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Yuan Y, Wang X, Yan X, He N, Lu X, Yang J, Xie X, Yuan H, Chen N, Liu Y, Ren H, Zhang R, Cui L, Ren P, Lin S, Cheng S, Yang X, Guo Y, Li R, Yan T, Guo J, Xiao Z, Wei Y, Yu L. 3D reconstruction of a human Carnegie stage 9 embryo provides a snapshot of early body plan formation. Cell Stem Cell 2025:S1934-5909(25)00142-0. [PMID: 40345192 DOI: 10.1016/j.stem.2025.04.007] [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: 06/17/2024] [Revised: 01/22/2025] [Accepted: 04/14/2025] [Indexed: 05/11/2025]
Abstract
The Carnegie stage 9 (CS9) embryo is a pivotal phase signifying the conclusion of gastrulation and the onset of early organogenesis, crucial for initiating major organ system development. Utilizing spatial transcriptomics, we analyzed an intact CS9 human embryo in a spatially detailed manner. Through the examination of 75 transverse cryosections, we digitally reconstructed a 3D model, allowing us to identify diverse cell types, including those from brain and spine regions, the primitive gut tube, distinct somite formation stages, somatic mesoderm, splanchnic mesoderm, etc. Notably, we observed two distinct trajectories of hindbrain development, pinpointed the isthmic organizer at the midbrain-hindbrain boundary, delineated the bi-layered structure of neuromesodermal progenitor (NMP) cells, and described the early aorta formation and primordial germ cells (PGCs) presence in the aorta-gonad-mesonephros (AGM) region. This study provides key insights into the transcriptomic and spatial intricacies shaping the human body plan.
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Affiliation(s)
- Yang Yuan
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; State Key Laboratory of Animal Biotech Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xiaoyan Wang
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xiaodi Yan
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Nannan He
- Department of Gynecology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, Henan, China
| | - Xiaojian Lu
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Jingyu Yang
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Xinwei Xie
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Huiyao Yuan
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Naixin Chen
- State Key Laboratory of Animal Biotech Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China
| | - Yinbo Liu
- State Key Laboratory of Animal Biotech Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China
| | - Hongan Ren
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Runzhao Zhang
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Lina Cui
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Pengcheng Ren
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Sirui Lin
- State Key Laboratory of Animal Biotech Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China
| | - Shuhan Cheng
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xiaolong Yang
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Yifei Guo
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Rong Li
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; State Key Laboratory of Animal Biotech Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Tianyi Yan
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China
| | - Jingtao Guo
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
| | - Zhenyu Xiao
- School of Life Science, Beijing Institute of Technology, Beijing 100081, China.
| | - Yulei Wei
- State Key Laboratory of Animal Biotech Breeding, College of Biological Sciences, China Agricultural University, Beijing 100193, China.
| | - Leqian Yu
- State Key Laboratory of Organ Regeneration and Reconstruction, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Beijing Institute for Stem Cell and Regenerative Medicine, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
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2
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Hayakawa Y, Ozaki H. A practical guide for single-cell transcriptome data analysis in neuroscience. Neurosci Res 2025; 214:9-15. [PMID: 40164433 DOI: 10.1016/j.neures.2025.03.006] [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: 01/23/2025] [Revised: 03/03/2025] [Accepted: 03/19/2025] [Indexed: 04/02/2025]
Abstract
Single-cell RNA sequencing (scRNA-seq) has revolutionized our ability to analyze gene expression at the single-cell level, providing unprecedented insights into cellular heterogeneity, rare cell populations, and dynamic cellular processes. In neuroscience, scRNA-seq has enabled the identification of diverse brain cell types, elucidation of developmental pathways, and discovery of mechanisms underlying neurological diseases. This tutorial provides a practical guide to scRNA-seq data analysis in neuroscience, focusing on the essential workflows and theoretical foundations. Key steps covered include quality control, data preprocessing, integration, cell clustering, and differential expression analysis. Using the Seurat R package, the tutorial demonstrates a comparative analysis approach for identifying differentially expressed genes between conditions, emphasizing the biological interpretation of results. By addressing the unique challenges of scRNA-seq data and illustrating methods for robust analysis, this work aims to enhance the reliability and reproducibility of scRNA-seq studies in neuroscience, supporting the exploration of cellular mechanisms and advancing research into brain function and disease.
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Affiliation(s)
- Yoshinori Hayakawa
- Bioinformatics Laboratory, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305-8577, Japan
| | - Haruka Ozaki
- Bioinformatics Laboratory, Institute of Medicine, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305-8577, Japan; Center for Artificial Intelligence Research, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305-8577, Japan.
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3
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Nussinov R, Yavuz BR, Jang H. Tumors and their microenvironments: Learning from pediatric brain pathologies. Biochim Biophys Acta Rev Cancer 2025; 1880:189328. [PMID: 40254040 DOI: 10.1016/j.bbcan.2025.189328] [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: 12/12/2024] [Revised: 04/15/2025] [Accepted: 04/16/2025] [Indexed: 04/22/2025]
Abstract
Early clues to tumors and their microenvironments come from embryonic development. Here we review the literature and consider whether the embryonic brain and its pathologies can serve as a better model. Among embryonic organs, the brain is the most heterogenous and complex, with multiple lineages leading to wide spectrum of cell states and types. Its dysregulation promotes neurodevelopmental brain pathologies and pediatric tumors. Embryonic brain pathologies point to the crucial importance of spatial heterogeneity over time, akin to the tumor microenvironment. Tumors dedifferentiate through genetic mutations and epigenetic modulations; embryonic brains differentiate through epigenetic modulations. Our innovative review proposes learning developmental brain pathologies to target tumor evolution-and vice versa. We describe ways through which tumor pharmacology can learn from embryonic brains and their pathologies, and how learning tumor, and its microenvironment, can benefit targeting neurodevelopmental pathologies. Examples include pediatric low-grade versus high-grade brain tumors as in rhabdomyosarcomas and gliomas.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA; Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 69978, Israel; Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA.
| | - Bengi Ruken Yavuz
- Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA; Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA
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4
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Binder N, Khavaran A, Sankowski R. Primer on machine learning applications in brain immunology. FRONTIERS IN BIOINFORMATICS 2025; 5:1554010. [PMID: 40313869 PMCID: PMC12043695 DOI: 10.3389/fbinf.2025.1554010] [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: 01/07/2025] [Accepted: 03/24/2025] [Indexed: 05/03/2025] Open
Abstract
Single-cell and spatial technologies have transformed our understanding of brain immunology, providing unprecedented insights into immune cell heterogeneity and spatial organisation within the central nervous system. These methods have uncovered complex cellular interactions, rare cell populations, and the dynamic immune landscape in neurological disorders. This review highlights recent advances in single-cell "omics" data analysis and discusses their applicability for brain immunology. Traditional statistical techniques, adapted for single-cell omics, have been crucial in categorizing cell types and identifying gene signatures, overcoming challenges posed by increasingly complex datasets. We explore how machine learning, particularly deep learning methods like autoencoders and graph neural networks, is addressing these challenges by enhancing dimensionality reduction, data integration, and feature extraction. Newly developed foundation models present exciting opportunities for uncovering gene expression programs and predicting genetic perturbations. Focusing on brain development, we demonstrate how single-cell analyses have resolved immune cell heterogeneity, identified temporal maturation trajectories, and uncovered potential therapeutic links to various pathologies, including brain malignancies and neurodegeneration. The integration of single-cell and spatial omics has elucidated the intricate cellular interplay within the developing brain. This mini-review is intended for wet lab biologists at all career stages, offering a concise overview of the evolving landscape of single-cell omics in the age of widely available artificial intelligence.
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Affiliation(s)
| | | | - Roman Sankowski
- Institute of Neuropathology, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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5
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Wang W, Zhang Y, Zhai Y, Yang W, Xing Y. Alternative splicing dynamics during gastrulation in mouse embryo. Sci Rep 2025; 15:10948. [PMID: 40159515 PMCID: PMC11955514 DOI: 10.1038/s41598-025-96148-7] [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: 01/16/2025] [Accepted: 03/26/2025] [Indexed: 04/02/2025] Open
Abstract
Alternative splicing (AS) plays an essential role in development, differentiation and carcinogenesis. However, the mechanisms underlying splicing regulation during mouse embryo gastrulation remain unclear. Based on spatial-temporal transcriptome and epigenome data, we detected the dynamics of AS and revealed its regulatory mechanisms across primary germ layers during mouse gastrulation, spanning developmental stages from E6.5 to E7.5. Subsequently, the dynamic expression of splicing factors (SFs) during gastrulation was characterized, while the expression patterns and functions of germ layer-specific SFs were identified. The results indicate that AS and differential alternative splicing events (DASEs) exhibit dynamic changes and are significantly abundant during the late stage of gastrulation. Similarly, SFs demonstrate stage-specific expression, with elevated levels observed during the middle and late stages of gastrulation. Epigenetic signals associated with SFs and AS sites demonstrate significant enrichment and undergo dynamic changes throughout gastrulation. Overall, this study offers a systematic analysis of AS during mouse gastrulation, identifies primary germ layer-specific AS events, and characterizes the expression patterns of SFs and the associated epigenetic signals. These findings enhance the understanding of the mechanisms underlying the formation of the three germ layers during mammalian gastrulation, with a focus on pre-mRNA AS.
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Affiliation(s)
- Wei Wang
- Inner Mongolia Key Laboratory of Life Health and Bioinformatics, School of Life Science and Technology, Inner Mongolia University of Science and Technology, Baotou, China
| | - Yu Zhang
- Inner Mongolia Key Laboratory of Life Health and Bioinformatics, School of Life Science and Technology, Inner Mongolia University of Science and Technology, Baotou, China
| | - Yuanyuan Zhai
- Inner Mongolia Key Laboratory of Life Health and Bioinformatics, School of Life Science and Technology, Inner Mongolia University of Science and Technology, Baotou, China
| | - Wuritu Yang
- Computer Department, Hohhot Vocational College, Hohhot, China.
| | - Yongqiang Xing
- Inner Mongolia Key Laboratory of Life Health and Bioinformatics, School of Life Science and Technology, Inner Mongolia University of Science and Technology, Baotou, China.
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6
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Snabel RR, Cofiño-Fabrés C, Baltissen M, Schwach V, Passier R, Veenstra GJC. Cardiac differentiation roadmap for analysis of plasticity and balanced lineage commitment. Stem Cell Reports 2025; 20:102422. [PMID: 40020683 PMCID: PMC11960529 DOI: 10.1016/j.stemcr.2025.102422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Revised: 01/27/2025] [Accepted: 01/28/2025] [Indexed: 03/03/2025] Open
Abstract
Stem cell-based models of human heart tissue and cardiac differentiation employ monolayer and 3D organoid cultures with different properties, cell type composition, and maturity. Here we show how cardiac monolayer, embryoid body, and engineered heart tissue trajectories compare in a single-cell roadmap of atrial and ventricular differentiation conditions. Using a multiomic approach and gene-regulatory network inference, we identified regulators of the epicardial, atrial, and ventricular cardiomyocyte lineages. We identified ZNF711 as a regulatory switch and safeguard for cardiomyocyte commitment. We show that ZNF711 ablation prevents cardiomyocyte differentiation in the absence of retinoic acid, causing progenitors to be diverted more prominently to epicardial and other lineages. Retinoic acid rescues this shift in lineage commitment and promotes atrial cardiomyocyte differentiation by regulation of shared and complementary target genes, showing interplay between ZNF711 and retinoic acid in cardiac lineage commitment.
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Affiliation(s)
- Rebecca R Snabel
- Department of Molecular Developmental Biology, Radboud Institute for Molecular Life Sciences, Faculty of Science, Radboud University, Nijmegen, the Netherlands
| | - Carla Cofiño-Fabrés
- Department of Bioengineering Technologies, Applied Stem Cell Technologies Group, TechMed Centre, University of Twente, Enschede, the Netherlands
| | - Marijke Baltissen
- Department of Molecular Biology, Radboud Institute for Molecular Life Sciences, Faculty of Science, Oncode Institute, Radboud University, Nijmegen, the Netherlands
| | - Verena Schwach
- Department of Bioengineering Technologies, Applied Stem Cell Technologies Group, TechMed Centre, University of Twente, Enschede, the Netherlands
| | - Robert Passier
- Department of Bioengineering Technologies, Applied Stem Cell Technologies Group, TechMed Centre, University of Twente, Enschede, the Netherlands.
| | - Gert Jan C Veenstra
- Department of Molecular Developmental Biology, Radboud Institute for Molecular Life Sciences, Faculty of Science, Radboud University, Nijmegen, the Netherlands.
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7
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Xie H, An C, Bai B, Luo J, Sun N, Ci B, Jin L, Mo P, Lu Y, Zhong K, Yu Y, Tan T, Li R, Fan Y. Modeling early gastrulation in human blastoids with DNA methylation patterns of natural blastocysts. Cell Stem Cell 2025; 32:409-425.e8. [PMID: 39814012 DOI: 10.1016/j.stem.2024.12.010] [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: 12/21/2023] [Revised: 08/27/2024] [Accepted: 12/20/2024] [Indexed: 01/18/2025]
Abstract
Blastoids are a promising model for studying early human embryogenesis, but current models have limitations in post-implantation development and lack comprehensive epigenetic assessments, especially regarding genomic imprinting. These issues can lead to failures in accurately modeling early embryonic development. In this study, we developed a high-fidelity blastoid model using 4 chemicals + leukemia inhibitory factor (LIF) (4CL) naive human pluripotent stem cells (hPSCs) (4CL blastoids). 4CL blastoids closely resemble human blastocysts in morphology and transcriptional profiles, exhibiting similar DNA methylation and gene imprinting patterns. By extending the 3D culture to 14 days, these blastoids mimic early gastrulation, demonstrating the specification and migration of cells. They also show the transcriptional signature of hemogenic angioblast (HAB) cells at Carnegie stage 6 (CS6). This model bridges pre- and post-implantation stages, offering valuable insights into early tissue formation and human development.
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Affiliation(s)
- Han Xie
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Chenrui An
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Bing Bai
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, Yunnan, China
| | - Jiajia Luo
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Nianqin Sun
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, Yunnan, China
| | - Baiquan Ci
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, Yunnan, China
| | - Long Jin
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Peiting Mo
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Yawen Lu
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Ke Zhong
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China
| | - Yang Yu
- Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology and Key Laboratory of Assisted Reproduction, Ministry of Education, Center of Reproductive Medicine, Department of Obstetrics and Gynecology, Peking University Third Hospital, Beijing 100191, China; Clinical Stem Cell Research Center, Peking University Third Hospital, Beijing 100191, China.
| | - Tao Tan
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, Yunnan, China.
| | - Rong Li
- Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology and Key Laboratory of Assisted Reproduction, Ministry of Education, Center of Reproductive Medicine, Department of Obstetrics and Gynecology, Peking University Third Hospital, Beijing 100191, China.
| | - Yong Fan
- Department of Obstetrics and Gynecology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou 510150, China.
