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Cuevas EP, Madruga E, Valenzuela-Martínez I, Ramírez D, Gil C, Nagaraj S, Martin-Requero A, Martinez A. MicroRNA signature of lymphoblasts from amyotrophic lateral sclerosis patients as potential clinical biomarkers. Neurobiol Dis 2025; 208:106871. [PMID: 40097075 DOI: 10.1016/j.nbd.2025.106871] [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: 01/22/2025] [Revised: 02/25/2025] [Accepted: 03/11/2025] [Indexed: 03/19/2025] Open
Abstract
MicroRNAs (miRNAs) are a class of small, non-coding RNAs involved in different cellular functions that have emerged as key regulators of neurodegenerative diseases such as amyotrophic lateral sclerosis (ALS). ALS is a fatal disease that lacks of not only effective treatments, but also presents delays in its diagnosis, since reliable clinical biomarkers are unavailable. In recent years, advancements in high-throughput sequencing strategies have led to the identification of novel ALS biomarkers, facilitating earlier diagnosis and assessment of treatment efficacy. Since immortalized lymphocytes obtained from peripheral blood are a suitable model to study pathological features of ALS, we employed these samples with the aim of characterize the dysregulated miRNAs in ALS patients. Next-generation sequencing (NGS) was utilized in order to analyze the expression profiles of miRNAs in immortalized lymphocytes from healthy controls, sporadic ALS (sALS), and familial ALS with mutations in superoxide dismutase 1 (SOD1-ALS). The screening analysis of the NGS data identified a set of dysregulated miRNAs, of which nine candidates were selected for qRT-PCR validation, identifying for the first time the possible importance of hsa-miR-6821-5p as a potential ALS biomarker. Furthermore, the up-regulated miRNAs identified are predicted to have direct or indirect interactions with genes closely related to ALS, such as SIGMAR1, HNRNPA1 and TARDBP. Additionally, by Metascape enrichment analysis, we found the VEGFA/VEGFR2 signaling pathway, previously implicated in neuroprotective effects in ALS, as a candidate pathway for further analyses.
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Affiliation(s)
- Eva P Cuevas
- Centro de Investigaciones Biológicas "Margarita Salas"-CSIC, Ramiro de Maeztu 9, 28040 Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Neurodegenerativas, (CIBERNED), Instituto de Salud Carlos III, Av. Monforte de Lemos, 3-5, 28029 Madrid, Spain
| | - Enrique Madruga
- Centro de Investigaciones Biológicas "Margarita Salas"-CSIC, Ramiro de Maeztu 9, 28040 Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Neurodegenerativas, (CIBERNED), Instituto de Salud Carlos III, Av. Monforte de Lemos, 3-5, 28029 Madrid, Spain
| | | | - David Ramírez
- Departamento de Farmacología, Facultad de Ciencias Biológicas, Universidad de Concepción, Chile
| | - Carmen Gil
- Centro de Investigaciones Biológicas "Margarita Salas"-CSIC, Ramiro de Maeztu 9, 28040 Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Neurodegenerativas, (CIBERNED), Instituto de Salud Carlos III, Av. Monforte de Lemos, 3-5, 28029 Madrid, Spain
| | - Siranjeevi Nagaraj
- Alzheimer and other tauopathies research group, ULB Center for Diabetes Research, Medical Faculty, Université Libre de Bruxelles, ULB Neuroscience Institute, 808 route de Lennik, B-1070 Brussels, Belgium
| | - Angeles Martin-Requero
- Centro de Investigaciones Biológicas "Margarita Salas"-CSIC, Ramiro de Maeztu 9, 28040 Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Neurodegenerativas, (CIBERNED), Instituto de Salud Carlos III, Av. Monforte de Lemos, 3-5, 28029 Madrid, Spain
| | - Ana Martinez
- Centro de Investigaciones Biológicas "Margarita Salas"-CSIC, Ramiro de Maeztu 9, 28040 Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Neurodegenerativas, (CIBERNED), Instituto de Salud Carlos III, Av. Monforte de Lemos, 3-5, 28029 Madrid, Spain.
