1
|
Ji G, Tang Q, Zhu S, Zhu J, Ye P, Xia S, Wu X. stAPAminer: Mining Spatial Patterns of Alternative Polyadenylation for Spatially Resolved Transcriptomic Studies. GENOMICS, PROTEOMICS & BIOINFORMATICS 2023; 21:601-618. [PMID: 36669641 PMCID: PMC10787175 DOI: 10.1016/j.gpb.2023.01.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 12/07/2022] [Accepted: 01/08/2023] [Indexed: 01/19/2023]
Abstract
Alternative polyadenylation (APA) contributes to transcriptome complexity and gene expression regulation and has been implicated in various cellular processes and diseases. Single-cell RNA sequencing (scRNA-seq) has enabled the profiling of APA at the single-cell level; however, the spatial information of cells is not preserved in scRNA-seq. Alternatively, spatial transcriptomics (ST) technologies provide opportunities to decipher the spatial context of the transcriptomic landscape. Pioneering studies have revealed potential spatially variable genes and/or splice isoforms; however, the pattern of APA usage in spatial contexts remains unappreciated. In this study, we developed a toolkit called stAPAminer for mining spatial patterns of APA from spatially barcoded ST data. APA sites were identified and quantified from the ST data. In particular, an imputation model based on the k-nearest neighbors algorithm was designed to recover APA signals, and then APA genes with spatial patterns of APA usage variation were identified. By analyzing well-established ST data of the mouse olfactory bulb (MOB), we presented a detailed view of spatial APA usage across morphological layers of the MOB. We compiled a comprehensive list of genes with spatial APA dynamics and obtained several major spatial expression patterns that represent spatial APA dynamics in different morphological layers. By extending this analysis to two additional replicates of the MOB ST data, we observed that the spatial APA patterns of several genes were reproducible among replicates. stAPAminer employs the power of ST to explore the transcriptional atlas of spatial APA patterns with spatial resolution. This toolkit is available at https://github.com/BMILAB/stAPAminer and https://ngdc.cncb.ac.cn/biocode/tools/BT007320.
Collapse
Affiliation(s)
- Guoli Ji
- Pasteurien College, Suzhou Medical College of Soochow University, Soochow University, Suzhou 215000, China; Department of Automation, Xiamen University, Xiamen 361005, China
| | - Qi Tang
- Pasteurien College, Suzhou Medical College of Soochow University, Soochow University, Suzhou 215000, China; Department of Automation, Xiamen University, Xiamen 361005, China
| | - Sheng Zhu
- Department of Automation, Xiamen University, Xiamen 361005, China
| | - Junyi Zhu
- Institute of Neuroscience, Soochow University, Suzhou 215000, China
| | - Pengchao Ye
- Department of Automation, Xiamen University, Xiamen 361005, China
| | - Shuting Xia
- Pasteurien College, Suzhou Medical College of Soochow University, Soochow University, Suzhou 215000, China; Institute of Neuroscience, Soochow University, Suzhou 215000, China
| | - Xiaohui Wu
- Pasteurien College, Suzhou Medical College of Soochow University, Soochow University, Suzhou 215000, China.
| |
Collapse
|
2
|
Ryu JS, Ko K, Ko K, Kim JS, Kim SU, Chang KT, Choo YK. Roles of gangliosides in the differentiation of mouse pluripotent stem cells to neural stem cells and neural cells. Mol Med Rep 2017; 16:987-993. [DOI: 10.3892/mmr.2017.6719] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Accepted: 04/12/2017] [Indexed: 11/06/2022] Open
|
3
|
Sivasankaran A, Srikanth A, Kulshreshtha PS, Anuradha D, Kadandale JS, Samuel CR. Split Hand/Foot Malformation Associated with 7q21.3 Microdeletion: A Case Report. Mol Syndromol 2016; 6:287-96. [PMID: 27022330 DOI: 10.1159/000443708] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/17/2015] [Indexed: 11/19/2022] Open
Abstract
Split hand/foot malformation (SHFM) or ectrodactyly is a rare genetic condition affecting limb development. SHFM shows clinical and genetic heterogeneity. It can present as an isolated form or in combination with additional anomalies affecting the long bones (nonsyndromic form) or other organ systems including the craniofacial, genitourinary and ectodermal structures (syndromic ectrodactyly). This study reports a girl with SHFM who also exhibited developmental delay, mild dysmorphic facial features and sensorineural hearing loss. High-resolution banding analysis indicated an interstitial deletion within the 7q21 band. FISH using locus-specific BAC probes confirmed the microdeletion of 7q21.3. Chromosomal microarray analysis also revealed a microdeletion of 1.856 Mb in 7q21.3. However, a larger 8.44-Mb deletion involving bands 7q21.11q21.2 was observed, and the breakpoints were refined. The phenotype and the candidate genes underlying the pathogenesis of this disorder are discussed.
Collapse
Affiliation(s)
- Aswini Sivasankaran
- Department of Genetics, Dr. ALM PG Institute of Basic Medical Sciences, University of Madras, India
| | - Ambika Srikanth
- Center for Human Genetics, Biotech Park, Electronic City Phase I, Bangalore, India
| | - Pooja S Kulshreshtha
- Center for Human Genetics, Biotech Park, Electronic City Phase I, Bangalore, India
| | - Deenadayalu Anuradha
- Department of Medical Genetics, Institute of Obstetrics and Gynecology, Government Hospital for Women and Children, Madras Medical College, Chennai, India
| | - Jayarama S Kadandale
- Center for Human Genetics, Biotech Park, Electronic City Phase I, Bangalore, India
| | - Chandra R Samuel
- Department of Genetics, Dr. ALM PG Institute of Basic Medical Sciences, University of Madras, India
| |
Collapse
|
4
|
Ryu JS, Chang KT, Lee JT, Lim MU, Min HK, Na YJ, Lee SB, Moussavou G, Kim SU, Kim JS, Ko K, Ko K, Hwang KA, Jeong EJ, Lee JW, Choo YK. Ganglioside GM1 influences the proliferation rate of mouse induced pluripotent stem cells. BMB Rep 2013; 45:713-8. [PMID: 23261057 PMCID: PMC4133816 DOI: 10.5483/bmbrep.2012.45.12.138] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Gangliosides play important roles in the control of several biological processes, including proliferation and transmembrane signaling. In this study, we demonstrate the effect of ganglioside GM1 on the proliferation of mouse induced pluripotent stem cells (miPSCs). The proliferation rate of miPSCs was lower than in mouse embryonic stem cells (mESCs). Fluorescence activated cell sorting analysis showed that the percentage of cells in the G2/M phase in miPSCs was lower than that in mESCs. GM1 was expressed in mESCs, but not miPSCs. To confirm the role of GM1 in miPSC proliferation, miPSCs were treated with GM1. GM1-treated miPSCs exhibited increased cell proliferation and a larger number of cells in the G2/M phase. Furthermore, phosphorylation of mitogen-activated protein kinases was increased in GM1- treated miPSCs.
Collapse
Affiliation(s)
- Jae-Sung Ryu
- Department of Biological Science, College of Natural Sciences, Wonkwang University, Iksan 570-749, Korea
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|