1
|
Zhang T, Zhang X, Wu Z, Ren J, Zhao Z, Zhang H, Wang G, Wang T. VGAE-CCI: variational graph autoencoder-based construction of 3D spatial cell-cell communication network. Brief Bioinform 2024; 26:bbae619. [PMID: 39581873 PMCID: PMC11586124 DOI: 10.1093/bib/bbae619] [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: 08/23/2024] [Revised: 10/04/2024] [Accepted: 11/12/2024] [Indexed: 11/26/2024] Open
Abstract
Cell-cell communication plays a critical role in maintaining normal biological functions, regulating development and differentiation, and controlling immune responses. The rapid development of single-cell RNA sequencing and spatial transcriptomics sequencing (ST-seq) technologies provides essential data support for in-depth and comprehensive analysis of cell-cell communication. However, ST-seq data often contain incomplete data and systematic biases, which may reduce the accuracy and reliability of predicting cell-cell communication. Furthermore, other methods for analyzing cell-cell communication mainly focus on individual tissue sections, neglecting cell-cell communication across multiple tissue layers, and fail to comprehensively elucidate cell-cell communication networks within three-dimensional tissues. To address the aforementioned issues, we propose VGAE-CCI, a deep learning framework based on the Variational Graph Autoencoder, capable of identifying cell-cell communication across multiple tissue layers. Additionally, this model can be applied to spatial transcriptomics data with missing or partially incomplete data and can clustered cells at single-cell resolution based on spatial encoding information within complex tissues, thereby enabling more accurate inference of cell-cell communication. Finally, we tested our method on six datasets and compared it with other state of art methods for predicting cell-cell communication. Our method outperformed other methods across multiple metrics, demonstrating its efficiency and reliability in predicting cell-cell communication.
Collapse
Affiliation(s)
- Tianjiao Zhang
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
| | - Xiang Zhang
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
| | - Zhenao Wu
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
| | - Jixiang Ren
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
| | - Zhongqian Zhao
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
| | - Hongfei Zhang
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
| | - Guohua Wang
- College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China
- Faculty of Computing, Harbin Institute of Technology, Harbin 150001, China
| | - Tao Wang
- School of Computer Science, Northwestern Polytechnical University, Xi'an 710072, China
| |
Collapse
|
2
|
Liu G, Huang Z, Zhu W, Zhang H, Fan L, Huang C. Successful Sperm Retrieval and Clinical Pregnancies Following Micro-TESE and ICSI Treatments in Patients with Nonobstructive Azoospermia Due to Various Etiologies. Cells 2024; 13:1582. [PMID: 39329763 PMCID: PMC11430832 DOI: 10.3390/cells13181582] [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: 06/21/2024] [Revised: 08/28/2024] [Accepted: 09/05/2024] [Indexed: 09/28/2024] Open
Abstract
(1) Background: Nonobstructive azoospermia (NOA) etiologies affect the sperm retrieval rate (SRR) by microdissection testicular sperm extraction (micro-TESE) and the clinical outcomes following intracytoplasmic sperm injection (ICSI); (2) Methods: We investigated seven NOA etiologies. The SRR and clinical outcomes of 627 patients were analyzed between November 2017 and July 2022 in the Reproductive and Genetic Hospital of China International Trust and Investment Corporation-Xiangya (CITIC-Xiangya); (3) Results: The overall SRR was 39.4% (247/627). The SRR according to NOA etiologies were: Y chromosome azoospermia factor c microdeletions (26/46, 56.5%), Klinefelter syndrome (KS), 36/85, 42.4%), idiopathic (110/398, 27.6%), cryptorchidism (20/29, 69.0%), chromosome anomalies (7/13, 53.9%), orchitis (45/50, 90.0%), and cancer (3/6, 50.0%). The SRR were different for spermatogonia arrest (26/96, 27.1%), maturation arrest (76/177, 42.9%), and SCOS (30/80, 37.5%) according to histological examinations. The clinical pregnancy rate was similar among the NOA etiologies. The high-quality embryo rate differed between successful (54.7%) and unsuccessful (40.9%) pregnancies. Moreover, the successfully pregnant women (28.99 years) were younger than the unsuccessfully pregnant ones (30.92 years); (4) Conclusions: The SRR from patients with NOA was associated with the etiology and histological categories, while the clinical outcome was associated with the high-quality embryo rate and the female partner's age.