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2
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Guo C, Wang X, Ren H. Databases and computational methods for the identification of piRNA-related molecules: A survey. Comput Struct Biotechnol J 2024; 23:813-833. [PMID: 38328006 PMCID: PMC10847878 DOI: 10.1016/j.csbj.2024.01.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 12/31/2023] [Accepted: 01/15/2024] [Indexed: 02/09/2024] Open
Abstract
Piwi-interacting RNAs (piRNAs) are a class of small non-coding RNAs (ncRNAs) that plays important roles in many biological processes and major cancer diagnosis and treatment, thus becoming a hot research topic. This study aims to provide an in-depth review of computational piRNA-related research, including databases and computational models. Herein, we perform literature analysis and use comparative evaluation methods to summarize and analyze three aspects of computational piRNA-related research: (i) computational models for piRNA-related molecular identification tasks, (ii) computational models for piRNA-disease association prediction tasks, and (iii) computational resources and evaluation metrics for these tasks. This study shows that computational piRNA-related research has significantly progressed, exhibiting promising performance in recent years, whereas they also suffer from the emerging challenges of inconsistent naming systems and the lack of data. Different from other reviews on piRNA-related identification tasks that focus on the organization of datasets and computational methods, we pay more attention to the analysis of computational models, algorithms, and performances that aim to provide valuable references for computational piRNA-related identification tasks. This study will benefit the theoretical development and practical application of piRNAs by better understanding computational models and resources to investigate the biological functions and clinical implications of piRNA.
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Affiliation(s)
- Chang Guo
- Laboratory of Language Engineering and Computing, Guangdong University of Foreign Studies, Guangzhou 510420, China
| | - Xiaoli Wang
- Institute of Reproductive Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Han Ren
- Laboratory of Language Engineering and Computing, Guangdong University of Foreign Studies, Guangzhou 510420, China
- Laboratory of Language and Artificial Intelligence, Guangdong University of Foreign Studies, Guangzhou 510420, China
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3
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Jiang M, Hong X, Gao Y, Kho AT, Tantisira KG, Li J. piRNA associates with immune diseases. Cell Commun Signal 2024; 22:347. [PMID: 38943141 PMCID: PMC11214247 DOI: 10.1186/s12964-024-01724-5] [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: 06/23/2024] [Indexed: 07/01/2024] Open
Abstract
PIWI-interacting RNA (piRNA) is the most abundant small non-coding RNA in animal cells, typically 26-31 nucleotides in length and it binds with PIWI proteins, a subfamily of Argonaute proteins. Initially discovered in germ cells, piRNA is well known for its role in silencing transposons and maintaining genome integrity. However, piRNA is also present in somatic cells as well as in extracellular vesicles and exosomes. While piRNA has been extensively studied in various diseases, particular cancer, its function in immune diseases remains unclear. In this review, we summarize current research on piRNA in immune diseases. We first introduce the basic characteristics, biogenesis and functions of piRNA. Then, we review the association of piRNA with different types of immune diseases, including autoimmune diseases, immunodeficiency diseases, infectious diseases, and other immune-related diseases. piRNA is considered a promising biomarker for diseases, highlighting the need for further research into its potential mechanisms in disease pathogenesis.
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Affiliation(s)
- Mingye Jiang
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, Guangdong, China
| | - Xiaoning Hong
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, Guangdong, China
| | - Yunfei Gao
- Department of Otolaryngology, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Alvin T Kho
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Computational Health Informatics Program, Boston Children's Hospital, Boston, MA, USA
| | - Kelan G Tantisira
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
- Department of Pediatrics, Division of Respiratory Medicine, University of California San Diego, La Jolla, CA, USA
| | - Jiang Li
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, Guangdong, China.