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8
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Robinson KR, Curtis SW, Paschall JE, Beaty TH, Butali A, Buxó CJ, Cutler DJ, Epstein MP, Hecht JT, Uribe LM, Shaw GM, Murray JC, Brand H, Weinberg SM, Marazita ML, Doheny KF, Leslie-Clarkson EJ. Distinguishing syndromic and nonsyndromic cleft palate through analysis of protein-altering de novo variants in 816 trios. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.03.03.25323233. [PMID: 40093200 PMCID: PMC11908282 DOI: 10.1101/2025.03.03.25323233] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 03/19/2025]
Abstract
De novo variants (DNs) are sporadically occurring variants that most commonly arise in the germline and are present in offspring but absent in both parents. As they are not under selective pressure, they may be enriched for disease-causing alleles and have been implicated in multiple rare genetic disorders. Cleft palate (CP) is a common craniofacial congenital anomaly occurring in ~1 in 1700 live births. Genome-wide association studies for CP have found fewer than a dozen loci, while exome and targeted sequencing studies in family-based and case-control cohorts often lack statistical power to conclusively identify causal genes. Based on previous work by our group and others, deciphering the genetic architecture of CP and gene discovery efforts are complicated by the heterogeneous nature of the disorder. We aggregated sequence data for 816 case-parent trios with CP, representing all subtypes of CP and roughly evenly split between isolated and syndromic presentations. We hypothesized there would be a burden of DNs in CP probands and tested this hypothesis in the full cohort and various phenotypic subgroupings. We identified global enrichment of protein-altering DNs (1.36, p=2.39×10-22), and exome-wide significant (p<1.3×10-6) gene-specific enrichment for SATB2, MEIS2, COL2A1, ZC4H2, EFTUD2, KAT6B, and ANKRD11. We found a statistically significant higher enrichment of loss-of-function and missense DNs in syndromic (1.49, p=2.84×10-19) versus nonsyndromic probands (1.25, p=4.01×10-7) but no differences between CP subtypes. We also evaluated biological differences, identifying distinct enrichments across two single cell RNA sequencing datasets: mouse palate at the time of palate fusion and human embryos at post-conceptional weeks 3-5. Altogether, we show DNs are a contributor to CP risk, and that combined analysis can enhance our ability to find genetic associations that would otherwise be undetected.
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Affiliation(s)
- Kelsey R Robinson
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA
| | - Sarah W Curtis
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA
| | - Justin E Paschall
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Terri H Beaty
- Department of Epidemiology, Johns Hopkins University, Baltimore, MD
| | - Azeez Butali
- Department of Oral Biology, Radiology, and Medicine, University of Iowa, Iowa City, IA
| | - Carmen J Buxó
- School of Dental Medicine, University of Puerto Rico, San Juan, Puerto Rico
| | - David J Cutler
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA
| | - Michael P Epstein
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA
| | - Jacqueline T Hecht
- Department of Pediatrics, McGovern Medical School University of Texas Health at Houston, Houston, TX
| | - Lina Moreno Uribe
- Department of Orthodontics & The Iowa Institute for Oral Health Research, University of Iowa, Iowa City, IA
| | - Gary M Shaw
- Department of Pediatrics, Stanford University, Stanford, CA
| | | | - Harrison Brand
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA
| | - Seth M Weinberg
- Center for Craniofacial and Dental Genetics, Department of Oral and Craniofacial Sciences, School of Dental Medicine; Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA
| | - Mary L Marazita
- Center for Craniofacial and Dental Genetics, Department of Oral and Craniofacial Sciences, School of Dental Medicine; Department of Human Genetics, School of Public Health, University of Pittsburgh, Pittsburgh, PA
| | - Kimberly F Doheny
- Department of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD
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9
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Yang Z. The Principle of Cortical Development and Evolution. Neurosci Bull 2025; 41:461-485. [PMID: 39023844 PMCID: PMC11876516 DOI: 10.1007/s12264-024-01259-2] [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: 05/29/2024] [Accepted: 06/21/2024] [Indexed: 07/20/2024] Open
Abstract
Human's robust cognitive abilities, including creativity and language, are made possible, at least in large part, by evolutionary changes made to the cerebral cortex. This paper reviews the biology and evolution of mammalian cortical radial glial cells (primary neural stem cells) and introduces the concept that a genetically step wise process, based on a core molecular pathway already in use, is the evolutionary process that has molded cortical neurogenesis. The core mechanism, which has been identified in our recent studies, is the extracellular signal-regulated kinase (ERK)-bone morphogenic protein 7 (BMP7)-GLI3 repressor form (GLI3R)-sonic hedgehog (SHH) positive feedback loop. Additionally, I propose that the molecular basis for cortical evolutionary dwarfism, exemplified by the lissencephalic mouse which originated from a larger gyrencephalic ancestor, is an increase in SHH signaling in radial glia, that antagonizes ERK-BMP7 signaling. Finally, I propose that: (1) SHH signaling is not a key regulator of primate cortical expansion and folding; (2) human cortical radial glial cells do not generate neocortical interneurons; (3) human-specific genes may not be essential for most cortical expansion. I hope this review assists colleagues in the field, guiding research to address gaps in our understanding of cortical development and evolution.
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Affiliation(s)
- Zhengang Yang
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Department of Neurology, Institutes of Brain Science, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
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10
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Uthamacumaran A. Cell Fate Dynamics Reconstruction Identifies TPT1 and PTPRZ1 Feedback Loops as Master Regulators of Differentiation in Pediatric Glioblastoma-Immune Cell Networks. Interdiscip Sci 2025; 17:59-85. [PMID: 39420135 DOI: 10.1007/s12539-024-00657-4] [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: 10/11/2023] [Revised: 09/09/2024] [Accepted: 09/10/2024] [Indexed: 10/19/2024]
Abstract
Pediatric glioblastoma is a complex dynamical disease that is difficult to treat due to its multiple adaptive behaviors driven largely by phenotypic plasticity. Integrated data science and network theory pipelines offer novel approaches to studying glioblastoma cell fate dynamics, particularly phenotypic transitions over time. Here we used various single-cell trajectory inference algorithms to infer signaling dynamics regulating pediatric glioblastoma-immune cell networks. We identified GATA2, PTPRZ1, TPT1, MTRNR2L1/2, OLIG1/2, SOX11, FXYD6, SEZ6L, PDGFRA, EGFR, S100B, WNT, TNF α , and NF-kB as critical transition genes or signals regulating glioblastoma-immune network dynamics, revealing potential clinically relevant targets. Further, we reconstructed glioblastoma cell fate attractors and found complex bifurcation dynamics within glioblastoma phenotypic transitions, suggesting that a causal pattern may be driving glioblastoma evolution and cell fate decision-making. Together, our findings have implications for developing targeted therapies against glioblastoma, and the continued integration of quantitative approaches and artificial intelligence (AI) to understand pediatric glioblastoma tumor-immune interactions.
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Affiliation(s)
- Abicumaran Uthamacumaran
- Department of Physics (Alumni), Concordia University, Montréal, H4B 1R6, Canada.
- Department of Psychology (Alumni), Concordia University, Montréal, H4B 1R6, Canada.
- Oxford Immune Algorithmics, Reading, RG1 8EQ, UK.
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11
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Zhou S, Li B, Wu D, Chen Y, Zeng W, Huang J, Tan L, Mao G, Liu F. Mechanisms of fibrinogen trans-activation of the EGFR/Ca2+ signaling axis to regulate mitochondrial transport and energy transfer and inhibit axonal regeneration following cerebral ischemia. J Neuropathol Exp Neurol 2025; 84:210-222. [PMID: 39495964 DOI: 10.1093/jnen/nlae114] [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] [Indexed: 11/06/2024] Open
Abstract
Ischemic stroke results in inhibition of axonal regeneration but the roles of fibrinogen (Fg) in neuronal signaling and energy crises in experimental stroke are under-investigated. We explored the mechanism of Fg modulation of axonal regeneration and neuronal energy crisis after cerebral ischemia using a permanent middle cerebral artery occlusion (MCAO) rat model and primary cortical neurons under low glucose-low oxygen. Behavioral tests assessed neurological deficits; immunofluorescence, immunohistochemistry, and Western-blot analyzed Fg and protein levels. Fluo-3/AM fluorescence measured free Ca2+ and ATP levels were gauged via specific assays and F560nm/F510nm ratio calculations. Mito-Tracker Green labeled mitochondria and immunoprecipitation studied protein interactions. Our comprehensive study revealed that Fg inhibited axonal regeneration post-MCAO as indicated by reduced GAP43 expression along with elevated free Ca2+, both suggesting an energy crisis. Fg impeded mitochondrial function and mediated impairment through the EGFR/Ca2+ axis by trans-activating EGFR via integrin αvβ3 interaction. These results indicate that the binding of Fg with integrin αvβ3 leads to the trans-activation of the EGFR/Ca2+ signaling axis thereby disrupting mitochondrial energy transport and axonal regeneration and exacerbating the detrimental effects of ischemic neuronal injury.
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Affiliation(s)
- Shengqiang Zhou
- National TCM Master Liu Zuyi Inheritance Studio, Hunan Provincial Hospital of Integrated Traditional Chinese and Western Medicine (The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine), Changsha City, Hunan Province, China
| | - Bo Li
- Department of Pediatrics, The First Affiliated Hospital of Hunan University of Chinese Medicine, Changsha City, Hunan Province, China
| | - Dahua Wu
- Department of Neurology, Hunan Provincial Hospital of Integrated Traditional Chinese and Western Medicine (The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine), Changsha City, Hunan Province, China
| | - Yanjun Chen
- Graduate School, Hunan University of Chinese Medicine, Changsha City, Hunan Province, China
| | - Wen Zeng
- Graduate School, Hunan University of Chinese Medicine, Changsha City, Hunan Province, China
| | - Jia Huang
- Graduate School, Hunan University of Chinese Medicine, Changsha City, Hunan Province, China
| | - Lingjuan Tan
- Graduate School, Hunan University of Chinese Medicine, Changsha City, Hunan Province, China
| | - Guo Mao
- Key Project Office, Hunan Provincial Hospital of Integrated Traditional Chinese and Western Medicine (The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine), Changsha City, Hunan Province, China
| | - Fang Liu
- National TCM Master Liu Zuyi Inheritance Studio, Hunan Provincial Hospital of Integrated Traditional Chinese and Western Medicine (The Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine), Changsha City, Hunan Province, China
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12
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Khouri-Farah N, Winchester EW, Schilder BM, Robinson K, Curtis SW, Skene NG, Leslie-Clarkson EJ, Cotney J. Gene expression patterns of the developing human face at single cell resolution reveal cell type contributions to normal facial variation and disease risk. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.18.633396. [PMID: 39868299 PMCID: PMC11761091 DOI: 10.1101/2025.01.18.633396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Abstract
Craniofacial development gives rise to the complex structures of the face and involves the interplay of diverse cell types. Despite its importance, our understanding of human-specific craniofacial developmental mechanisms and their genetic underpinnings remains limited. Here, we present a comprehensive single-nucleus RNA sequencing (snRNA-seq) atlas of human craniofacial development from craniofacial tissues of 24 embryos that span six key time points during the embryonic period (4-8 post-conception weeks). This resource resolves the transcriptional dynamics of seven major cell types and uncovers distinct major cell types, including muscle progenitors and cranial neural crest cells (CNCCs), as well as dozens of subtypes of ectoderm and mesenchyme. Comparative analyses reveal substantial conservation of major cell types, alongside human biased differences in gene expression programs. CNCCs, which play a crucial role in craniofacial morphogenesis, exhibit the lowest marker gene conservation, underscoring their evolutionary plasticity. Spatial transcriptomics further localizes cell populations, providing a detailed view of their developmental roles and anatomical context. We also link these developmental processes to genetic variation, identifying cell type-specific enrichments for common variants associated with facial morphology and rare variants linked to orofacial clefts. Intriguingly, Neanderthal-introgressed sequences are enriched near genes with biased expression in cartilage and specialized ectodermal subtypes, suggesting their contribution to modern human craniofacial features. This atlas offers unprecedented insights into the cellular and genetic mechanisms shaping the human face, highlighting conserved and distinctly human aspects of craniofacial biology. Our findings illuminate the developmental origins of craniofacial disorders, the genetic basis of facial variation, and the evolutionary legacy of ancient hominins. This work provides a foundational resource for exploring craniofacial biology, with implications for developmental genetics, evolutionary biology, and clinical research into congenital anomalies.
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Affiliation(s)
| | | | - Brian M Schilder
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, W12 0BZ, UK
- UK Dementia Research Institute at Imperial College London, London, W12 0BZ, UK
| | - Kelsey Robinson
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Sarah W Curtis
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Nathan G Skene
- Department of Brain Sciences, Faculty of Medicine, Imperial College London, London, W12 0BZ, UK
- UK Dementia Research Institute at Imperial College London, London, W12 0BZ, UK
| | | | - Justin Cotney
- Department of Surgery, Children's Hospital of Philadelphia, Philadelphia, PA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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13
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Gomez-Salinero JM, Redmond D, Rafii S. Microenvironmental determinants of endothelial cell heterogeneity. Nat Rev Mol Cell Biol 2025:10.1038/s41580-024-00825-w. [PMID: 39875728 DOI: 10.1038/s41580-024-00825-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/18/2024] [Indexed: 01/30/2025]
Abstract
During development, endothelial cells (ECs) undergo an extraordinary specialization by which generic capillary microcirculatory networks spanning from arteries to veins transform into patterned organotypic zonated blood vessels. These capillary ECs become specialized to support the cellular and metabolic demands of each specific organ, including supplying tissue-specific angiocrine factors that orchestrate organ development, maintenance of organ-specific functions and regeneration of injured adult organs. Here, we illustrate the mechanisms by which microenvironmental signals emanating from non-vascular niche cells induce generic ECs to acquire specific inter-organ and intra-organ functional attributes. We describe how perivascular, parenchymal and immune cells dictate vascular heterogeneity and capillary zonation, and how this system is maintained through tissue-specific signalling activated by vasculogenic and angiogenic factors and deposition of matrix components. We also discuss how perturbation of organotypic vascular niche cues lead to erasure of EC signatures, contributing to the pathogenesis of disease processes. We also describe approaches that use reconstitution of tissue-specific signatures of ECs to promote regeneration of damaged organs.
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Affiliation(s)
- Jesus M Gomez-Salinero
- Division of Regenerative Medicine, Hartman Institute for Therapeutic Organ Regeneration and Ansary Stem Cell Institute, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - David Redmond
- Division of Regenerative Medicine, Hartman Institute for Therapeutic Organ Regeneration and Ansary Stem Cell Institute, Department of Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Shahin Rafii
- Division of Regenerative Medicine, Hartman Institute for Therapeutic Organ Regeneration and Ansary Stem Cell Institute, Department of Medicine, Weill Cornell Medicine, New York, NY, USA.
