of T lymphocytes in adipose tissue by using a Wnt10b knockdown mouse model. Wnt10b knockdown led to a reduction of adipose-resident CD4+ T cells and an elevation of Foxp3+/CD4+ Treg cells. Wnt10b-knockdown mice fed with standard diet showed less white fat deposition owing to the suppressed adipogenic process. Moreover, under high fat diet conditions, Wnt10b knockdown resulted in an alleviated obesity symptoms, as well as an improvement of glucose homeostasis and hepatic steatosis. CONCLUSIONS Collectively, we reveal an unexpected and novel function for Wnt10b in mediating the frequency of adipose-resident T cell subsets, that when knockdown skewing toward a Treg-dominated phenotype and further improving fat metabolism.
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Affiliation(s)
- Yan Liu
- College of Life Sciences, Shandong Agricultural University, Tai'an, 271018, China
| | - Geng Hu
- College of Animal Science and Veterinary Medicine, Shandong Agricultural University, Tai'an, 271018, China
| | - Yanxin Jia
- College of Animal Science and Veterinary Medicine, Shandong Agricultural University, Tai'an, 271018, China
| | - Lining Qin
- College of Life Sciences, Shandong Agricultural University, Tai'an, 271018, China
| | - Longfei Xu
- College of Life Sciences, Shandong Agricultural University, Tai'an, 271018, China
| | - Yaxin Chang
- College of Life Sciences, Shandong Agricultural University, Tai'an, 271018, China
| | - Bin Li
- College of Life Sciences, Shandong Agricultural University, Tai'an, 271018, China
| | - Haifang Li
- College of Life Sciences, Shandong Agricultural University, Tai'an, 271018, China.
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Golubeva E, Zeltser A, Zorkina Y, Ochneva A, Tsurina A, Andreyuk D, Kostyuk G, Morozova A. Epigenetic Alterations in Post-Traumatic Stress Disorder: Comprehensive Review of Molecular Markers. Complex Psychiatry 2024; 10:71-107. [PMID: 39564465 PMCID: PMC11573359 DOI: 10.1159/000541822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 10/03/2024] [Indexed: 11/21/2024] Open
Abstract
Background Post-traumatic stress disorder (PTSD) can occur after a traumatic event. PTSD is characterized by nightmares, flashbacks and avoidance of stressors. It currently affects 2-8% of the population, with military personnel particularly susceptible. Studies show that environmental stressors can induce various epigenetic changes that shape the PTSD phenotype. Despite the significant impact of epigenetic factors on PTSD symptoms and susceptibility, they have not been widely discussed in the literature. This review focuses on describing epigenetic mechanisms in PTSD, especially DNA methylation, chromatin regulation, and noncoding RNA. Summary The article includes relevant studies published from 2013 to 2023, excluding non-English-language studies or studies with insufficient data. This review investigated gene methylation changes in association with PTSD, including those related to the hypothalamic-pituitary-adrenal axis, brain-derived neurotrophic factor, neurotransmitters, and immune system functioning, as well as the role of histones and regulatory noncoding RNAs. Key Messages Epigenetic alterations play a crucial role in shaping PTSD susceptibility, symptomatology, and long-term outcomes, highlighting their potential as important markers and therapeutic targets. Understanding these alterations can aid in developing clinical strategies to better predict, prevent, and treat PTSD. However, further large-scale longitudinal studies are needed to establish the temporal relationship between epigenetic changes and the onset of PTSD, as well as to classify other potential epigenetic mechanisms.