Collapse
Affiliation(s)
- Guangmin Liu
- NHC Key Laboratory of Human Stem Cell and Reproductive Engineering, School of Basic Medical Sciences, Central South University, Changsha 410017, China
| | - Zenghui Huang
- Clinical Research Center for Reproduction and Genetics in Hunan Province, Reproductive & Genetic Hospital of CITIC-Xiangya, Changsha 410008, China
| | - Wenbing Zhu
- NHC Key Laboratory of Human Stem Cell and Reproductive Engineering, School of Basic Medical Sciences, Central South University, Changsha 410017, China
- Clinical Research Center for Reproduction and Genetics in Hunan Province, Reproductive & Genetic Hospital of CITIC-Xiangya, Changsha 410008, China
| | - Huan Zhang
- NHC Key Laboratory of Human Stem Cell and Reproductive Engineering, School of Basic Medical Sciences, Central South University, Changsha 410017, China
| | - Liqing Fan
- NHC Key Laboratory of Human Stem Cell and Reproductive Engineering, School of Basic Medical Sciences, Central South University, Changsha 410017, China
- Clinical Research Center for Reproduction and Genetics in Hunan Province, Reproductive & Genetic Hospital of CITIC-Xiangya, Changsha 410008, China
| | - Chuan Huang
- Clinical Research Center for Reproduction and Genetics in Hunan Province, Reproductive & Genetic Hospital of CITIC-Xiangya, Changsha 410008, China
| |
Collapse
|
3
|
Liu Z, Yuan Z, Guo Y, Wang R, Guan Y, Wang Z, Chen Y, Wang T, Jiang M, Bian S. SMARTdb: An Integrated Database for Exploring Single-cell Multi-omics Data of Reproductive Medicine. GENOMICS, PROTEOMICS & BIOINFORMATICS 2024; 22:qzae005. [PMID: 39380204 DOI: 10.1093/gpbjnl/qzae005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/04/2023] [Revised: 10/29/2023] [Accepted: 11/03/2023] [Indexed: 10/10/2024]
Abstract
Single-cell multi-omics sequencing has greatly accelerated reproductive research in recent years, and the data are continually growing. However, utilizing these data resources is challenging for wet-lab researchers. A comprehensive platform for exploring single-cell multi-omics data related to reproduction is urgently needed. Here, we introduce the single-cell multi-omics atlas of reproduction (SMARTdb), an integrative and user-friendly platform for exploring molecular dynamics of reproductive development, aging, and disease, which covers multi-omics, multi-species, and multi-stage data. We curated and analyzed single-cell transcriptomic and epigenomic data of over 2.0 million cells from 6 species across the entire lifespan. A series of powerful functionalities are provided, such as "Query gene expression", "DIY expression plot", "DNA methylation plot", and "Epigenome browser". With SMARTdb, we found that the male germ cell-specific expression pattern of RPL39L and RPL10L is conserved between human and other model animals. Moreover, DNA hypomethylation and open chromatin may collectively regulate the specific expression pattern of RPL39L in both male and female germ cells. In summary, SMARTdb is a powerful platform for convenient data mining and gaining novel insights into reproductive development, aging, and disease. SMARTdb is publicly available at https://smart-db.cn.
Collapse
Affiliation(s)
- Zekai Liu
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Zhen Yuan
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Yunlei Guo
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Ruilin Wang
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Yusheng Guan
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Zhanglian Wang
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Yunan Chen
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Tianlu Wang
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Meining Jiang
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Shuhui Bian
- State Key Laboratory of Reproductive Medicine and Offspring Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
- Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| |
Collapse
|
4
|
Hashemi Sheikhshabani S, Ghafouri-Fard S, Hosseini E, Omrani MD. A novel homozygote nonsense variant of MSH4 leads to primary ovarian insufficiency and non-obstructive azoospermia. Mol Biol Rep 2024; 51:68. [PMID: 38175272 DOI: 10.1007/s11033-023-09000-4] [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: 09/08/2023] [Accepted: 11/02/2023] [Indexed: 01/05/2024]
Abstract
BACKGROUND Both non-obstructive azoospermia (NOA) and primary ovarian insufficiency (POI) are pathological conditions characterized by premature and frequently complete gametogenesis failure. Considering that the conserved meiosis I steps are the same between oogenesis and spermatogenesis, inherited defects in meiosis I may result in common causes for both POI and NOA. The present research is a retrospective investigation on an Iranian family with four siblings of both genders who were affected by primary gonadal failure. METHODS Proband, an individual with NOA, was subjected to clinical examination, hormonal assessment, and genetic consultation. After reviewing the medical history of other infertile members of the family, patients with NOA went through genetic investigations including karyotyping and assessment of Y chromosome microdeletions, followed by Whole exome sequencing (WES) on the proband. After analyzing WES data, the candidate variant was validated using Sanger sequencing and traced in the family. RESULTS WES analysis of the proband uncovered a novel homozygote nonsense variant, namely c.118C>T in MSH4. This variant resulted in the occurrence of a premature stop codon in residue 40 of MSH4. Notably, the variant was absent in all public exome databases and in the exome data of 400 fertile Iranian individuals. Additionally, the variant was found to co-segregate with infertility in the family. It was also observed that all affected members had homozygous mutations, while their parents were heterozygous and the fertile sister had no mutant allele, corresponding to autosomal recessive inheritance. In addition, we conducted a review of variants reported so far in MSH4, as well as available clinical features related to these variants. The results show that the testicular sperm retrieval and ovarian stimulation cycles have not been successful yet. CONCLUSION Overall, the results of this study indicate that the identification of pathogenic variants in this gene will be beneficial in selecting proper therapeutic strategies. Also, the findings of this study demonstrate that clinicians should obtain the history of other family members of the opposite sex when diagnosing for POI and/or NOA.
Collapse
Affiliation(s)
- Somayeh Hashemi Sheikhshabani
- Student Research Committee, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Soudeh Ghafouri-Fard
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Elham Hosseini
- Department of Obstetrics and Gynecology, Mousavi Hospital, School of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran
| | - Mir Davood Omrani
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
- Urogenital Stem Cell Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| |
Collapse
|