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14
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O’Connor SA, Garcia L, Hoover R, Patel AP, Bartelle BB, Hugnot JP, Paddison PJ, Plaisier CL. Classifying cell cycle states and a quiescent-like G0 state using single-cell transcriptomics. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.04.16.589816. [PMID: 38659838 PMCID: PMC11042294 DOI: 10.1101/2024.04.16.589816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
Single-cell transcriptomics has unveiled a vast landscape of cellular heterogeneity in which the cell cycle is a significant component. We trained a high-resolution cell cycle classifier (ccAFv2) using single cell RNA-seq (scRNA-seq) characterized human neural stem cells. The ccAFv2 classifies six cell cycle states (G1, Late G1, S, S/G2, G2/M, and M/Early G1) and a quiescent-like G0 state (Neural G0), and it incorporates a tunable parameter to filter out less certain classifications. The ccAFv2 classifier performed better than or equivalent to other state-of-the-art methods even while classifying more cell cycle states, including G0. We demonstrate that the ccAFv2 classifier effectively generalizes the S, S/G2, G2/M, and M/Early G1 states across cell types derived from all three germ layers. While the G0, G1, and Late G1 states perform well in neuroepithelial cell types, their accuracy is lower in other cell types. However, misclassifications are confined to the G0, G1, and Late G1 states. We showcased the versatility of ccAFv2 by successfully applying it to classify cells, nuclei, and spatial transcriptomics data in humans and mice, using various normalization methods and gene identifiers. We provide methods to regress the cell cycle expression patterns out of single cell or nuclei data to uncover underlying biological signals. The classifier can be used either as an R package integrated with Seurat or a PyPI package integrated with SCANPY. We proved that ccAFv2 has enhanced accuracy, flexibility, and adaptability across various experimental conditions, establishing ccAFv2 as a powerful tool for dissecting complex biological systems, unraveling cellular heterogeneity, and deciphering the molecular mechanisms by which proliferation and quiescence affect cellular processes.
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Affiliation(s)
- Samantha A. O’Connor
- School of Biological and Health Systems Engineering, Arizona State University, Tempe AZ, USA
| | - Leonor Garcia
- Institut de Génomique Fonctionnelle, Université de Montpellier, CNRS, INSERM, 141 rue de la Cardonille, 34091, Montpellier, France
| | - Rori Hoover
- School of Biological and Health Systems Engineering, Arizona State University, Tempe AZ, USA
| | - Anoop P. Patel
- Brotman-Baty Institute for Precision Medicine, University of Washington, Seattle, WA, USA
- Department of Neurosurgery, Preston Robert Tisch Brain Tumor Center, Duke University, Durham, NC, USA
| | - Benjamin B. Bartelle
- School of Biological and Health Systems Engineering, Arizona State University, Tempe AZ, USA
| | - Jean-Philippe Hugnot
- Institut de Génomique Fonctionnelle, Université de Montpellier, CNRS, INSERM, 141 rue de la Cardonille, 34091, Montpellier, France
| | - Patrick J. Paddison
- Human Biology Division, Fred Hutchinson Cancer Research Center, Seattle WA, USA
| | - Christopher L. Plaisier
- School of Biological and Health Systems Engineering, Arizona State University, Tempe AZ, USA
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15
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Sun ED, Nagvekar R, Pogson AN, Brunet A. Brain aging and rejuvenation at single-cell resolution. Neuron 2025; 113:82-108. [PMID: 39788089 PMCID: PMC11842159 DOI: 10.1016/j.neuron.2024.12.007] [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: 08/26/2024] [Revised: 11/16/2024] [Accepted: 12/06/2024] [Indexed: 01/12/2025]
Abstract
Brain aging leads to a decline in cognitive function and a concomitant increase in the susceptibility to neurodegenerative diseases such as Alzheimer's and Parkinson's diseases. A key question is how changes within individual cells of the brain give rise to age-related dysfunction. Developments in single-cell "omics" technologies, such as single-cell transcriptomics, have facilitated high-dimensional profiling of individual cells. These technologies have led to new and comprehensive characterizations of brain aging at single-cell resolution. Here, we review insights gleaned from single-cell omics studies of brain aging, starting with a cell-type-centric overview of age-associated changes and followed by a discussion of cell-cell interactions during aging. We highlight how single-cell omics studies provide an unbiased view of different rejuvenation interventions and comment on the promise of combinatorial rejuvenation approaches for the brain. Finally, we propose new directions, including models of brain aging and neural stem cells as a focal point for rejuvenation.
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Affiliation(s)
- Eric D Sun
- Department of Genetics, Stanford University, Stanford, CA, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA; Biomedical Informatics Graduate Program, Stanford University, Stanford, CA, USA
| | - Rahul Nagvekar
- Department of Genetics, Stanford University, Stanford, CA, USA; Genetics Graduate Program, Stanford University, Stanford, CA, USA
| | - Angela N Pogson
- Department of Genetics, Stanford University, Stanford, CA, USA; Developmental Biology Graduate Program, Stanford University, Stanford, CA, USA
| | - Anne Brunet
- Department of Genetics, Stanford University, Stanford, CA, USA; Glenn Center for the Biology of Aging, Stanford University, Stanford, CA, USA; Wu Tsai Neurosciences Institute, Stanford University, Stanford, CA, USA.
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16
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Sarkar H, Lee E, Lopez-Darwin SL, Kang Y. Deciphering normal and cancer stem cell niches by spatial transcriptomics: opportunities and challenges. Genes Dev 2025; 39:64-85. [PMID: 39496456 PMCID: PMC11789490 DOI: 10.1101/gad.351956.124] [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] [Indexed: 11/06/2024]
Abstract
Cancer stem cells (CSCs) often exhibit stem-like attributes that depend on an intricate stemness-promoting cellular ecosystem within their niche. The interplay between CSCs and their niche has been implicated in tumor heterogeneity and therapeutic resistance. Normal stem cells (NSCs) and CSCs share stemness features and common microenvironmental components, displaying significant phenotypic and functional plasticity. Investigating these properties across diverse organs during normal development and tumorigenesis is of paramount research interest and translational potential. Advancements in next-generation sequencing (NGS), single-cell transcriptomics, and spatial transcriptomics have ushered in a new era in cancer research, providing high-resolution and comprehensive molecular maps of diseased tissues. Various spatial technologies, with their unique ability to measure the location and molecular profile of a cell within tissue, have enabled studies on intratumoral architecture and cellular cross-talk within the specific niches. Moreover, delineation of spatial patterns for niche-specific properties such as hypoxia, glucose deprivation, and other microenvironmental remodeling are revealed through multilevel spatial sequencing. This tremendous progress in technology has also been paired with the advent of computational tools to mitigate technology-specific bottlenecks. Here we discuss how different spatial technologies are used to identify NSCs and CSCs, as well as their associated niches. Additionally, by exploring related public data sets, we review the current challenges in characterizing such niches, which are often hindered by technological limitations, and the computational solutions used to address them.
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Affiliation(s)
- Hirak Sarkar
- Department of Molecular Biology, Princeton University, Princeton, New Jersey 08544, USA
- Ludwig Institute for Cancer Research Princeton Branch, Princeton, New Jersey 08544, USA
- Department of Computer Science, Princeton, New Jersey 08544, USA
| | - Eunmi Lee
- Department of Molecular Biology, Princeton University, Princeton, New Jersey 08544, USA
| | - Sereno L Lopez-Darwin
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey 08544, USA
| | - Yibin Kang
- Department of Molecular Biology, Princeton University, Princeton, New Jersey 08544, USA;
- Ludwig Institute for Cancer Research Princeton Branch, Princeton, New Jersey 08544, USA
- Cancer Metabolism and Growth Program, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey 08903, USA
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17
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Zhuo L, Wang M, Song T, Zhong S, Zeng B, Liu Z, Zhou X, Wang W, Wu Q, He S, Wang X. MAPbrain: a multi-omics atlas of the primate brain. Nucleic Acids Res 2025; 53:D1055-D1065. [PMID: 39420633 PMCID: PMC11701655 DOI: 10.1093/nar/gkae911] [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: 08/15/2024] [Revised: 09/26/2024] [Accepted: 10/07/2024] [Indexed: 10/19/2024] Open
Abstract
The brain is the central hub of the entire nervous system. Its development is a lifelong process guided by a genetic blueprint. Understanding how genes influence brain development is critical for deciphering the formation of human cognitive functions and the underlying mechanisms of neurological disorders. Recent advances in multi-omics techniques have now made it possible to explore these aspects comprehensively. However, integrating and analyzing extensive multi-omics data presents significant challenges. Here, we introduced MAPbrain (http://bigdata.ibp.ac.cn/mapBRAIN/), a multi-omics atlas of the primate brain. This repository integrates and normalizes both our own lab's published data and publicly available multi-omics data, encompassing 21 million brain cells from 38 key brain regions and 436 sub-regions across embryonic and adult stages, with 164 time points in humans and non-human primates. MAPbrain offers a unique, robust, and interactive platform that includes transcriptomics, epigenomics, and spatial transcriptomics data, facilitating a comprehensive exploration of brain development. The platform enables the exploration of cell type- and time point-specific markers, gene expression comparison between brain regions and species, joint analyses across transcriptome and epigenome, and navigation of cell types across species, brain regions, and development stages. Additionally, MAPbrain provides an online integration module for users to navigate and analyze their own data within the platform.
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Affiliation(s)
- Liangchen Zhuo
- Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Mengdi Wang
- Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Tingrui Song
- Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Suijuan Zhong
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, New Cornerstone Science Laboratory, Beijing Normal University, Beijing 100875, China
| | - Bo Zeng
- Changping Laboratory, Beijing 102206, China
| | - Zeyuan Liu
- Changping Laboratory, Beijing 102206, China
| | - Xin Zhou
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, New Cornerstone Science Laboratory, Beijing Normal University, Beijing 100875, China
| | - Wei Wang
- Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Qian Wu
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, New Cornerstone Science Laboratory, Beijing Normal University, Beijing 100875, China
| | - Shunmin He
- Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Xiaoqun Wang
- Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, New Cornerstone Science Laboratory, Beijing Normal University, Beijing 100875, China
- Changping Laboratory, Beijing 102206, China
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18
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Matusova Z, Dykstra W, de Pablo Y, Zetterdahl OG, Canals I, van Gelder CAGH, Vos HR, Pérez-Sala D, Kubista M, Abaffy P, Ahlenius H, Valihrach L, Hol EM, Pekny M. Aberrant neurodevelopment in human iPS cell-derived models of Alexander disease. Glia 2025; 73:57-79. [PMID: 39308436 DOI: 10.1002/glia.24618] [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: 04/30/2024] [Revised: 08/28/2024] [Accepted: 08/30/2024] [Indexed: 12/21/2024]
Abstract
Alexander disease (AxD) is a rare and severe neurodegenerative disorder caused by mutations in glial fibrillary acidic protein (GFAP). While the exact disease mechanism remains unknown, previous studies suggest that mutant GFAP influences many cellular processes, including cytoskeleton stability, mechanosensing, metabolism, and proteasome function. While most studies have primarily focused on GFAP-expressing astrocytes, GFAP is also expressed by radial glia and neural progenitor cells, prompting questions about the impact of GFAP mutations on central nervous system (CNS) development. In this study, we observed impaired differentiation of astrocytes and neurons in co-cultures of astrocytes and neurons, as well as in neural organoids, both generated from AxD patient-derived induced pluripotent stem (iPS) cells with a GFAPR239C mutation. Leveraging single-cell RNA sequencing (scRNA-seq), we identified distinct cell populations and transcriptomic differences between the mutant GFAP cultures and a corrected isogenic control. These findings were supported by results obtained with immunocytochemistry and proteomics. In co-cultures, the GFAPR239C mutation resulted in an increased abundance of immature cells, while in unguided neural organoids and cortical organoids, we observed altered lineage commitment and reduced abundance of astrocytes. Gene expression analysis revealed increased stress susceptibility, cytoskeletal abnormalities, and altered extracellular matrix and cell-cell communication patterns in the AxD cultures, which also exhibited higher cell death after stress. Overall, our results point to altered cell differentiation in AxD patient-derived iPS-cell models, opening new avenues for AxD research.