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Affiliation(s)
- Elizaveta Golubeva
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
| | - Angelina Zeltser
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
| | - Yana Zorkina
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
- V. Serbsky National Medical Research Centre of Psychiatry and Narcology, Moscow, Russia
| | | | - Anna Tsurina
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
- Pirogov Russian National Research Medical University, Moscow, Russia
| | - Denis Andreyuk
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
- M. V. Lomonosov Moscow State University, Moscow, Russia
| | - Georgiy Kostyuk
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
- I.M. Sechenov First Moscow State Medical University (Sechenov University), Moscow, Russia
- M. V. Lomonosov Moscow State University, Moscow, Russia
- Federal State Budgetary Educational Institution of Higher Education Russian Biotechnological University, Moscow, Russia
| | - Anna Morozova
- Mental-Health Clinic No. 1 Named after N.A. Alekseev, Moscow, Russia
- V. Serbsky National Medical Research Centre of Psychiatry and Narcology, Moscow, Russia
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Li G, Feng Z, Song H, Wang Y, Zhu L, Li Y. Long non-coding RNA expression in PBMCs of patients with active pulmonary tuberculosis. Front Microbiol 2023; 14:1257267. [PMID: 38156018 PMCID: PMC10753990 DOI: 10.3389/fmicb.2023.1257267] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 11/06/2023] [Indexed: 12/30/2023] Open
Abstract
Purpose Mycobacterium tuberculosis (Mtb) infection is the primary cause of the chronic infectious illness tuberculosis (TB). Long non-coding RNAs (lncRNAs) are functional RNA molecules that cannot be translated into proteins and play a crucial role in regulating the immune system's innate and adaptive responses. It has been demonstrated that the dysregulation of lncRNA expression is associated with various human diseases. However, the mechanism underlying the involvement of so many lncRNAs in the immune response to TB infection remains unclear. The objective of our current study was to identify a number of significantly differentially expressed lncRNAs in peripheral blood mononuclear cells (PBMCs) from TB patients and to select the most indicative lncRNAs as potential biomarkers for active pulmonary tuberculosis. Methods Microarray analysis was performed to determine the lncRNA and mRNA expression profiles in TB patients using a case-control model. The differentially expressed lncRNAs were subjected to gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis to investigate potential roles and pathways associated with the pathogenesis of TB infection, and to screen lncRNAs specifically linked to TB infection. Using real-time fluorescence quantitative PCR (QRT-PCR), specific lncRNAs were identified in TB patients and latent infections. Results Our findings revealed that various signaling pathways were differentially expressed in TB-infected individuals, suggesting a potential role for lncRNAs in the immunological responses driven by TB infection. This study provides crucial guidelines for future functional research. Upregulated lncRNAs were mainly enriched in Neutrophil extracellular trap formation and Chemokine signaling pathways, while downregulated lncRNAs were enriched in Neuroactive ligand-receptor interaction and Cushing syndrome in TB PBMCs. Furthermore, we found that lnc-XPNPEP1-5, lnc-CASKIN2-2, lnc-HSPA13-6, lnc-CLIC5-1, and LINC02502 were significantly downregulated in TB-infected patients, while LINC00528, lnc-SLC45A4-3, and LINC00926 were significantly upregulated in TB patients and latent infections. These eight lncRNAs, identified as novel biological marker candidates for diagnosing TB infection, were validated by real-time fluorescence quantitative PCR (QRT-PCR). Conclusion The abnormally expressed lncRNAs identified in this research may provide crucial information for understanding the pathophysiological characteristics of TB patients and the dysfunction of PBMCs. Our findings reveal potential targets for early TB diagnosis and therapy, as well as offer new insights into the mechanisms underlying TB infection.
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Affiliation(s)
- Guoli Li
- Department of Chronic Communicable Disease, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, China
| | - Zhelong Feng
- School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, China
| | - Honghuan Song
- Department of Chronic Communicable Disease, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, China
| | - Yajing Wang
- School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, China
| | - Limei Zhu
- Department of Chronic Communicable Disease, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, China
| | - Yan Li
- Integrated Service and Management Office, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, China
- Department of Chronic Communicable Disease, Jiangsu Provincial Center for Disease Control and Prevention, Nanjing, China
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Wright M, Smed MK, Nelson JL, Olsen J, Hetland ML, Jewell NP, Zoffmann V, Jawaheer D. Pre-pregnancy gene expression signatures are associated with subsequent improvement/worsening of rheumatoid arthritis during pregnancy. Arthritis Res Ther 2023; 25:191. [PMID: 37794420 PMCID: PMC10548620 DOI: 10.1186/s13075-023-03169-6] [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: 06/09/2023] [Accepted: 09/12/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND While many women with rheumatoid arthritis (RA) improve during pregnancy and others worsen, there are no biomarkers to predict this improvement or worsening. In our unique RA pregnancy cohort that includes a pre-pregnancy baseline, we have examined pre-pregnancy gene co-expression networks to identify differences between women with RA who subsequently improve during pregnancy and those who worsen. METHODS Blood samples were collected before pregnancy (T0) from 19 women with RA and 13 healthy women enrolled in our prospective pregnancy cohort. RA improvement/worsening between T0 and 3rd trimester was assessed by changes in the Clinical Disease Activity Index (CDAI). Pre-pregnancy expression profiles were examined by RNA sequencing and differential gene expression analysis. Weighted gene co-expression network analysis (WGCNA) was used to identify co-expression modules correlated with the improvement/worsening of RA during pregnancy and to assess their functional relevance. RESULTS Of the 19 women with RA, 14 improved during pregnancy (RAimproved) while 5 worsened (RAworsened). At the T0 baseline, however, the mean CDAI was similar between the two groups. WGCNA identified one co-expression module related to B cell function that was significantly correlated with the worsening of RA during pregnancy and was significantly enriched in genes differentially expressed between the RAimproved and RAworsened groups. A neutrophil-related expression signature was also identified in the RAimproved group at the T0 baseline. CONCLUSION The pre-pregnancy gene expression signatures identified represent potential biomarkers to predict the subsequent improvement/worsening of RA during pregnancy, which has important implications for the personalized treatment of RA during pregnancy.