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
- Shenzhen Key Laboratory of Chinese Medicine Active Substance Screening and Translational Research, Guangdong, Shenzhen, China.
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4
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Pan X, Dai W, Wang Z, Li S, Sun T, Miao N. PIWI-Interacting RNAs: A Pivotal Regulator in Neurological Development and Disease. Genes (Basel) 2024; 15:653. [PMID: 38927589 PMCID: PMC11202748 DOI: 10.3390/genes15060653] [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: 04/13/2024] [Revised: 05/17/2024] [Accepted: 05/17/2024] [Indexed: 06/28/2024] Open
Abstract
PIWI-interacting RNAs (piRNAs), a class of small non-coding RNAs (sncRNAs) with 24-32 nucleotides (nt), were initially identified in the reproductive system. Unlike microRNAs (miRNAs) or small interfering RNAs (siRNAs), piRNAs normally guide P-element-induced wimpy testis protein (PIWI) families to slice extensively complementary transposon transcripts without the seed pairing. Numerous studies have shown that piRNAs are abundantly expressed in the brain, and many of them are aberrantly regulated in central neural system (CNS) disorders. However, the role of piRNAs in the related developmental and pathological processes is unclear. The elucidation of piRNAs/PIWI would greatly improve the understanding of CNS development and ultimately lead to novel strategies to treat neural diseases. In this review, we summarized the relevant structure, properties, and databases of piRNAs and their functional roles in neural development and degenerative disorders. We hope that future studies of these piRNAs will facilitate the development of RNA-based therapeutics for CNS disorders.
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Affiliation(s)
| | | | | | | | | | - Nan Miao
- Center for Precision Medicine, School of Medicine and School of Biomedical Sciences, Huaqiao University, Xiamen 361021, China; (X.P.); (W.D.); (Z.W.); (S.L.); (T.S.)
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Siniscalchi C, Di Palo A, Petito G, Senese R, Manfrevola F, Leo ID, Mosca N, Chioccarelli T, Porreca V, Marchese G, Ravo M, Chianese R, Cobellis G, Lanni A, Russo A, Potenza N. A landscape of mouse mitochondrial small non-coding RNAs. PLoS One 2024; 19:e0293644. [PMID: 38165955 PMCID: PMC10760717 DOI: 10.1371/journal.pone.0293644] [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: 01/31/2023] [Accepted: 10/17/2023] [Indexed: 01/04/2024] Open
Abstract
Small non-coding RNAs (ncRNAs), particularly miRNAs, play key roles in a plethora of biological processes both in health and disease. Although largely operative in the cytoplasm, emerging data indicate their shuttling in different subcellular compartments. Given the central role of mitochondria in cellular homeostasis, here we systematically profiled their small ncRNAs content across mouse tissues that largely rely on mitochondria functioning. The ubiquitous presence of piRNAs in mitochondria (mitopiRNA) of somatic tissues is reported for the first time, supporting the idea of a strong and general connection between mitochondria biology and piRNA pathways. Then, we found groups of tissue-shared and tissue-specific mitochondrial miRNAs (mitomiRs), potentially related to the "basic" or "cell context dependent" biology of mitochondria. Overall, this large data platform will be useful to deepen the knowledge about small ncRNAs processing and their governed regulatory networks contributing to mitochondria functions.