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Affiliation(s)
- Zuzana Matusova
- Laboratory of Gene Expression, Institute of Biotechnology of the Czech Academy of Sciences, Vestec, Czechia
- Faculty of Science, Charles University, Prague, Czechia
| | - Werner Dykstra
- Department of Translational Neuroscience, University Medical Centre Utrecht Brain Centre, Utrecht University, Utrecht, The Netherlands
| | - Yolanda de Pablo
- Laboratory of Astrocyte Biology and CNS Regeneration, Center for Brain Repair, Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
| | - Oskar G Zetterdahl
- Stem Cells, Aging and Neurodegeneration Lab, Department of Experimental Medical Science, Faculty of Medicine, Lund Stem Cell Center, Lund University, Lund, Sweden
- Glial and Neuronal Biology Lab, Department of Experimental Medical Science, Faculty of Medicine, Lund Stem Cell Center, Lund University, Lund, Sweden
| | - Isaac Canals
- Glial and Neuronal Biology Lab, Department of Experimental Medical Science, Faculty of Medicine, Lund Stem Cell Center, Lund University, Lund, Sweden
- Division of Metabolism, University Children's Hospital Zurich, University of Zurich, Zurich, Switzerland
- ITINERARE-Innovative therapies in rare diseases, University Research Priority Program, University of Zurich, Zurich, Switzerland
| | - Charlotte A G H van Gelder
- Oncode Institute and Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Harmjan R Vos
- Oncode Institute and Molecular Cancer Research, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | | | - Mikael Kubista
- Laboratory of Gene Expression, Institute of Biotechnology of the Czech Academy of Sciences, Vestec, Czechia
- Institute of Biomedicine, University of Gothenburg, Gothenburg, Sweden
| | - Pavel Abaffy
- Laboratory of Gene Expression, Institute of Biotechnology of the Czech Academy of Sciences, Vestec, Czechia
| | - Henrik Ahlenius
- Stem Cells, Aging and Neurodegeneration Lab, Department of Experimental Medical Science, Faculty of Medicine, Lund Stem Cell Center, Lund University, Lund, Sweden
| | - Lukas Valihrach
- Laboratory of Gene Expression, Institute of Biotechnology of the Czech Academy of Sciences, Vestec, Czechia
- Department of Cellular Neurophysiology, Institute of Experimental Medicine of the Czech Academy of Sciences, Prague, Czechia
| | - Elly M Hol
- Department of Translational Neuroscience, University Medical Centre Utrecht Brain Centre, Utrecht University, Utrecht, The Netherlands
| | - Milos Pekny
- Laboratory of Astrocyte Biology and CNS Regeneration, Center for Brain Repair, Department of Clinical Neuroscience, Institute of Neuroscience and Physiology, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
- Florey Institute of Neuroscience and Mental Health, Parkville, Victoria, Australia
- University of Newcastle, Newcastle, New South Wales, Australia
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19
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Wang S, Curry RN, McDonald MF, Koh HY, Erickson AW, Kleinman CL, Taylor MD, Rao G, Deneen B, Harmanci AO, Serin Harmanci A. Inferred developmental origins of brain tumors from single-cell RNA-sequencing data. Neurooncol Adv 2025; 7:vdaf016. [PMID: 40321621 PMCID: PMC12046312 DOI: 10.1093/noajnl/vdaf016] [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] [Indexed: 05/08/2025] Open
Abstract
Background The reactivation of neurodevelopmental programs in cancer highlights parallel biological processes that occur in both normal development and brain tumors. Achieving a deeper understanding of how dysregulated developmental factors play a role in the progression of brain tumors is therefore crucial for identifying potential targets for therapeutic interventions. Single-cell RNA-sequencing (scRNA-Seq) provides an opportunity to understand how developmental programs are dysregulated and reinitiated in brain tumors at single-cell resolution. The aim of this study is to identify the developmental origins of brain tumors using scRNA-Seq data. Methods Here, we introduce COORS (Cell Of ORigin like CellS), a computational tool trained on developmental human brain single-cell datasets that annotates "developmental-like" cell states in brain tumors. COORS leverages cell type-specific multilayer perceptron models and incorporates a developmental cell type tree that reflects hierarchical relationships and models cell type probabilities. Results Applying COORS to various brain cancer datasets, including medulloblastoma (MB), glioma, and diffuse midline glioma (DMG), we identified developmental-like cells that represent putative cells of origin in these tumors. Our method provides both cell of origin classification and cell age regression, offering insights into the developmental cell types of tumor subgroups. COORS identified outer radial glia developmental cells within IDHWT glioma cells whereas oligodendrocyte precursor cells (OPCs) and neuronal-like cells in IDHMut. Interestingly, IDHMut subgroup cells that map to OPC show bimodal distributions that are both early and late weeks in development. Furthermore, COORS offers a valuable resource by providing novel markers linked to developmental states within MB, glioma, and DMG tumor subgroups. Conclusions Our work adds to our cumulative understanding of brain tumor heterogeneity and helps pave the way for tailored treatment strategies.
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Affiliation(s)
- Su Wang
- Department of Neurosurgery, Baylor College of Medicine, Houston, Texas, USA
| | - Rachel Naomi Curry
- Center for Cell and Gene Therapy, Baylor College of Medicine, Houston, Texas, USA
- Graduate School of Biomedical Sciences, Baylor College of Medicine, Houston, Texas, USA
| | - Malcolm F McDonald
- Program in Development, Disease Models, and Therapeutics, Baylor College of Medicine, Houston, Texas, USA
- Medical Scientist Training Program, Baylor College of Medicine, Houston, Texas, USA
- Center for Cell and Gene Therapy, Baylor College of Medicine, Houston, Texas, USA
| | - Hyun Yong Koh
- Department of Pediatrics and Neurology, Baylor College of Medicine, Houston, Texas, USA
| | - Anders W Erickson
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- The Arthur and Sonia Labatt Brain Tumor Research Center, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Claudia L Kleinman
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - Michael D Taylor
- Department of Pediatrics, Hematology/Oncology and Neurosurgery, Baylor College of Medicine, Houston, Texas, USA
- Texas Children’s Cancer Center, Hematology-Oncology Section, Texas Childeren’s Hospital, Houston, Texas, USA
| | - Ganesh Rao
- Center for Cancer Neuroscience, Baylor College of Medicine, Houston, Texas, USA
- Department of Neurosurgery, Baylor College of Medicine, Houston, Texas, USA
| | - Benjamin Deneen
- Center for Cancer Neuroscience, Baylor College of Medicine, Houston, Texas, USA
- Center for Cell and Gene Therapy, Baylor College of Medicine, Houston, Texas, USA
- Department of Neurosurgery, Baylor College of Medicine, Houston, Texas, USA
| | - Arif O Harmanci
- McWilliams School of Biomedical Informatics, University of Texas Health Science Center, Houston, Texas, USA
| | - Akdes Serin Harmanci
- Center for Cancer Neuroscience, Baylor College of Medicine, Houston, Texas, USA
- Department of Neurosurgery, Baylor College of Medicine, Houston, Texas, USA
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20
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Zhang S, Liu L, Li X, Zhou T, Shi Q, Li D, Ju X. Transcriptomic and proteomic sequencing unveils the role of vitamin D and metabolic flux shifts in the induction of human hepatic organoids. Stem Cell Res Ther 2024; 15:478. [PMID: 39696644 DOI: 10.1186/s13287-024-04101-8] [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: 08/01/2024] [Accepted: 12/08/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND Hepatic organoids (HOs), validated through comparative sequencing with human liver tissues, are reliable models for liver research. Comprehensive transcriptomic and proteomic sequencing of HOs throughout their induction period will enhance the platform's utility, aiding in the elucidation of liver development's molecular mechanisms. METHODS We developed hepatic organoids (HOs) from embryonic stem cells (ESCs) through a de novo induction protocol, mimicking the stages of fetal liver development: ESCs to definitive endoderm (DE), then to foregut (FG), hepatoblasts (HB), and finally to HOs stage 1 (HO1), culminating in self-organizing HOs stage 2 (HO2) via dissociation and re-inoculation. The successful establishment of HOs was validated by immunofluorescence staining and RT-qPCR for specific markers. Comprehensive transcriptomic and proteomic sequencing and analysis were conducted on FG, HB, HO1, and HO2. RESULTS Our data suggest that several transcription factors (TFs) activated during the HB stage share overlapping target genes with the vitamin D receptor (VDR). Calcitriol, a direct activator of VDR, notably facilitated the FG to HB stage transition by activating VDR and enhancing key TFs, thereby promoting hepatic progenitor cell maturation. Furthermore, our findings revealed a significant transition towards glycolytic energy metabolism at the HO2 stage, characterized by increased glycolytic flux and reduced oxidative phosphorylation. Inhibition of glycolysis using 2-deoxy-D-glucose (2-DG) led to suppressed growth and differentiation at the HO2 stage. Analysis of signaling pathways indicated upregulation of the HIF-1 pathway, which is associated with glycolysis activation, as well as the MAPK and PI3K-AKT pathways, which regulate HIF-1α protein translation. CONCLUSIONS We elucidated a pivotal role for calcitriol in facilitating the transition from FG to HB by activating VDR and augmenting the expression of critical transcription factors (TFs). Besides, our research underscores a shift in metabolic pathways toward glycolytic energy metabolism in HO2 organoids. Overall, our multiomics approach reveals the intricate molecular regulation during the development of HOs.
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Affiliation(s)
- Shule Zhang
- Department of Pediatrics, Qilu Hospital of Shandong University, 107 Wenhua Xilu, Jinan, 250012, Shandong, P.R. China
| | - Linghong Liu
- Cryomedicine Laboratory, Qilu Hospital of Shandong University, 107 Wenhua Xilu, Jinan, 250012, China
| | - Xianyu Li
- Experimental Research Center, Beijing Key Laboratory of Traditional Chinese Medicine Basic Research on Prevention and Treatment of Major Disease, China Academy of Chinese Medical Sciences, Beijing, 100700, China
| | - Tiancheng Zhou
- Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangdong-Hong Kong Joint Laboratory for Stem Cell and Regenerative Medicine, Center for Cell Lineage and Cell Therapy, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, 510530, China
| | - Qing Shi
- Cryomedicine Laboratory, Qilu Hospital of Shandong University, 107 Wenhua Xilu, Jinan, 250012, China
| | - Dong Li
- Cryomedicine Laboratory, Qilu Hospital of Shandong University, 107 Wenhua Xilu, Jinan, 250012, China.
| | - Xiuli Ju
- Department of Pediatrics, Qilu Hospital of Shandong University, 107 Wenhua Xilu, Jinan, 250012, Shandong, P.R. China.
- Cryomedicine Laboratory, Qilu Hospital of Shandong University, 107 Wenhua Xilu, Jinan, 250012, China.
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21
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Duy PQ, Jux B, Zhao S, Mekbib KY, Dennis E, Dong W, Nelson-Williams C, Mehta NH, Shohfi JP, Juusola J, Allington G, Smith H, Marlin S, Belhous K, Monteleone B, Schaefer GB, Pisarska MD, Vásquez J, Estrada-Veras JI, Keren B, Mignot C, Flore LA, Palafoll IV, Alper SL, Lifton RP, Haider S, Moreno-De-Luca A, Jin SC, Kolanus W, Kahle KT. TRIM71 mutations cause a neurodevelopmental syndrome featuring ventriculomegaly and hydrocephalus. Brain 2024; 147:4292-4305. [PMID: 38833623 PMCID: PMC11629693 DOI: 10.1093/brain/awae175] [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: 10/26/2023] [Revised: 03/31/2024] [Accepted: 04/29/2024] [Indexed: 06/06/2024] Open
Abstract
Congenital hydrocephalus, characterized by cerebral ventriculomegaly, is one of the most common reasons for paediatric brain surgery. Recent studies have implicated lin-41 (lineage variant 41)/TRIM71 (tripartite motif 71) as a candidate congenital hydrocephalus risk gene; however, TRIM71 variants have not been systematically examined in a large patient cohort or conclusively linked with an OMIM syndrome. Through cross-sectional analysis of the largest assembled cohort of patients with cerebral ventriculomegaly, including neurosurgically-treated congenital hydrocephalus (totalling 2697 parent-proband trios and 8091 total exomes), we identified 13 protein-altering de novo variants (DNVs) in TRIM71 in unrelated children exhibiting variable ventriculomegaly, congenital hydrocephalus, developmental delay, dysmorphic features and other structural brain defects, including corpus callosum dysgenesis and white matter hypoplasia. Eight unrelated patients were found to harbour arginine variants, including two recurrent missense DNVs, at homologous positions in RPXGV motifs of different NHL domains. Seven patients with rare, damaging, unphased or transmitted variants of uncertain significance were also identified. NHL-domain variants of TRIM71 exhibited impaired binding to the canonical TRIM71 target CDKN1A; other variants failed to direct the subcellular localization of TRIM71 to processing bodies. Single-cell transcriptomic analysis of human embryos revealed expression of TRIM71 in early first-trimester neural stem cells of the brain. These data show TRIM71 is essential for human brain morphogenesis and that TRIM71 mutations cause a novel neurodevelopmental syndrome that we term 'TRIM71-associated developmental disorders (TADD)', featuring variable ventriculomegaly, congenital hydrocephalus and other structural brain defects.
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Affiliation(s)
- Phan Q Duy
- Department of Neurosurgery, University of Virginia School of Medicine, Charlottesville, VA 22908, USA
- Department of Neurosurgery, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Neuroscience, University of Virginia School of Medicine, Charlottesville, VA 22908, USA
| | - Bettina Jux
- Molecular Immunology and Cell Biology, Life & Medical Sciences Institute (LiMES), University of Bonn, Bonn 53012, Germany
| | - Shujuan Zhao
- Department of Genetics, School of Medicine, Washington University, St. Louis, MO 63110, USA
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Kedous Y Mekbib
- Department of Neurosurgery, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Evan Dennis
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Weilai Dong
- Laboratory of Human Genetics and Genomics, The Rockefeller University, New York, NY 10065, USA
| | - Carol Nelson-Williams
- Department of Genetics, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Neel H Mehta
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - John P Shohfi
- Department of Neurosurgery, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | | | - Garrett Allington
- Department of Neurosurgery, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Hannah Smith
- Department of Neurosurgery, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Sandrine Marlin
- Laboratory of Embryology and Genetics of Human Malformation, Imagine Institute, Paris Descartes, Sorbonne Paris Cité University, Paris 75013, France
| | - Kahina Belhous
- Department of Radiology, Necker Children Hospital, Assistance Publique—Hôpitaux de Paris, University Paris 5, Paris 75004, France
| | - Berrin Monteleone
- Division of Clinical Genetics, NYU Langone Health, Long Island, Mineola, NY 11501, USA
| | - G Bradley Schaefer
- Section of Genetics and Metabolism, University of Arkansas for Medical Sciences, Little Rock, AR 77205, USA
| | - Margareta D Pisarska
- Department of Obstretrics and Gynecology, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Jaime Vásquez
- Division of Clinical Genetics, NYU Langone Health, Long Island, Mineola, NY 11501, USA
| | - Juvianee I Estrada-Veras
- Department of Surgery, Henry M Jackson Foundation for the Advancement of Military Medicine and Uniformed Services University of the Health Sciences, Bethesda, MD 20817, USA
- Pediatric Subspecialty Genetics Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
| | - Boris Keren
- Department of Genetics, APHP, Sorbonne Université, Pitié-Salpêtrière University Hospital, Paris 75013, France
| | - Cyril Mignot
- Department of Genetics, APHP, Sorbonne Université, Pitié-Salpêtrière University Hospital, Paris 75013, France
- Centre de Référence Déficiences Intellectuelles de Causes Rares, Pitié-Salpêtrière University Hospital, Paris 75013, France
| | - Leigh A Flore
- Division of Genetic, Genomic and Metabolic Disorders, Children's Hospital of Michigan, Detroit, MI 48201, USA
- Central Michigan University College of Medicine, Mount Pleasant, MI 48858, USA
| | - Irene V Palafoll
- Centre de référence Anomalies du développement, CHU Grenoble-Alpes, Grenoble 38700, France
| | - Seth L Alper
- Division of Nephrology and Center for Vascular Biology Research, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
- Department of Medicine, Harvard Medical School, Boston, MA 02115, USA
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
| | - Richard P Lifton
- Department of Genetics, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Shozeb Haider
- School of Pharmacy, University College London, London WC1E 6BT, UK
| | - Andres Moreno-De-Luca
- Department of Radiology, Neuroradiology Section, Kingston Health Sciences Centre, Queen’s University Faculty of Health Sciences, Kingston, ON K7L 3N6, Canada
| | - Sheng Chih Jin
- Department of Genetics, School of Medicine, Washington University, St. Louis, MO 63110, USA
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO 063110, USA
| | - Waldemar Kolanus
- Molecular Immunology and Cell Biology, Life & Medical Sciences Institute (LiMES), University of Bonn, Bonn 53012, Germany
| | - Kristopher T Kahle
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
- Broad Institute of Harvard and MIT, Cambridge, MA 02142, USA
- Division of Genetics and Genomics, Manton Center for Orphan Disease Research, Department of Pediatrics, and Howard Hughes Medical Institute, Boston Children’s Hospital, Boston, MA 02115, USA
- Harvard Center for Hydrocephalus and Neurodevelopmental Disorders, Massachusetts General Hospital, Boston, MA 02114, USA
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22
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Xu Y, Zhai J, Wu H, Wang H. In vitro culture of cynomolgus monkey embryos from blastocyst to early organogenesis. Nat Protoc 2024; 19:3677-3696. [PMID: 39060382 DOI: 10.1038/s41596-024-01025-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Accepted: 05/20/2024] [Indexed: 07/28/2024]
Abstract
Human early embryonic development is the cornerstone of a healthy baby. Abnormal early embryonic development may lead to developmental and pregnancy-related disorders. Accordingly, understanding the developmental events and mechanisms of human early embryonic development is very important. However, attempts to reveal these events and mechanisms are greatly hindered by the extreme inaccessibility of in vivo early human embryos. Fortunately, the emergence of in vitro culture (IVC) systems for mammalian embryos provides an alternative strategy. In recent years, different two-dimensional and three-dimensional IVC systems have been developed for human embryos. Ethical limitations restrict the IVC of human embryos beyond 14 days, which makes non-human primate embryos an ideal model for studying primate developmental events. Different culture systems have supported the development of monkey embryos to days postfertilization 14 and 25, respectively. The successful recapitulation of in vivo developmental events by these IVC embryos has greatly enriched our understanding of human early embryonic development, which undoubtedly helps us to develop possible strategies to predict or treat various gestation-related diseases and birth defects. In this protocol, we establish different two-dimensional and three-dimensional IVC systems for primate embryos, provide step-by-step culture procedures and notes, and summarize the advantages and limitations of different culture systems. Replicating this protocol requires a moderate level of experience in mammalian embryo IVC, and the embryo culture requires strict adherence to the procedures we have described.
