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author Qiu, Xiaojie
Zhu, Daniel Y
Lu, Yifan
Yao, Jiajun
Jing, Zehua
Min, Kyung Hoi
Cheng, Mengnan
Pan, Hailin
Zuo, Lulu
King, Samuel
Fang, Qi
Zheng, Huiwen
Wang, Mingyue
Wang, Shuai
Zhang, Qingquan
Yu, Sichao
Liao, Sha
Liu, Chao
Wu, Xinchao
Lai, Yiwei
Hao, Shijie
Zhang, Zhewei
Wu, Liang
Zhang, Yong
Li, Mei
Tu, Zhencheng
Lin, Jinpei
Yang, Zhuoxuan
Li, Yuxiang
Gu, Ying
Ellison, David
Chen, Ao
Liu, Longqi
Weissman, Jonathan S
Ma, Jiayi
Xu, Xun
Liu, Shiping
Bai, Yinqi
author_facet Qiu, Xiaojie
Zhu, Daniel Y
Lu, Yifan
Yao, Jiajun
Jing, Zehua
Min, Kyung Hoi
Cheng, Mengnan
Pan, Hailin
Zuo, Lulu
King, Samuel
Fang, Qi
Zheng, Huiwen
Wang, Mingyue
Wang, Shuai
Zhang, Qingquan
Yu, Sichao
Liao, Sha
Liu, Chao
Wu, Xinchao
Lai, Yiwei
Hao, Shijie
Zhang, Zhewei
Wu, Liang
Zhang, Yong
Li, Mei
Tu, Zhencheng
Lin, Jinpei
Yang, Zhuoxuan
Li, Yuxiang
Gu, Ying
Ellison, David
Chen, Ao
Liu, Longqi
Weissman, Jonathan S
Ma, Jiayi
Xu, Xun
Liu, Shiping
Bai, Yinqi
Qiu, Xiaojie
Zhu, Daniel Y
Lu, Yifan
Yao, Jiajun
Jing, Zehua
Min, Kyung Hoi
Cheng, Mengnan
Pan, Hailin
Zuo, Lulu
King, Samuel
Fang, Qi
Zheng, Huiwen
Wang, Mingyue
Wang, Shuai
Zhang, Qingquan
Yu, Sichao
Liao, Sha
Liu, Chao
Wu, Xinchao
Lai, Yiwei
Hao, Shijie
Zhang, Zhewei
Wu, Liang
Zhang, Yong
Li, Mei
Tu, Zhencheng
Lin, Jinpei
Yang, Zhuoxuan
Li, Yuxiang
Gu, Ying
Ellison, David
Chen, Ao
Liu, Longqi
Weissman, Jonathan S
Ma, Jiayi
Xu, Xun
Liu, Shiping
Bai, Yinqi
collection PubMed - marine biology
contents Spatiotemporal modeling of molecular holograms. Qiu, Xiaojie Zhu, Daniel Y Lu, Yifan Yao, Jiajun Jing, Zehua Min, Kyung Hoi Cheng, Mengnan Pan, Hailin Zuo, Lulu King, Samuel Fang, Qi Zheng, Huiwen Wang, Mingyue Wang, Shuai Zhang, Qingquan Yu, Sichao Liao, Sha Liu, Chao Wu, Xinchao Lai, Yiwei Hao, Shijie Zhang, Zhewei Wu, Liang Zhang, Yong Li, Mei Tu, Zhencheng Lin, Jinpei Yang, Zhuoxuan Li, Yuxiang Gu, Ying Ellison, David Chen, Ao Liu, Longqi Weissman, Jonathan S Ma, Jiayi Xu, Xun Liu, Shiping Bai, Yinqi Animals Mice Holography Embryonic Development Spatio-Temporal Analysis Cell Movement Imaging, Three-Dimensional Embryo, Mammalian Organogenesis Heart Quantifying spatiotemporal dynamics during embryogenesis is crucial for understanding congenital diseases. We developed Spateo (https://github.com/aristoteleo/spateo-release), a 3D spatiotemporal modeling framework, and applied it to a 3D mouse embryogenesis atlas at E9.5 and E11.5, capturing eight million cells. Spateo enables scalable, partial, non-rigid alignment, multi-slice refinement, and mesh correction to create molecular holograms of whole embryos. It introduces digitization methods to uncover multi-level biology from subcellular to whole organ, identifying expression gradients along orthogonal axes of emergent 3D structures, e.g., secondary organizers such as midbrain-hindbrain boundary (MHB). Spateo further jointly models intercellular and intracellular interaction to dissect signaling landscapes in 3D structures, including the zona limitans intrathalamica (ZLI). Lastly, Spateo introduces "morphometric vector fields" of cell migration and integrates spatial differential geometry to unveil molecular programs underlying asymmetrical murine heart organogenesis and others, bridging macroscopic changes with molecular dynamics. Thus, Spateo enables the study of organ ecology at a molecular level in 3D space over time.