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Affiliation(s)
- Chiara Siniscalchi
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Armando Di Palo
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Giuseppe Petito
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Rosalba Senese
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Francesco Manfrevola
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Ilenia De Leo
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
- Genomix4Life S.r.l., Baronissi (SA), Italy
| | - Nicola Mosca
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Teresa Chioccarelli
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Veronica Porreca
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Giovanna Marchese
- Genomix4Life S.r.l., Baronissi (SA), Italy
- Genome Research Center for Health, CRGS, Baronissi, Italy
| | - Maria Ravo
- Genomix4Life S.r.l., Baronissi (SA), Italy
- Genome Research Center for Health, CRGS, Baronissi, Italy
| | - Rosanna Chianese
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Gilda Cobellis
- Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, Naples, Italy
| | - Antonia Lanni
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Aniello Russo
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
| | - Nicoletta Potenza
- Department of Environmental, Biological, Pharmaceutical Sciences and Technologies, University of Campania “Luigi Vanvitelli”, Caserta, Italy
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Zhang Z, Liu N. PIWI interacting RNA-13643 contributes to papillary thyroid cancer development through acting as a novel oncogene by facilitating PRMT1 mediated GLI1 methylation. Biochim Biophys Acta Gen Subj 2023; 1867:130453. [PMID: 37657666 DOI: 10.1016/j.bbagen.2023.130453] [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: 11/22/2022] [Revised: 08/16/2023] [Accepted: 08/27/2023] [Indexed: 09/03/2023]
Abstract
BACKGROUND Recently, aberrant expression of PIWI-interacting RNAs (piRNAs) has been discovered in a variety of cancer cells. However, the roles of PIWI proteins and piRNAs in papillary thyroid carcinoma (PTC) are still elusive. METHODS RT-qPCR and Northern blotting were used to evaluate piR-13643 levels in PTC and para-carcinoma tissues, as well as in PTC cell lines. piR-13643 mimic and piR-13643 inhibitor were transfected into K-1 and B-CPAP cells. CCK-8, Transwell, annexin V-FITC/PI, flow cytometry and Western blot assays were performed to measure cell proliferation, invasion, apoptosis, cell cycle and E-cadherin and Vimentin proteins, respectively. Total RNA from B-CPAP cells was pulled down with PIWIL1, PIWIL2, or PIWIL3 specific antibodies or IgG as a control, respectively, followed by detection of piR-13643 expression with RT-qPCR. Immunoblotting of PRMT1 was detected in piR-13643 / PIWIL1 complex immune-precipitates by Co-IP assay. Subsequently, PRMT1 protein expression was detected by stably transfection of Flag tagged GLI1 (Flag-GLI1) into B-CPAP cells. Methylation assay with PRMT1 and wild-type or R597 lysine (R597K)-mutant GLI1. Then rescue experiments were applied to explore effects of piR-13643 and GLI1 on the malignant behavior of PTC cells. B-CPAP cells transfected with piR-13643 inhibitor were subcutaneously injected into nude mice to evaluate the effect of piR-13643 knockdown on the xenograft tumor growth of PTC. RESULTS piR-13643 was elevated in PTC patient specimens and cell lines. piR-13643 overexpression facilitated cell proliferation, invasion and Vimentin level, and restrained apoptosis and E-cadherin expression, whereas piR-13643 knockdown showed the opposite results. Mechanically, piR-13643 could bind to PIWIL1 to form the PIWIL1/piR-13643 complex, and PRMT1 enhanced GLI1 transcription by methylating GLI1 at R597. Further, PIWIL1/piR-13643 promoted PRMT1-mediated GLI1 methylation. GLI1 knockdown countered the effects of piR-13643 mimic on cell malignant behaviors. piR-13643 knockdown preeminently prevented the xenograft tumor growth of PTC in vivo. CONCLUSIONS This study confirmed that piR-13643 facilitates PTC malignant behaviors in vitro and in vivo by promoting PRMT1-mediated GLI1 methylation via forming a complex with PIWIL1, which may provide a novel insight for PTC treatment.
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Affiliation(s)
- Zhongbo Zhang
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of China Medical University, Shenyang 110001, China
| | - Ning Liu
- Department of Pancreatic and Biliary Surgery, The First Affiliated Hospital of China Medical University, Shenyang 110001, China.