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Affiliation(s)
- Yanhong Xu
- Key Laboratory of Organ Regeneration and Reconstruction, State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China
| | - Jinglei Zhai
- Key Laboratory of Organ Regeneration and Reconstruction, State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China
| | - Hao Wu
- Key Laboratory of Organ Regeneration and Reconstruction, State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, China
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China
| | - Hongmei Wang
- Key Laboratory of Organ Regeneration and Reconstruction, State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing, China.
- University of Chinese Academy of Sciences, Beijing, China.
- Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing, China.
- Beijing Institute for Stem Cell and Regenerative Medicine, Beijing, China.
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23
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Li Y, Zhu W, Qian Y, Yang H, Wu Y, Meng J, Huang X, Liu Z, Mu L. Transcriptomic profiling of day 3 human embryos of poor quality reveals molecular links to divergent developmental trajectories. Cell Rep 2024; 43:114888. [PMID: 39487990 DOI: 10.1016/j.celrep.2024.114888] [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: 11/08/2023] [Revised: 07/21/2024] [Accepted: 10/02/2024] [Indexed: 11/04/2024] Open
Abstract
Poor-quality (PQ) embryos are commonly formed in assisted reproduction and often discarded, but emerging evidence suggests that some can develop into healthy children. Here, we performed single-embryo transcriptome profiling of day 3 human embryos of both good quality (GQ) and PQ. Our analyses revealed that day 3 PQ embryos can be categorized into two distinct subgroups: genuine PQ (gPQ) and morphological PQ (mPQ) embryos. This was further supported by additional transcriptomic data of GQ and PQ embryos donated by the same individuals. gPQ embryos showed greater impairments in both RNA decay and zygotic genome activation (ZGA) compared to mPQ embryos. Blastocysts that emerged from PQ embryos, more likely from mPQ embryos, demonstrated transcriptomic similarity to normal blastocysts. We also identified genes highly upregulated in day 3 gPQ embryos. These molecular insights may improve embryo selection and offer valuable clues for enhancing embryo quality in the future.
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Affiliation(s)
- Yan Li
- Reproductive Medicine Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Wencheng Zhu
- Institute of Neuroscience, CAS Center for Excellence in Brain Science and Intelligence Technology, CAS Key Laboratory of Primate Neurobiology, State Key Laboratory of Neuroscience, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yuchen Qian
- Institute of Neuroscience, CAS Center for Excellence in Brain Science and Intelligence Technology, CAS Key Laboratory of Primate Neurobiology, State Key Laboratory of Neuroscience, Chinese Academy of Sciences, Shanghai 200031, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Haiyan Yang
- Reproductive Medicine Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Yonggen Wu
- Reproductive Medicine Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Juan Meng
- Institute of Neuroscience, CAS Center for Excellence in Brain Science and Intelligence Technology, CAS Key Laboratory of Primate Neurobiology, State Key Laboratory of Neuroscience, Chinese Academy of Sciences, Shanghai 200031, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xuefeng Huang
- Reproductive Medicine Center, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China.
| | - Zhen Liu
- Institute of Neuroscience, CAS Center for Excellence in Brain Science and Intelligence Technology, CAS Key Laboratory of Primate Neurobiology, State Key Laboratory of Neuroscience, Chinese Academy of Sciences, Shanghai 200031, China; Shanghai Center for Brain Science and Brain-Inspired Intelligence Technology, Shanghai 200031, China.
| | - Liangshan Mu
- Reproductive Medicine Center, Zhongshan Hospital, Fudan University, Shanghai 200031, China.
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24
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Yang Y, Chen BR, Ye XC, Ni LY, Zhang XY, Liu YZ, Lyu TJ, Tian Y, Fu YJ, Wang Y. The chromodomain protein CDYL confers forebrain identity to human cortical organoids by inhibiting neuronatin. Cell Rep 2024; 43:114814. [PMID: 39378153 DOI: 10.1016/j.celrep.2024.114814] [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: 12/01/2023] [Revised: 08/02/2024] [Accepted: 09/17/2024] [Indexed: 10/10/2024] Open
Abstract
Fate determination of neural stem cells (NSCs) is crucial for cortex development and is closely linked to neurodevelopmental disorders when gene expression networks are disrupted. The transcriptional corepressor chromodomain Y-like (CDYL) is widely expressed across diverse cell populations within the human embryonic cortex. However, its precise role in cortical development remains unclear. Here, we show that CDYL is critical for human cortical neurogenesis and that its deficiency leads to a substantial increase in gamma-aminobutyric acid (GABA)-ergic neurons in cortical organoids. Subsequently, neuronatin (NNAT) is identified as a significant target of CDYL, and its abnormal expression obviously influences the fate commitment of cortical NSCs. Cross-species comparisons of CDYL targets unravel a distinct developmental trajectory between human cortical organoids and the mouse cortex at an analogous stage. Collectively, our data provide insight into the evolutionary roles of CDYL in human cortex development, emphasizing its critical function in maintaining the fate of human cortical NSCs.
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Affiliation(s)
- Yaming Yang
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Bai-Rong Chen
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Xi-Chun Ye
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Liang-Yu Ni
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Xi-Yin Zhang
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Yun-Ze Liu
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Tian-Jie Lyu
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing 100050, China
| | - Yue Tian
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Yun-Jie Fu
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China
| | - Yun Wang
- Neuroscience Research Institute and Department of Neurobiology, School of Basic Medical Sciences, Key Laboratory for Neuroscience, Ministry of Education/National Health Commission and State Key Laboratory of Natural and Biomimetic Drugs, Peking University, Beijing 100191, China; PKU-IDG/McGovern Institute for Brain Research, Peking University, Beijing 100871, China.
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25
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Vilicich F, Vettiatil D, Kattapong-Graber S, Nawsheen N, Patel N, Quezada A, Gurney E, Smith E, Nelson H, Pesci S, Atrio J, Moreno N, Jones A, Murphy M, Benfield N, Hennebold J, Solanky N, Lisgo S, Glass I, Sidoli S. Multi-omics identification of extracellular components of the fetal monkey and human neocortex. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.25.615077. [PMID: 39386730 PMCID: PMC11463417 DOI: 10.1101/2024.09.25.615077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
During development, precursor cells are continuously and intimately interacting with their extracellular environment, which guides their ability to generate functional tissues and organs. Much is known about the development of the neocortex in mammals. This information has largely been derived from histological analyses, heterochronic cell transplants, and genetic manipulations in mice, and to a lesser extent from transcriptomic and histological analyses in humans. However, these approaches have not led to a characterization of the extracellular composition of the developing neocortex in any species. Here, using a combination of single-cell transcriptomic analyses from published datasets, and our proteomics and immunohistofluorescence analyses, we provide a more comprehensive and unbiased picture of the early developing fetal neocortex in humans and non-human primates. Our findings provide a starting point for further hypothesis-driven studies on structural and signaling components in the developing cortex that had previously not been identified.
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Affiliation(s)
- Felipe Vilicich
- Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Dhanya Vettiatil
- Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
| | | | - Nadiya Nawsheen
- Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Neel Patel
- Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Alexandra Quezada
- Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Elizabeth Gurney
- Department of Obstetrics & Gynecology, Montefiore Health System, Bronx, NY, USA
| | - Emma Smith
- Department of Obstetrics & Gynecology, Montefiore Health System, Bronx, NY, USA
| | - Hallie Nelson
- Department of Obstetrics & Gynecology, Montefiore Health System, Bronx, NY, USA
| | - Susan Pesci
- Department of Obstetrics & Gynecology, Montefiore Health System, Bronx, NY, USA
| | - Jessica Atrio
- Department of Obstetrics & Gynecology, Montefiore Health System, Bronx, NY, USA
| | - Nadjeda Moreno
- Human Developmental Biology Resource, Institute of Child Health, University College London, UK
| | - Aragorn Jones
- Human Developmental Biology Resource, Biosciences Institute, Newcastle University, Newcastle, UK
| | - Melinda Murphy
- Division of Reproductive & Developmental Sciences, Oregon National Primate Research Center, Beaverton, OR, USA
| | - Nerys Benfield
- Department of Obstetrics & Gynecology, Montefiore Health System, Bronx, NY, USA
| | - Jon Hennebold
- Division of Reproductive & Developmental Sciences, Oregon National Primate Research Center, Beaverton, OR, USA
- Department of Obstetrics & Gynecology, Oregon Health & Science University School of Medicine, Portland, OR, USA
| | - Nita Solanky
- Human Developmental Biology Resource, Institute of Child Health, University College London, UK
| | - Steven Lisgo
- Human Developmental Biology Resource, Biosciences Institute, Newcastle University, Newcastle, UK
| | - Ian Glass
- Departments of Pediatrics, University of Washington, Seattle, WA, USA
| | | | - Simone Sidoli
- Department of Biochemistry, Albert Einstein College of Medicine, Bronx, NY, USA
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26
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Zhu Y, Huang Y, Tang T, Xie Y. HDAC1 and HDAC2 orchestrate Wnt signaling to regulate neural progenitor transition during brain development. iScience 2024; 27:110600. [PMID: 39224519 PMCID: PMC11367519 DOI: 10.1016/j.isci.2024.110600] [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: 04/08/2024] [Revised: 06/19/2024] [Accepted: 07/24/2024] [Indexed: 09/04/2024] Open
Abstract
Tightly controlled neurogenesis is crucial for generating the precise number of neurons and establishing the intricate architecture of the cortex, with deficiencies often leading to neurodevelopmental disorders. Neuroepithelial progenitors (NPs) transit into radial glial progenitors (RGPs) to initiate neural differentiation, yet the governing mechanisms remain elusive. Here, we found that histone deacetylases 1 and 2 (HDAC1/2) mediated suppression of Wnt signaling is essential for the NP-to-RGP transition. Conditional depletion of HDAC1/2 from NPs upregulated Wnt signaling genes, impairing the transition to RGPs and resulting in rosette structures within the neocortex. Multi-omics analysis revealed that HDAC1/2 are critical for downregulating Wnt signaling, identifying Wnt9a as a key target. Overexpression of Wnt9a led to an increased population of NPs and the disruption of cortical organization. Notably, Wnt inhibitor administration partially rescued the disrupted cortical architecture. Our findings reveal the significance of tightly controlled Wnt signaling through epigenetic mechanisms in neocortical development.
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Affiliation(s)
- Yue Zhu
- Department of Anesthesia, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, and Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Yunyun Huang
- Department of Anesthesia, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, and Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Tianxiang Tang
- Department of Anesthesia, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, and Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Yunli Xie
- Department of Anesthesia, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, and Zhongshan Hospital, Fudan University, Shanghai 200032, China
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27
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Kim SK, Seo S, Stein-O'Brien G, Jaishankar A, Ogawa K, Micali N, Luria V, Karger A, Wang Y, Kim H, Hyde TM, Kleinman JE, Voss T, Fertig EJ, Shin JH, Bürli R, Cross AJ, Brandon NJ, Weinberger DR, Chenoweth JG, Hoeppner DJ, Sestan N, Colantuoni C, McKay RD. Individual variation in the emergence of anterior-to-posterior neural fates from human pluripotent stem cells. Stem Cell Reports 2024; 19:1336-1350. [PMID: 39151428 PMCID: PMC11411333 DOI: 10.1016/j.stemcr.2024.07.004] [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: 09/18/2023] [Revised: 07/16/2024] [Accepted: 07/16/2024] [Indexed: 08/19/2024] Open
Abstract
Variability between human pluripotent stem cell (hPSC) lines remains a challenge and opportunity in biomedicine. In this study, hPSC lines from multiple donors were differentiated toward neuroectoderm and mesendoderm lineages. We revealed dynamic transcriptomic patterns that delineate the emergence of these lineages, which were conserved across lines, along with individual line-specific transcriptional signatures that were invariant throughout differentiation. These transcriptomic signatures predicted an antagonism between SOX21-driven forebrain fates and retinoic acid-induced hindbrain fates. Replicate lines and paired adult tissue demonstrated the stability of these line-specific transcriptomic traits. We show that this transcriptomic variation in lineage bias had both genetic and epigenetic origins, aligned with the anterior-to-posterior structure of early mammalian development, and was present across a large collection of hPSC lines. These findings contribute to developing systematic analyses of PSCs to define the origin and consequences of variation in the early events orchestrating individual human development.