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Affiliation(s)
- Matthew Wright
- Children's Hospital Oakland Research Institute, Oakland, CA, USA
- Northwestern University, Feinberg School of Medicine, Chicago, IL, USA
| | | | - J Lee Nelson
- Fred Hutchinson Cancer Center, Seattle, WA, USA
- University of Washington, Seattle, WA, USA
| | - Jørn Olsen
- University of California Los Angeles, Los Angeles, CA, USA
- Aarhus University Hospital, Aarhus, Denmark
| | - Merete Lund Hetland
- DANBIO Registry and Copenhagen Centre for Arthritis Research, Centre for Rheumatology and Spine Diseases, Rigshospitalet, Glostrup, Denmark
- University of Copenhagen, Copenhagen, Denmark
| | | | - Vibeke Zoffmann
- Juliane Marie Centeret, Rigshospitalet, Copenhagen, Denmark
- University of Copenhagen, Copenhagen, Denmark
| | - Damini Jawaheer
- Children's Hospital Oakland Research Institute, Oakland, CA, USA.
- Division of Rheumatology, Northwestern University, Feinberg School of Medicine, Chicago, IL, USA.
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Perkins RS, Singh R, Abell AN, Krum SA, Miranda-Carboni GA. The role of WNT10B in physiology and disease: A 10-year update. Front Cell Dev Biol 2023; 11:1120365. [PMID: 36814601 PMCID: PMC9939717 DOI: 10.3389/fcell.2023.1120365] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 01/16/2023] [Indexed: 02/09/2023] Open
Abstract
WNT10B, a member of the WNT family of secreted glycoproteins, activates the WNT/β-catenin signaling cascade to control proliferation, stemness, pluripotency, and cell fate decisions. WNT10B plays roles in many tissues, including bone, adipocytes, skin, hair, muscle, placenta, and the immune system. Aberrant WNT10B signaling leads to several diseases, such as osteoporosis, obesity, split-hand/foot malformation (SHFM), fibrosis, dental anomalies, and cancer. We reviewed WNT10B a decade ago, and here we provide a comprehensive update to the field. Novel research on WNT10B has expanded to many more tissues and diseases. WNT10B polymorphisms and mutations correlate with many phenotypes, including bone mineral density, obesity, pig litter size, dog elbow dysplasia, and cow body size. In addition, the field has focused on the regulation of WNT10B using upstream mediators, such as microRNAs (miRNAs) and long non-coding RNAs (lncRNAs). We also discussed the therapeutic implications of WNT10B regulation. In summary, research conducted during 2012-2022 revealed several new, diverse functions in the role of WNT10B in physiology and disease.
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Affiliation(s)
- Rachel S. Perkins
- Department of Orthopaedic Surgery and Biomedical Engineering, University of Tennessee Health Science Center, Memphis, TN, United States
| | - Rishika Singh
- College of Medicine, University of Tennessee Health Science Center, Memphis, TN, United States
| | - Amy N. Abell
- Department of Biological Sciences, University of Memphis, Memphis, TN, United States
| | - Susan A. Krum
- Department of Orthopaedic Surgery and Biomedical Engineering, University of Tennessee Health Science Center, Memphis, TN, United States,Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, United States
| | - Gustavo A. Miranda-Carboni
- Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, United States,Department of Medicine, Division of Hematology and Oncology, College of Medicine, University of Tennessee Health Science Center, Memphis, TN, United States,*Correspondence: Gustavo A. Miranda-Carboni,
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