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Perera BPU, Morgan RK, Polemi KM, Sala-Hamrick KE, Svoboda LK, Dolinoy DC. PIWI-Interacting RNA (piRNA) and Epigenetic Editing in Environmental Health Sciences. Curr Environ Health Rep 2022; 9:650-660. [PMID: 35917009 DOI: 10.1007/s40572-022-00372-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/28/2022] [Indexed: 01/31/2023]
Abstract
PURPOSE OF REVIEW: The epigenome modulates gene expression in response to environmental stimuli. Modifications to the epigenome are potentially reversible, making them a promising therapeutic approach to mitigate environmental exposure effects on human health. This review details currently available genome and epigenome editing technologies and highlights ncRNA, including piRNA, as potential tools for targeted epigenome editing. RECENT FINDINGS: Zinc finger nuclease (ZFN), transcription activator-like effector nuclease (TALEN), and clustered regularly interspaced short palindromic repeats (CRISPR) associated nuclease (CRISPR/Cas) research has significantly advanced genome editing technology, with broad promise in genetic research and targeted therapies. Initial epigenome-directed therapies relied on global modification and suffered from limited specificity. Adapted from current genome editing tools, zinc finger protein (ZFP), TALE, and CRISPR/nuclease-deactivated Cas (dCas) systems now confer locus-specific epigenome editing, with promising applicability in the field of environmental health sciences. However, high incidence of off-target effects and time taken for screening limit their use. FUTURE DEVELOPMENT: ncRNA serve as a versatile biomarker with well-characterized regulatory mechanisms that can easily be adapted to edit the epigenome. For instance, the transposon silencing mechanism of germline PIWI-interacting RNAs (piRNA) could be engineered to specifically methylate a given gene, overcoming pitfalls of current global modifiers. Future developments in epigenome editing technologies will inform risk assessment through mechanistic investigation and serve as potential modes of intervention to mitigate environmentally induced adverse health outcomes later in life.
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Affiliation(s)
- Bambarendage P U Perera
- School of Public Health, Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA.
| | - Rachel K Morgan
- School of Public Health, Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA
| | - Katelyn M Polemi
- School of Public Health, Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA
| | - Kimmie E Sala-Hamrick
- School of Public Health, Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA
| | - Laurie K Svoboda
- School of Public Health, Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA
| | - Dana C Dolinoy
- School of Public Health, Department of Environmental Health Sciences, University of Michigan, Ann Arbor, MI, USA
- School of Public Health, Department of Nutritional Sciences, University of Michigan, Ann Arbor, MI, USA
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Unraveling mitochondrial piRNAs in mouse embryonic gonadal cells. Sci Rep 2022; 12:10730. [PMID: 35750721 PMCID: PMC9232517 DOI: 10.1038/s41598-022-14414-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 05/18/2022] [Indexed: 11/08/2022] Open
Abstract
Although mitochondria are widely studied organelles, the recent interest in the role of mitochondrial small noncoding RNAs (sncRNAs), miRNAs, and more recently, piRNAs, is providing new functional perspectives in germ cell development and differentiation. piRNAs (PIWI-interacting RNAs) are single-stranded sncRNAs of mostly about 20-35 nucleotides, generated from the processing of pre-piRNAs. We leverage next-generation sequencing data obtained from mouse primordial germ cells and somatic cells purified from early-differentiating embryonic ovaries and testis from 11.5 to 13.5 days postcoitum. Using bioinformatic tools, we elucidate (i) the origins of piRNAs as transcribed from mitochondrial DNA fragments inserted in the nucleus or from the mitochondrial genome; (ii) their levels of expression; and (iii) their potential roles, as well as their association with genomic regions encoding other sncRNAs (such as tRNAs and rRNAs) and the mitochondrial regulatory region (D-loop). Finally, our results suggest how nucleo-mitochondrial communication, both anterograde and retrograde signaling, may be mediated by mitochondria-associated piRNAs.