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Affiliation(s)
- Suel-Kee Kim
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA
| | - Seungmae Seo
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | | | - Amritha Jaishankar
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | - Kazuya Ogawa
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | - Nicola Micali
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA
| | - Victor Luria
- Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA; Department of Systems Biology, Harvard Medical School, Boston, MA 02115, USA; Division of Genetics and Genomics, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Amir Karger
- IT-Research Computing, Harvard Medical School, Boston, MA 02115, USA
| | - Yanhong Wang
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | - Hyojin Kim
- Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA
| | - Thomas M Hyde
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Departments of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA; Departments of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA
| | - Joel E Kleinman
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Departments of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA
| | - Ty Voss
- Division of Preclinical Innovation, Nation Center for Advancing Translational Science, NIH, Bethesda, MD 20892, USA
| | - Elana J Fertig
- Departments of Oncology, Biomedical Engineering, and Applied Mathematics and Statistics, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA
| | - Joo-Heon Shin
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | - Roland Bürli
- Astra-Zeneca Neuroscience iMED., 141 Portland Street, Cambridge, MA 01239, USA
| | - Alan J Cross
- Astra-Zeneca Neuroscience iMED., 141 Portland Street, Cambridge, MA 01239, USA
| | - Nicholas J Brandon
- Astra-Zeneca Neuroscience iMED., 141 Portland Street, Cambridge, MA 01239, USA
| | - Daniel R Weinberger
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Departments of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA; Departments of Psychiatry, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA; Departments of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA; McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA
| | - Joshua G Chenoweth
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | - Daniel J Hoeppner
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA
| | - Nenad Sestan
- Department of Neuroscience, Yale School of Medicine, New Haven, CT 06510, USA; Departments of Genetics, Psychiatry, and Comparative Medicine, Kavli Institute for Neuroscience, Program in Cellular Neuroscience, Neurodegeneration and Repair, Child Study Center, Yale School of Medicine, New Haven, CT 06510, USA.
| | - Carlo Colantuoni
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Departments of Neurology, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA; Departments of Neuroscience, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA; Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD 21201, USA.
| | - Ronald D McKay
- Lieber Institute for Brain Development, 855 North Wolfe Street, Baltimore, MD 21205, USA; Departments of Cell Biology, Johns Hopkins School of Medicine, Baltimore, MD 21205, USA.
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28
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Nussinov R, Yavuz BR, Jang H. Single cell spatial biology over developmental time can decipher pediatric brain pathologies. Neurobiol Dis 2024; 199:106597. [PMID: 38992777 DOI: 10.1016/j.nbd.2024.106597] [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: 03/27/2024] [Revised: 06/18/2024] [Accepted: 07/07/2024] [Indexed: 07/13/2024] Open
Abstract
Pediatric low grade brain tumors and neurodevelopmental disorders share proteins, signaling pathways, and networks. They also share germline mutations and an impaired prenatal differentiation origin. They may differ in the timing of the events and proliferation. We suggest that their pivotal distinct, albeit partially overlapping, outcomes relate to the cell states, which depend on their spatial location, and timing of gene expression during brain development. These attributes are crucial as the brain develops sequentially, and single-cell spatial organization influences cell state, thus function. Our underlying premise is that the root cause in neurodevelopmental disorders and pediatric tumors is impaired prenatal differentiation. Data related to pediatric brain tumors, neurodevelopmental disorders, brain cell (sub)types, locations, and timing of expression in the developing brain are scant. However, emerging single cell technologies, including transcriptomic, spatial biology, spatial high-resolution imaging performed over the brain developmental time, could be transformational in deciphering brain pathologies thereby pharmacology.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA; Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA; Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv 69978, Israel.
| | - Bengi Ruken Yavuz
- Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA; Cancer Innovation Laboratory, National Cancer Institute at Frederick, Frederick, MD 21702, USA
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29
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Barham K, Spencer R, Baker NC, Knudsen TB. Engineering a computable epiblast for in silico modeling of developmental toxicity. Reprod Toxicol 2024; 128:108625. [PMID: 38857815 PMCID: PMC11539952 DOI: 10.1016/j.reprotox.2024.108625] [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: 10/23/2023] [Revised: 05/23/2024] [Accepted: 05/25/2024] [Indexed: 06/12/2024]
Abstract
Developmental hazard evaluation is an important part of assessing chemical risks during pregnancy. Toxicological outcomes from prenatal testing in pregnant animals result from complex chemical-biological interactions, and while New Approach Methods (NAMs) based on in vitro bioactivity profiles of human cells offer promising alternatives to animal testing, most of these assays lack cellular positional information, physical constraints, and regional organization of the intact embryo. Here, we engineered a fully computable model of the embryonic disc in the CompuCell3D.org modeling environment to simulate epithelial-mesenchymal transition (EMT) of epiblast cells and self-organization of mesodermal domains (chordamesoderm, paraxial, lateral plate, posterior/extraembryonic). Mesodermal fate is modeled by synthetic activity of the BMP4-NODAL-WNT signaling axis. Cell position in the epiblast determines timing with respect to EMT for 988 computational cells in the computer model. An autonomous homeobox (Hox) clock hidden in the epiblast is driven by WNT-FGF4-CDX signaling. Executing the model renders a quantitative cell-level computation of mesodermal fate and consequences of perturbation based on known biology. For example, synthetic perturbation of the control network rendered altered phenotypes (cybermorphs) mirroring some aspects of experimental mouse embryology, with electronic knockouts, under-activation (hypermorphs) or over-activation (hypermorphs) particularly affecting the size and specification of the posterior mesoderm. This foundational model is trained on embryology but capable of performing a wide variety of toxicological tasks conversing through anatomical simulation to integrate in vitro chemical bioactivity data with known embryology. It is amenable to quantitative simulation for probabilistic prediction of early developmental toxicity.
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Affiliation(s)
- Kaitlyn Barham
- Oak Ridge Associated Universities, USA; USEPA, Center for Compuational Toxicology and Exposure.
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30
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Yu H, Liu Y, Xu F, Fu Y, Yang M, Ding L, Wu Y, Tang F, Qiao J, Wen L. A human fetal cerebellar map of the late second trimester reveals developmental molecular characteristics and abnormality in trisomy 21. Cell Rep 2024; 43:114586. [PMID: 39137113 DOI: 10.1016/j.celrep.2024.114586] [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: 02/06/2024] [Revised: 05/29/2024] [Accepted: 07/19/2024] [Indexed: 08/15/2024] Open
Abstract
Our understanding of human fetal cerebellum development during the late second trimester, a critical period for the generation of astrocytes, oligodendrocytes, and unipolar brush cells (UBCs), remains limited. Here, we performed single-cell RNA sequencing (scRNA-seq) in human fetal cerebellum samples from gestational weeks (GWs) 18-25. We find that proliferating UBC progenitors distribute in the subventricular zone of the rhombic lip (RLSVZ) near white matter (WM), forming a layer structure. We also delineate two trajectories from astrogenic radial glia (ARGs) to Bergmann glial progenitors (BGPs) and recognize oligodendrogenic radial glia (ORGs) as one source of primitive oligodendrocyte progenitor cells (PriOPCs). Additionally, our scRNA-seq analysis of the trisomy 21 fetal cerebellum at this stage reveals abnormal upregulated genes in pathways such as the cell adhesion pathway and focal adhesion pathway, which potentially promote neuronal differentiation. Overall, our research provides valuable insights into normal and abnormal development of the human fetal cerebellum.
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Affiliation(s)
- Hongmin Yu
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics (ICG), Ministry of Education Key Laboratory of Cell Proliferation and Differentiation, Beijing 100871, China
| | - Yun Liu
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics (ICG), Ministry of Education Key Laboratory of Cell Proliferation and Differentiation, Beijing 100871, China; Changping Laboratory, Changping Laboratory, Yard 28, Science Park Road, Changping District, Beijing 102206, China
| | - Fanqing Xu
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Key Laboratory of Assisted Reproduction, Ministry of Education, Beijing 100191, China; Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology, Beijing 100191, China
| | - Yuanyuan Fu
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics (ICG), Ministry of Education Key Laboratory of Cell Proliferation and Differentiation, Beijing 100871, China
| | - Ming Yang
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Key Laboratory of Assisted Reproduction, Ministry of Education, Beijing 100191, China; Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology, Beijing 100191, China
| | - Ling Ding
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Key Laboratory of Assisted Reproduction, Ministry of Education, Beijing 100191, China; Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology, Beijing 100191, China
| | - Yixuan Wu
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Key Laboratory of Assisted Reproduction, Ministry of Education, Beijing 100191, China; Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology, Beijing 100191, China
| | - Fuchou Tang
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics (ICG), Ministry of Education Key Laboratory of Cell Proliferation and Differentiation, Beijing 100871, China; Changping Laboratory, Changping Laboratory, Yard 28, Science Park Road, Changping District, Beijing 102206, China
| | - Jie Qiao
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Key Laboratory of Assisted Reproduction, Ministry of Education, Beijing 100191, China; Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology, Beijing 100191, China.
| | - Lu Wen
- Biomedical Pioneering Innovation Center, Department of Obstetrics and Gynecology, Academy for Advanced Interdisciplinary Studies, Third Hospital, Peking University, Beijing 100871, China; Beijing Advanced Innovation Center for Genomics (ICG), Ministry of Education Key Laboratory of Cell Proliferation and Differentiation, Beijing 100871, China; Changping Laboratory, Changping Laboratory, Yard 28, Science Park Road, Changping District, Beijing 102206, China.
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31
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Ma Q, Yang Z, Yang C, Lin M, Gong M, Deng P, He M, Lu Y, Zhang K, Pi H, Qu M, Yu Z, Zhou Z, Chen C. A single-cell transcriptomic landscape of cadmium-hindered brain development in mice. Commun Biol 2024; 7:997. [PMID: 39147853 PMCID: PMC11327346 DOI: 10.1038/s42003-024-06685-6] [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: 11/26/2023] [Accepted: 08/06/2024] [Indexed: 08/17/2024] Open
Abstract
The effects of neurotoxicant cadmium (Cd) exposure on brain development have not been well elucidated. To investigate this, we have herein subjected pregnant mice to low-dose Cd throughout gestation. Using single-cell RNA sequencing (scRNA-seq), we explored the cellular responses in the embryonic brain to Cd exposure, and identified 18 distinct cell subpopulations that exhibited varied responses to Cd. Typically, Cd exposure impeded the development and maturation of cells in the brain, especially progenitor cells such as neural progenitor cells (NPCs) and oligodendrocyte progenitor cells (OPCs). It also caused significant cell subpopulation shifts in almost all the types of cells in the brain. Additionally, Cd exposure reduced the dendritic sophistication of cortical neurons in the offspring. Importantly, these changes led to aberrant Ca2+ activity in the cortex and neural behavior changes in mature offspring. These data contribute to our understanding of the effects and mechanisms of Cd exposure on brain development and highlight the importance of controlling environmental neurotoxicant exposure at the population level.
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Affiliation(s)
- Qinlong Ma
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Zhiqi Yang
- Brain Research Center, Army Medical University (Third Military Medical University), Chongqing, China
| | - Chuanyan Yang
- Brain Research Center, Army Medical University (Third Military Medical University), Chongqing, China
| | - Min Lin
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Mingyue Gong
- Brain Research Center, Army Medical University (Third Military Medical University), Chongqing, China
| | - Ping Deng
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Mindi He
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Yonghui Lu
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Kuan Zhang
- Brain Research Center, Army Medical University (Third Military Medical University), Chongqing, China
| | - Huifeng Pi
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Mingyue Qu
- The PLA Rocket Force Characteristic Medical Center, Beijing, China
| | - Zhengping Yu
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China
| | - Zhou Zhou
- Center for Neurointelligence, School of Medicine, Chongqing University, Chongqing, China.
| | - Chunhai Chen
- Department of Occupational Health (Key Laboratory of Electromagnetic Radiation Protection, Ministry of Education), Army Medical University (Third Military Medical University), Chongqing, China.
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32
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DeSpenza T, Singh A, Allington G, Zhao S, Lee J, Kiziltug E, Prina ML, Desmet N, Dang HQ, Fields J, Nelson-Williams C, Zhang J, Mekbib KY, Dennis E, Mehta NH, Duy PQ, Shimelis H, Walsh LK, Marlier A, Deniz E, Lake EMR, Constable RT, Hoffman EJ, Lifton RP, Gulledge A, Fiering S, Moreno-De-Luca A, Haider S, Alper SL, Jin SC, Kahle KT, Luikart BW. Pathogenic variants in autism gene KATNAL2 cause hydrocephalus and disrupt neuronal connectivity by impairing ciliary microtubule dynamics. Proc Natl Acad Sci U S A 2024; 121:e2314702121. [PMID: 38916997 PMCID: PMC11228466 DOI: 10.1073/pnas.2314702121] [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: 08/24/2023] [Accepted: 04/30/2024] [Indexed: 06/27/2024] Open
Abstract
Enlargement of the cerebrospinal fluid (CSF)-filled brain ventricles (cerebral ventriculomegaly), the cardinal feature of congenital hydrocephalus (CH), is increasingly recognized among patients with autism spectrum disorders (ASD). KATNAL2, a member of Katanin family microtubule-severing ATPases, is a known ASD risk gene, but its roles in human brain development remain unclear. Here, we show that nonsense truncation of Katnal2 (Katnal2Δ17) in mice results in classic ciliopathy phenotypes, including impaired spermatogenesis and cerebral ventriculomegaly. In both humans and mice, KATNAL2 is highly expressed in ciliated radial glia of the fetal ventricular-subventricular zone as well as in their postnatal ependymal and neuronal progeny. The ventriculomegaly observed in Katnal2Δ17 mice is associated with disrupted primary cilia and ependymal planar cell polarity that results in impaired cilia-generated CSF flow. Further, prefrontal pyramidal neurons in ventriculomegalic Katnal2Δ17 mice exhibit decreased excitatory drive and reduced high-frequency firing. Consistent with these findings in mice, we identified rare, damaging heterozygous germline variants in KATNAL2 in five unrelated patients with neurosurgically treated CH and comorbid ASD or other neurodevelopmental disorders. Mice engineered with the orthologous ASD-associated KATNAL2 F244L missense variant recapitulated the ventriculomegaly found in human patients. Together, these data suggest KATNAL2 pathogenic variants alter intraventricular CSF homeostasis and parenchymal neuronal connectivity by disrupting microtubule dynamics in fetal radial glia and their postnatal ependymal and neuronal descendants. The results identify a molecular mechanism underlying the development of ventriculomegaly in a genetic subset of patients with ASD and may explain persistence of neurodevelopmental phenotypes in some patients with CH despite neurosurgical CSF shunting.