format Artículo científico
id pubmed_39532097
institution PubMed
language en
publishDate 2024
publisher Cell
record_format pubmed
spellingShingle Spatiotemporal modeling of molecular holograms.
Qiu, Xiaojie
Zhu, Daniel Y
Lu, Yifan
Yao, Jiajun
Jing, Zehua
Min, Kyung Hoi
Cheng, Mengnan
Pan, Hailin
Zuo, Lulu
King, Samuel
Fang, Qi
Zheng, Huiwen
Wang, Mingyue
Wang, Shuai
Zhang, Qingquan
Yu, Sichao
Liao, Sha
Liu, Chao
Wu, Xinchao
Lai, Yiwei
Hao, Shijie
Zhang, Zhewei
Wu, Liang
Zhang, Yong
Li, Mei
Tu, Zhencheng
Lin, Jinpei
Yang, Zhuoxuan
Li, Yuxiang
Gu, Ying
Ellison, David
Chen, Ao
Liu, Longqi
Weissman, Jonathan S
Ma, Jiayi
Xu, Xun
Liu, Shiping
Bai, Yinqi
Animals
Mice
Holography
Embryonic Development
Spatio-Temporal Analysis
Cell Movement
Imaging, Three-Dimensional
Embryo, Mammalian
Organogenesis
Heart
Spatiotemporal modeling of molecular holograms. Qiu, Xiaojie Zhu, Daniel Y Lu, Yifan Yao, Jiajun Jing, Zehua Min, Kyung Hoi Cheng, Mengnan Pan, Hailin Zuo, Lulu King, Samuel Fang, Qi Zheng, Huiwen Wang, Mingyue Wang, Shuai Zhang, Qingquan Yu, Sichao Liao, Sha Liu, Chao Wu, Xinchao Lai, Yiwei Hao, Shijie Zhang, Zhewei Wu, Liang Zhang, Yong Li, Mei Tu, Zhencheng Lin, Jinpei Yang, Zhuoxuan Li, Yuxiang Gu, Ying Ellison, David Chen, Ao Liu, Longqi Weissman, Jonathan S Ma, Jiayi Xu, Xun Liu, Shiping Bai, Yinqi Animals Mice Holography Embryonic Development Spatio-Temporal Analysis Cell Movement Imaging, Three-Dimensional Embryo, Mammalian Organogenesis Heart Quantifying spatiotemporal dynamics during embryogenesis is crucial for understanding congenital diseases. We developed Spateo (https://github.com/aristoteleo/spateo-release), a 3D spatiotemporal modeling framework, and applied it to a 3D mouse embryogenesis atlas at E9.5 and E11.5, capturing eight million cells. Spateo enables scalable, partial, non-rigid alignment, multi-slice refinement, and mesh correction to create molecular holograms of whole embryos. It introduces digitization methods to uncover multi-level biology from subcellular to whole organ, identifying expression gradients along orthogonal axes of emergent 3D structures, e.g., secondary organizers such as midbrain-hindbrain boundary (MHB). Spateo further jointly models intercellular and intracellular interaction to dissect signaling landscapes in 3D structures, including the zona limitans intrathalamica (ZLI). Lastly, Spateo introduces "morphometric vector fields" of cell migration and integrates spatial differential geometry to unveil molecular programs underlying asymmetrical murine heart organogenesis and others, bridging macroscopic changes with molecular dynamics. Thus, Spateo enables the study of organ ecology at a molecular level in 3D space over time.
title Spatiotemporal modeling of molecular holograms.
topic Animals
Mice
Holography
Embryonic Development
Spatio-Temporal Analysis
Cell Movement
Imaging, Three-Dimensional
Embryo, Mammalian
Organogenesis
Heart
url https://pubmed.ncbi.nlm.nih.gov/39532097/