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Zhang T, Chen L, Li R, Liu N, Huang X, Wong G. PIWI-interacting RNAs in human diseases: databases and computational models. Brief Bioinform 2022; 23:6603448. [PMID: 35667080 DOI: 10.1093/bib/bbac217] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 04/24/2022] [Accepted: 05/09/2022] [Indexed: 11/12/2022] Open
Abstract
PIWI-interacting RNAs (piRNAs) are short 21-35 nucleotide molecules that comprise the largest class of non-coding RNAs and found in a large diversity of species including yeast, worms, flies, plants and mammals including humans. The most well-understood function of piRNAs is to monitor and protect the genome from transposons particularly in germline cells. Recent data suggest that piRNAs may have additional functions in somatic cells although they are expressed there in far lower abundance. Compared with microRNAs (miRNAs), piRNAs have more limited bioinformatics resources available. This review collates 39 piRNA specific and non-specific databases and bioinformatics resources, describes and compares their utility and attributes and provides an overview of their place in the field. In addition, we review 33 computational models based upon function: piRNA prediction, transposon element and mRNA-related piRNA prediction, cluster prediction, signature detection, target prediction and disease association. Based on the collection of databases and computational models, we identify trends and potential gaps in tool development. We further analyze the breadth and depth of piRNA data available in public sources, their contribution to specific human diseases, particularly in cancer and neurodegenerative conditions, and highlight a few specific piRNAs that appear to be associated with these diseases. This briefing presents the most recent and comprehensive mapping of piRNA bioinformatics resources including databases, models and tools for disease associations to date. Such a mapping should facilitate and stimulate further research on piRNAs.
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Affiliation(s)
- Tianjiao Zhang
- Faculty of Health Sciences, University of Macau, Taipa, Macau S.A.R. 999078, China
| | - Liang Chen
- Department of Computer Science, School of Engineering, Shantou University, Shantou, China
| | - Rongzhen Li
- Faculty of Health Sciences, University of Macau, Taipa, Macau S.A.R. 999078, China
| | - Ning Liu
- Faculty of Health Sciences, University of Macau, Taipa, Macau S.A.R. 999078, China
| | - Xiaobing Huang
- Faculty of Health Sciences, University of Macau, Taipa, Macau S.A.R. 999078, China
| | - Garry Wong
- Faculty of Health Sciences, University of Macau, Taipa, Macau S.A.R. 999078, China
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Bioinformatics Analysis of the Interaction of miRNAs and piRNAs with Human mRNA Genes Having di- and Trinucleotide Repeats. Genes (Basel) 2022; 13:genes13050800. [PMID: 35627185 PMCID: PMC9141802 DOI: 10.3390/genes13050800] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2022] [Revised: 04/26/2022] [Accepted: 04/27/2022] [Indexed: 02/04/2023] Open
Abstract
The variability of nucleotide repeats is considered one of the causes of diseases, but their biological function is not understood. In recent years, the interaction of miRNAs and piRNAs with the mRNAs of genes responsible for developing neurodegenerative and oncological diseases and diabetes have been actively studied. We explored candidate genes with nucleotide repeats to predict associations with miRNAs and piRNAs. The parameters of miRNAs and piRNA binding sites with mRNAs of human genes having nucleotide repeats were determined using the MirTarget program. This program defines the start of the initiation of miRNA and piRNA binding to mRNAs, the localization of miRNA and piRNA binding sites in the 5′-untranslated region (5′UTR), coding sequence (CDS) and 3′-untranslated region (3′UTR); the free energy of binding; and the schemes of nucleotide interactions of miRNAs and piRNAs with mRNAs. The characteristics of miRNAs and piRNA binding sites with mRNAs of 73 human genes were determined. The 5′UTR, 3′UTR and CDS of the mRNAs of genes are involved in the development of neurodegenerative, oncological and diabetes diseases with GU, AC dinucleotide and CCG, CAG, GCC, CGG, CGC trinucleotide repeats. The associations of miRNAs, piRNAs and candidate target genes could be recommended for developing methods for diagnosing diseases, including neurodegenerative diseases, oncological diseases and diabetes.
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