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Affiliation(s)
- Tyrone DeSpenza
- Interdepartmental Neuroscience Program, Yale School of Medicine, Yale University, New Haven, CT06510
- Medical Scientist Training Program, Yale School of Medicine, Yale University, New Haven, CT06510
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Amrita Singh
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Garrett Allington
- Department of Pathology, Yale School of Medicine, Yale University, New Haven, CT06510
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA02115
| | - Shujuan Zhao
- Department of Genetics, Washington University School of Medicine, St. Louis, MO63110
| | - Junghoon Lee
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Emre Kiziltug
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Mackenzi L. Prina
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Nicole Desmet
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Huy Q. Dang
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Jennifer Fields
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Carol Nelson-Williams
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Junhui Zhang
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Kedous Y. Mekbib
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Evan Dennis
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA02115
| | - Neel H. Mehta
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA02115
| | - Phan Q. Duy
- Interdepartmental Neuroscience Program, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Hermela Shimelis
- Autism and Developmental Medicine Institute, Geisinger, Danville, PA17821
| | - Lauren K. Walsh
- Autism and Developmental Medicine Institute, Geisinger, Danville, PA17821
| | - Arnaud Marlier
- Interdepartmental Neuroscience Program, Yale School of Medicine, Yale University, New Haven, CT06510
| | - Engin Deniz
- Department of Pediatrics, Yale University School of Medicine, New Haven, CT06510
| | - Evelyn M. R. Lake
- Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, CT06520-8042
| | - R. Todd Constable
- Department of Radiology and Biomedical Imaging, Yale University School of Medicine, New Haven, CT06520-8042
| | - Ellen J. Hoffman
- Interdepartmental Neuroscience Program, Yale School of Medicine, Yale University, New Haven, CT06510
- Child Study Center, Yale School of Medicine, New Haven, CT06510
| | - Richard P. Lifton
- Laboratory of Human Genetics and Genomics, The Rockefeller University, New York, NY10065
| | - Allan Gulledge
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Steven Fiering
- Department of Microbiology and Immunology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
| | - Andres Moreno-De-Luca
- Autism and Developmental Medicine Institute, Geisinger, Danville, PA17821
- Department of Radiology, Diagnostic Medicine Institute, Geisinger, Danville, PA17821
| | - Shozeb Haider
- Department of Pharmaceutical and Biological Chemistry, University College London School of Pharmacy, LondonWC1N 1AX, United Kingdom
| | - Seth L. Alper
- Division of Nephrology and Center for Vascular Biology Research, Beth Israel Deaconess Medical Center, Department of Medicine, Harvard Medical School, Boston, MA02215
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA02142
| | - Sheng Chih Jin
- Department of Genetics, Washington University School of Medicine, St. Louis, MO63110
| | - Kristopher T. Kahle
- Department of Neurosurgery, Yale School of Medicine, Yale University, New Haven, CT06510
- Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA02115
- Broad Institute of Harvard and Massachusetts Institute of Technology, Cambridge, MA02142
- Division of Genetics and Genomics, Boston Children’s Hospital, Boston, MA02115
| | - Bryan W. Luikart
- Department of Molecular and Systems Biology, Geisel School of Medicine at Dartmouth, Hanover, NH03755
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33
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Spathopoulou A, Podlesnic M, De Gaetano L, Kirsch EM, Tisch M, Finotello F, Aigner L, Günther K, Edenhofer F. Single-cell Profiling of Reprogrammed Human Neural Stem Cells Unveils High Similarity to Neural Progenitors in the Developing Central Nervous System. Stem Cell Rev Rep 2024; 20:1325-1339. [PMID: 38519702 PMCID: PMC11222274 DOI: 10.1007/s12015-024-10698-3] [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] [Accepted: 02/14/2024] [Indexed: 03/25/2024]
Abstract
BACKGROUND Similar to induced pluripotent cells (iPSCs), induced neural stem cells (iNSCs) can be directly converted from human somatic cells such as dermal fibroblasts and peripheral blood monocytes. While previous studies have demonstrated the resemblance of iNSCs to neural stem cells derived from primary sources and embryonic stem cells, respectively, a comprehensive analysis of the correlation between iNSCs and their physiological counterparts remained to be investigated. METHODS Nowadays, single-cell sequencing technologies provide unique opportunities for in-depth cellular benchmarking of complex cell populations. Our study involves the comprehensive profiling of converted human iNSCs at a single-cell transcriptomic level, alongside conventional methods, like flow cytometry and immunofluorescence stainings. RESULTS Our results show that the iNSC conversion yields a homogeneous cell population expressing bona fide neural stem cell markers. Extracting transcriptomic signatures from published single cell transcriptomic atlas data and comparison to the iNSC transcriptome reveals resemblance to embryonic neuroepithelial cells of early neurodevelopmental stages observed in vivo at 5 weeks of development. CONCLUSION Our data underscore the physiological relevance of directly converted iNSCs, making them a valuable in vitro system for modeling human central nervous system development and establishing translational applications in cell therapy and compound screening.
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Affiliation(s)
- Angeliki Spathopoulou
- Department of Molecular Biology & CMBI, Genomics, Stem Cell & Regenerative Medicine Group, University of Innsbruck, Technikerstraße 25, 6020, Innsbruck, Austria
| | - Martina Podlesnic
- Department of Molecular Biology & CMBI, Genomics, Stem Cell & Regenerative Medicine Group, University of Innsbruck, Technikerstraße 25, 6020, Innsbruck, Austria
| | - Laura De Gaetano
- Department of Molecular Biology & CMBI, Genomics, Stem Cell & Regenerative Medicine Group, University of Innsbruck, Technikerstraße 25, 6020, Innsbruck, Austria
| | - Elena Marie Kirsch
- Institute of Molecular Regenerative Medicine, Paracelsus Medical University, Salzburg, Austria
- Center for Stroke Research, Charité - Universitätsmedizin Berlin, Berlin, Germany
- Department of Experimental Neurology, Charité - Universitätsmedizin Berlin, Berlin, Germany
| | - Marcel Tisch
- Department of Molecular Biology & CMBI, Genomics, Stem Cell & Regenerative Medicine Group, University of Innsbruck, Technikerstraße 25, 6020, Innsbruck, Austria
| | - Francesca Finotello
- Department of Molecular Biology, Digital Science Center (DiSC), University of Innsbruck, Innsbruck, Austria
| | - Ludwig Aigner
- Institute of Molecular Regenerative Medicine, Paracelsus Medical University, Salzburg, Austria
| | - Katharina Günther
- Department of Molecular Biology & CMBI, Genomics, Stem Cell & Regenerative Medicine Group, University of Innsbruck, Technikerstraße 25, 6020, Innsbruck, Austria
- Institute of Molecular Regenerative Medicine, Paracelsus Medical University, Salzburg, Austria
| | - Frank Edenhofer
- Department of Molecular Biology & CMBI, Genomics, Stem Cell & Regenerative Medicine Group, University of Innsbruck, Technikerstraße 25, 6020, Innsbruck, Austria.
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Ee LS, Medina-Cano D, Uyehara CM, Schwarz C, Goetzler E, Salataj E, Polyzos A, Madhuranath S, Evans T, Hadjantonakis AK, Apostolou E, Vierbuchen T, Stadtfeld M. Transcriptional remodeling by OTX2 directs specification and patterning of mammalian definitive endoderm. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.30.596630. [PMID: 38854146 PMCID: PMC11160813 DOI: 10.1101/2024.05.30.596630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
The molecular mechanisms that drive essential developmental patterning events in the mammalian embryo remain poorly understood. To generate a conceptual framework for gene regulatory processes during germ layer specification, we analyzed transcription factor (TF) expression kinetics around gastrulation and during in vitro differentiation. This approach identified Otx2 as a candidate regulator of definitive endoderm (DE), the precursor of all gut- derived tissues. Analysis of multipurpose degron alleles in gastruloid and directed differentiation models revealed that loss of OTX2 before or after DE specification alters the expression of core components and targets of specific cellular signaling pathways, perturbs adhesion and migration programs as well as de-represses regulators of other lineages, resulting in impaired foregut specification. Key targets of OTX2 are conserved in human DE. Mechanistically, OTX2 is required to establish chromatin accessibility at candidate enhancers, which regulate genes critical to establishing an anterior cell identity in the developing gut. Our results provide a working model for the progressive establishment of spatiotemporal cell identity by developmental TFs across germ layers and species, which may facilitate the generation of gut cell types for regenerative medicine applications.
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Affiliation(s)
- LS Ee
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - D Medina-Cano
- Developmental Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - CM Uyehara
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - C Schwarz
- Emerald Cloud Lab, Austin, TX 78728 USA
| | - E Goetzler
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - E Salataj
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - A Polyzos
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - S Madhuranath
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - T Evans
- Department of Surgery, Weill Cornell Medicine, New York, NY 10065, USA; Center for Genomic Health, Weill Cornell Medicine, New York, NY 10065, USA
| | - AK Hadjantonakis
- Developmental Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - E Apostolou
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
| | - T Vierbuchen
- Developmental Biology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - M Stadtfeld
- Sanford I. Weill Department of Medicine, Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
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Dupont C. A comprehensive review: synergizing stem cell and embryonic development knowledge in mouse and human integrated stem cell-based embryo models. Front Cell Dev Biol 2024; 12:1386739. [PMID: 38715920 PMCID: PMC11074781 DOI: 10.3389/fcell.2024.1386739] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 04/05/2024] [Indexed: 01/06/2025] Open
Abstract
Mammalian stem cell-based embryo models have emerged as innovative tools for investigating early embryogenesis in both mice and primates. They not only reduce the need for sacrificing mice but also overcome ethical limitations associated with human embryo research. Furthermore, they provide a platform to address scientific questions that are otherwise challenging to explore in vivo. The usefulness of a stem cell-based embryo model depends on its fidelity in replicating development, efficiency and reproducibility; all essential for addressing biological queries in a quantitative manner, enabling statistical analysis. Achieving such fidelity and efficiency requires robust systems that demand extensive optimization efforts. A profound understanding of pre- and post-implantation development, cellular plasticity, lineage specification, and existing models is imperative for making informed decisions in constructing these models. This review aims to highlight essential differences in embryo development and stem cell biology between mice and humans, assess how these variances influence the formation of partially and fully integrated stem cell models, and identify critical challenges in the field.
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Affiliation(s)
- Cathérine Dupont
- Department of Developmental Biology, Erasmus University Medical Center, Rotterdam, Netherlands
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Jing Z, Zhu Q, Li L, Xie Y, Wu X, Fang Q, Yang B, Dai B, Xu X, Pan H, Bai Y. Spaco: A comprehensive tool for coloring spatial data at single-cell resolution. PATTERNS (NEW YORK, N.Y.) 2024; 5:100915. [PMID: 38487801 PMCID: PMC10935509 DOI: 10.1016/j.patter.2023.100915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 12/11/2023] [Accepted: 12/18/2023] [Indexed: 03/17/2024]
Abstract
Understanding tissue architecture and niche-specific microenvironments in spatially resolved transcriptomics (SRT) requires in situ annotation and labeling of cells. Effective spatial visualization of these data demands appropriate colorization of numerous cell types. However, current colorization frameworks often inadequately account for the spatial relationships between cell types. This results in perceptual ambiguity in neighboring cells of biological distinct types, particularly in complex environments such as brain or tumor. To address this, we introduce Spaco, a potent tool for spatially aware colorization. Spaco utilizes the Degree of Interlacement metric to construct a weighted graph that evaluates the spatial relationships among different cell types, refining color assignments. Furthermore, Spaco incorporates an adaptive palette selection approach to amplify chromatic distinctions. When benchmarked on four diverse datasets, Spaco outperforms existing solutions, capturing complex spatial relationships and boosting visual clarity. Spaco ensures broad accessibility by accommodating color vision deficiency and offering open-accessible code in both Python and R.
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Affiliation(s)
- Zehua Jing
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI Research, Hangzhou 310012, China
| | | | - Linxuan Li
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI Research, Shenzhen 518083, China
| | - Yue Xie
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI Research, Shenzhen 518083, China
| | - Xinchao Wu
- BGI Research, Hangzhou 310012, China
- School of Life Sciences, Southern University of Science and Technology, Shenzhen 518055, China
| | - Qi Fang
- BGI Research, Shenzhen 518083, China
| | - Bolin Yang
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- BGI Research, Hangzhou 310012, China
| | - Baojun Dai
- BGI Research, Hangzhou 310012, China
- School of Life Sciences, Southern University of Science and Technology, Shenzhen 518055, China
| | - Xun Xu
- College of Life Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- Guangdong Provincial Key Laboratory of Genome Read and Write, BGI Research, Shenzhen 518083, China
- BGI Research, Shenzhen 518083, China
| | - Hailin Pan
- BGI Research, Hangzhou 310012, China
- BGI Research, Shenzhen 518083, China
| | - Yinqi Bai
- BGI Research, Hangzhou 310012, China
- BGI Research, Shenzhen 518083, China
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Sojka C, Sloan SA. Gliomas: a reflection of temporal gliogenic principles. Commun Biol 2024; 7:156. [PMID: 38321118 PMCID: PMC10847444 DOI: 10.1038/s42003-024-05833-2] [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: 09/11/2023] [Accepted: 01/18/2024] [Indexed: 02/08/2024] Open
Abstract
The hijacking of early developmental programs is a canonical feature of gliomas where neoplastic cells resemble neurodevelopmental lineages and possess mechanisms of stem cell resilience. Given these parallels, uncovering how and when in developmental time gliomagenesis intersects with normal trajectories can greatly inform our understanding of tumor biology. Here, we review how elapsing time impacts the developmental principles of astrocyte (AS) and oligodendrocyte (OL) lineages, and how these same temporal programs are replicated, distorted, or circumvented in pathological settings such as gliomas. Additionally, we discuss how normal gliogenic processes can inform our understanding of the temporal progression of gliomagenesis, including when in developmental time gliomas originate, thrive, and can be pushed towards upon therapeutic coercion.
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Affiliation(s)
- Caitlin Sojka
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA
| | - Steven A Sloan
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA.
- Emory Center for Neurodegenerative Disease, Emory University School of Medicine, Atlanta, GA, USA.
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Guo H, Hang C, Lin B, Lin Z, Xiong H, Zhang M, Lu R, Liu J, Shi D, Xie D, Liu Y, Liang D, Yang J, Chen YH. HAND factors regulate cardiac lineage commitment and differentiation from human pluripotent stem cells. Stem Cell Res Ther 2024; 15:31. [PMID: 38317221 PMCID: PMC10845658 DOI: 10.1186/s13287-024-03649-9] [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: 11/06/2023] [Accepted: 01/25/2024] [Indexed: 02/07/2024] Open
Abstract
BACKGROUND Transcription factors HAND1 and HAND2 (HAND1/2) play significant roles in cardiac organogenesis. Abnormal expression and deficiency of HAND1/2 result in severe cardiac defects. However, the function and mechanism of HAND1/2 in regulating human early cardiac lineage commitment and differentiation are still unclear. METHODS With NKX2.5eGFP H9 human embryonic stem cells (hESCs), we established single and double knockout cell lines for HAND1 and HAND2, respectively, whose cardiomyocyte differentiation efficiency could be monitored by assessing NKX2.5-eGFP+ cells with flow cytometry. The expression of specific markers for heart fields and cardiomyocyte subtypes was examined by quantitative PCR, western blot and immunofluorescence staining. Microelectrode array and whole-cell patch clamp were performed to determine the electrophysiological characteristics of differentiated cardiomyocytes. The transcriptomic changes of HAND knockout cells were revealed by RNA sequencing. The HAND1/2 target genes were identified and validated experimentally by integrating with HAND1/2 chromatin immunoprecipitation sequencing data. RESULTS Either HAND1 or HAND2 knockout did not affect the cardiomyocyte differentiation kinetics, whereas depletion of HAND1/2 resulted in delayed differentiation onset. HAND1 knockout biased cardiac mesoderm toward second heart field progenitors at the expense of first heart field progenitors, leading to increased expression of atrial and outflow tract cardiomyocyte markers, which was further confirmed by the appearance of atrial-like action potentials. By contrast, HAND2 knockout cardiomyocytes had reduced expression of atrial cardiomyocyte markers and displayed ventricular-like action potentials. HAND1/2-deficient hESCs were more inclined to second heart field lineage and its derived cardiomyocytes with atrial-like action potentials than HAND1 single knockout during differentiation. Further mechanistic investigations suggested TBX5 as one of the downstream targets of HAND1/2, whose overexpression partially restored the abnormal cardiomyocyte differentiation in HAND1/2-deficient hESCs. CONCLUSIONS HAND1/2 have specific and redundant roles in cardiac lineage commitment and differentiation. These findings not only reveal the essential function of HAND1/2 in cardiac organogenesis, but also provide important information on the pathogenesis of HAND1/2 deficiency-related congenital heart diseases, which could potentially lead to new therapeutic strategies.
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Affiliation(s)
- Huixin Guo
- Department of Cardiology, The Second Hospital of Shanxi Medical University, Taiyuan, 030001, China
| | - Chengwen Hang
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
| | - Bowen Lin
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
| | - Zheyi Lin
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Pathology and Pathophysiology, Tongji University School of Medicine, Shanghai, 200092, China
| | - Hui Xiong
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Cell Biology, Tongji University School of Medicine, Shanghai, 200092, China
| | - Mingshuai Zhang
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Cell Biology, Tongji University School of Medicine, Shanghai, 200092, China
| | - Renhong Lu
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
| | - Junyang Liu
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Cell Biology, Tongji University School of Medicine, Shanghai, 200092, China
| | - Dan Shi
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
| | - Duanyang Xie
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Pathology and Pathophysiology, Tongji University School of Medicine, Shanghai, 200092, China
| | - Yi Liu
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Pathology and Pathophysiology, Tongji University School of Medicine, Shanghai, 200092, China
| | - Dandan Liang
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China
- Department of Pathology and Pathophysiology, Tongji University School of Medicine, Shanghai, 200092, China
- Research Units of Origin and Regulation of Heart Rhythm, Chinese Academy of Medical Sciences, Shanghai, 200092, China
| | - Jian Yang
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China.
- Department of Pathology and Pathophysiology, Tongji University School of Medicine, Shanghai, 200092, China.
- Department of Cell Biology, Tongji University School of Medicine, Shanghai, 200092, China.
- Research Units of Origin and Regulation of Heart Rhythm, Chinese Academy of Medical Sciences, Shanghai, 200092, China.
| | - Yi-Han Chen
- Department of Cardiology, The Second Hospital of Shanxi Medical University, Taiyuan, 030001, China.
- State Key Laboratory of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Shanghai Arrhythmia Research Center, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Department of Cardiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Shanghai Frontiers Center of Nanocatalytic Medicine, Shanghai, 200092, China.
- Department of Pathology and Pathophysiology, Tongji University School of Medicine, Shanghai, 200092, China.
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Ramesh PS, Chu LF. Species-specific roles of the Notch ligands, receptors, and targets orchestrating the signaling landscape of the segmentation clock. Front Cell Dev Biol 2024; 11:1327227. [PMID: 38348091 PMCID: PMC10859470 DOI: 10.3389/fcell.2023.1327227] [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: 10/24/2023] [Accepted: 12/20/2023] [Indexed: 02/15/2024] Open
Abstract
Somitogenesis is a hallmark feature of all vertebrates and some invertebrate species that involves the periodic formation of block-like structures called somites. Somites are transient embryonic segments that eventually establish the entire vertebral column. A highly conserved molecular oscillator called the segmentation clock underlies this periodic event and the pace of this clock regulates the pace of somite formation. Although conserved signaling pathways govern the clock in most vertebrates, the mechanisms underlying the species-specific divergence in various clock characteristics remain elusive. For example, the segmentation clock in classical model species such as zebrafish, chick, and mouse embryos tick with a periodicity of ∼30, ∼90, and ∼120 min respectively. This enables them to form the species-specific number of vertebrae during their overall timespan of somitogenesis. Here, we perform a systematic review of the species-specific features of the segmentation clock with a keen focus on mouse embryos. We perform this review using three different perspectives: Notch-responsive clock genes, ligand-receptor dynamics, and synchronization between neighboring oscillators. We further review reports that use non-classical model organisms and in vitro model systems that complement our current understanding of the segmentation clock. Our review highlights the importance of comparative developmental biology to further our understanding of this essential developmental process.
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Affiliation(s)
- Pranav S. Ramesh
- Faculty of Veterinary Medicine, University of Calgary, Calgary, AB, Canada
- Reproductive Biology and Regenerative Medicine Research Group, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
| | - Li-Fang Chu
- Faculty of Veterinary Medicine, University of Calgary, Calgary, AB, Canada
- Reproductive Biology and Regenerative Medicine Research Group, University of Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB, Canada
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Li Y, Li Z, Wang C, Yang M, He Z, Wang F, Zhang Y, Li R, Gong Y, Wang B, Fan B, Wang C, Chen L, Li H, Shi P, Wang N, Wei Z, Wang YL, Jin L, Du P, Dong J, Jiao J. Spatiotemporal transcriptome atlas reveals the regional specification of the developing human brain. Cell 2023; 186:5892-5909.e22. [PMID: 38091994 DOI: 10.1016/j.cell.2023.11.016] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 08/14/2023] [Accepted: 11/13/2023] [Indexed: 12/24/2023]
Abstract
Different functional regions of brain are fundamental for basic neurophysiological activities. However, the regional specification remains largely unexplored during human brain development. Here, by combining spatial transcriptomics (scStereo-seq) and scRNA-seq, we built a spatiotemporal developmental atlas of multiple human brain regions from 6-23 gestational weeks (GWs). We discovered that, around GW8, radial glia (RG) cells have displayed regional heterogeneity and specific spatial distribution. Interestingly, we found that the regional heterogeneity of RG subtypes contributed to the subsequent neuronal specification. Specifically, two diencephalon-specific subtypes gave rise to glutamatergic and GABAergic neurons, whereas subtypes in ventral midbrain were associated with the dopaminergic neurons. Similar GABAergic neuronal subtypes were shared between neocortex and diencephalon. Additionally, we revealed that cell-cell interactions between oligodendrocyte precursor cells and GABAergic neurons influenced and promoted neuronal development coupled with regional specification. Altogether, this study provides comprehensive insights into the regional specification in the developing human brain.
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Affiliation(s)
- Yanxin Li
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Medical School, University of Chinese Academy of Sciences, Beijing 100049, China; Beijing Institute for Stem Cell and Regenerative Medicine, Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China
| | - Zhongqiu Li
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Medical School, University of Chinese Academy of Sciences, Beijing 100049, China; Beijing Institute for Stem Cell and Regenerative Medicine, Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China
| | - Changliang Wang
- GMU-GIBH Joint School of Life Sciences, The Guangdong-Hong Kong-Macau Joint Laboratory for Cell Fate Regulation and Diseases, Guangzhou National Laboratory, Guangzhou Medical University, Guangzhou 510799, China
| | - Min Yang
- MOE Key Laboratory of Cell Proliferation and Differentiation, School of Life Sciences, Peking University, Beijing 100871, China
| | - Ziqing He
- GMU-GIBH Joint School of Life Sciences, The Guangdong-Hong Kong-Macau Joint Laboratory for Cell Fate Regulation and Diseases, Guangzhou National Laboratory, Guangzhou Medical University, Guangzhou 510799, China; Faculty of Health Sciences University of Macau, Macau 999078, China
| | - Feiyang Wang
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Medical School, University of Chinese Academy of Sciences, Beijing 100049, China; Beijing Institute for Stem Cell and Regenerative Medicine, Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China
| | - Yuehong Zhang
- Tongzhou Maternal and Child Health Hospital of Beijing, Beijing 101100, China
| | - Rong Li
- Beijing Key Laboratory of Reproductive Endocrinology and Assisted Reproductive Technology and Key Laboratory of Assisted Reproduction, Department of Obstetrics and Gynecology, Ministry of Education, Center for Reproductive Medicine, Peking University Third Hospital, Beijing 100191, China; National Clinical Center for Obstetrics and Gynecology, Peking University Third Hospital, Beijing 100191, China
| | - Yunxia Gong
- Tongzhou Maternal and Child Health Hospital of Beijing, Beijing 101100, China
| | - Binhong Wang
- Tongzhou Maternal and Child Health Hospital of Beijing, Beijing 101100, China
| | - Baoguang Fan
- Tongzhou Maternal and Child Health Hospital of Beijing, Beijing 101100, China
| | - Chunyue Wang
- Tongzhou Maternal and Child Health Hospital of Beijing, Beijing 101100, China
| | - Lei Chen
- Six Medical Center, Chinese PLA General Hospital, Beijing 100048, China
| | - Hong Li
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Medical School, University of Chinese Academy of Sciences, Beijing 100049, China; Beijing Institute for Stem Cell and Regenerative Medicine, Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China
| | - Peifu Shi
- Annoroad Gene Technology, Beijing 100176, China
| | - Nana Wang
- Annoroad Gene Technology, Beijing 100176, China
| | - Zhifeng Wei
- Annoroad Gene Technology, Beijing 100176, China
| | - Yan-Ling Wang
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Medical School, University of Chinese Academy of Sciences, Beijing 100049, China; Beijing Institute for Stem Cell and Regenerative Medicine, Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China
| | - Lei Jin
- Institute of Reproductive and Child Health, Peking University, National Health Commission Key Laboratory, Peking University, Beijing 100191, China; Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing 100191, China.
| | - Peng Du
- MOE Key Laboratory of Cell Proliferation and Differentiation, School of Life Sciences, Peking University, Beijing 100871, China; Peking-Tsinghua Center for Life Sciences, Peking University, Beijing 100871, China.
| | - Ji Dong
- GMU-GIBH Joint School of Life Sciences, The Guangdong-Hong Kong-Macau Joint Laboratory for Cell Fate Regulation and Diseases, Guangzhou National Laboratory, Guangzhou Medical University, Guangzhou 510799, China.
| | - Jianwei Jiao
- State Key Laboratory of Stem Cell and Reproductive Biology, Institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China; Medical School, University of Chinese Academy of Sciences, Beijing 100049, China; Beijing Institute for Stem Cell and Regenerative Medicine, Institute for Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China.
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Zhang R, Quan H, Wang Y, Luo F. Neurogenesis in primates versus rodents and the value of non-human primate models. Natl Sci Rev 2023; 10:nwad248. [PMID: 38025664 PMCID: PMC10659238 DOI: 10.1093/nsr/nwad248] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 08/21/2023] [Accepted: 09/10/2023] [Indexed: 12/01/2023] Open
Abstract
Neurogenesis, the process of generating neurons from neural stem cells, occurs during both embryonic and adult stages, with each stage possessing distinct characteristics. Dysfunction in either stage can disrupt normal neural development, impair cognitive functions, and lead to various neurological disorders. Recent technological advancements in single-cell multiomics and gene-editing have facilitated investigations into primate neurogenesis. Here, we provide a comprehensive overview of neurogenesis across rodents, non-human primates, and humans, covering embryonic development to adulthood and focusing on the conservation and diversity among species. While non-human primates, especially monkeys, serve as valuable models with closer neural resemblance to humans, we highlight the potential impacts and limitations of non-human primate models on both physiological and pathological neurogenesis research.
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Affiliation(s)
- Runrui Zhang
- State Key Laboratory of Primate Biomedical Research; Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, China
- Yunnan Key Laboratory of Primate Biomedical Research, Kunming 650500, China
| | - Hongxin Quan
- State Key Laboratory of Primate Biomedical Research; Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, China
- Yunnan Key Laboratory of Primate Biomedical Research, Kunming 650500, China
| | - Yinfeng Wang
- State Key Laboratory of Primate Biomedical Research; Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, China
- Yunnan Key Laboratory of Primate Biomedical Research, Kunming 650500, China
| | - Fucheng Luo
- State Key Laboratory of Primate Biomedical Research; Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming 650500, China
- Yunnan Key Laboratory of Primate Biomedical Research, Kunming 650500, China
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Liu L, Oura S, Markham Z, Hamilton JN, Skory RM, Li L, Sakurai M, Wang L, Pinzon-Arteaga CA, Plachta N, Hon GC, Wu J. Modeling post-implantation stages of human development into early organogenesis with stem-cell-derived peri-gastruloids. Cell 2023; 186:3776-3792.e16. [PMID: 37478861 DOI: 10.1016/j.cell.2023.07.018] [Citation(s) in RCA: 53] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 07/11/2023] [Accepted: 07/12/2023] [Indexed: 07/23/2023]
Abstract
In vitro stem cell models that replicate human gastrulation have been generated, but they lack the essential extraembryonic cells needed for embryonic development, morphogenesis, and patterning. Here, we describe a robust and efficient method that prompts human extended pluripotent stem cells to self-organize into embryo-like structures, termed peri-gastruloids, which encompass both embryonic (epiblast) and extraembryonic (hypoblast) tissues. Although peri-gastruloids are not viable due to the exclusion of trophoblasts, they recapitulate critical stages of human peri-gastrulation development, such as forming amniotic and yolk sac cavities, developing bilaminar and trilaminar embryonic discs, specifying primordial germ cells, initiating gastrulation, and undergoing early neurulation and organogenesis. Single-cell RNA-sequencing unveiled transcriptomic similarities between advanced human peri-gastruloids and primary peri-gastrulation cell types found in humans and non-human primates. This peri-gastruloid platform allows for further exploration beyond gastrulation and may potentially aid in the development of human fetal tissues for use in regenerative medicine.
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Affiliation(s)
- Lizhong Liu
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Seiya Oura
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Zachary Markham
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - James N Hamilton
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Robin M Skory
- Department of Obstetrics and Gynecology, Division of Reproductive Endocrinology and Infertility, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Cell and Developmental Biology, Institute for Regenerative Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Leijie Li
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Masahiro Sakurai
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Lei Wang
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Carlos A Pinzon-Arteaga
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Nicolas Plachta
- Department of Cell and Developmental Biology, Institute for Regenerative Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Gary C Hon
- Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA; Department of Obstetrics and Gynecology, University of Texas Southwestern Medical Center, Dallas, TX, USA; Department of Bioinformatics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Jun Wu
- Department of Molecular Biology, University of Texas Southwestern Medical Center, Dallas, TX, USA; Hamon Center for Regenerative Science and Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA; Cecil H. and Ida Green Center for Reproductive Biology Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA.
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