Search Results - "Cang, Zixuan"
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Inferring spatial and signaling relationships between cells from single cell transcriptomic data
Published in Nature communications (29-04-2020)“…Single-cell RNA sequencing (scRNA-seq) provides details for individual cells; however, crucial spatial information is often lost. We present SpaOTsc, a method…”
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TopologyNet: Topology based deep convolutional and multi-task neural networks for biomolecular property predictions
Published in PLoS computational biology (01-07-2017)“…Although deep learning approaches have had tremendous success in image, video and audio processing, computer vision, and speech recognition, their applications…”
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3
Representability of algebraic topology for biomolecules in machine learning based scoring and virtual screening
Published in PLoS computational biology (08-01-2018)“…This work introduces a number of algebraic topology approaches, including multi-component persistent homology, multi-level persistent homology, and…”
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A topology-based network tree for the prediction of protein–protein binding affinity changes following mutation
Published in Nature machine intelligence (01-02-2020)“…The ability to predict protein–protein interactions is crucial to our understanding of a wide range of biological activities and functions in the human body,…”
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Identifying multicellular spatiotemporal organization of cells with SpaceFlow
Published in Nature communications (14-07-2022)“…One major challenge in analyzing spatial transcriptomic datasets is to simultaneously incorporate the cell transcriptome similarity and their spatial…”
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A review of mathematical representations of biomolecular data
Published in Physical chemistry chemical physics : PCCP (26-02-2020)“…Recently, machine learning (ML) has established itself in various worldwide benchmarking competitions in computational biology, including Critical Assessment…”
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Defining Epidermal Basal Cell States during Skin Homeostasis and Wound Healing Using Single-Cell Transcriptomics
Published in Cell reports (Cambridge) (17-03-2020)“…Our knowledge of transcriptional heterogeneities in epithelial stem and progenitor cell compartments is limited. Epidermal basal cells sustain cutaneous tissue…”
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DEEPsc: A Deep Learning-Based Map Connecting Single-Cell Transcriptomics and Spatial Imaging Data
Published in Frontiers in genetics (23-03-2021)“…Single-cell RNA sequencing (scRNA-seq) data provides unprecedented information on cell fate decisions; however, the spatial arrangement of cells is often lost…”
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Deciphering tissue structure and function using spatial transcriptomics
Published in Communications biology (10-03-2022)“…The rapid development of spatial transcriptomics (ST) techniques has allowed the measurement of transcriptional levels across many genes together with the…”
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Single-cell transcriptomic analysis of zebrafish cranial neural crest reveals spatiotemporal regulation of lineage decisions during development
Published in Cell reports (Cambridge) (21-12-2021)“…Neural crest (NC) cells migrate throughout vertebrate embryos to give rise to a huge variety of cell types, but when and where lineages emerge and their…”
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A multiscale model via single-cell transcriptomics reveals robust patterning mechanisms during early mammalian embryo development
Published in PLoS computational biology (08-03-2021)“…During early mammalian embryo development, a small number of cells make robust fate decisions at particular spatial locations in a tight time window to form…”
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A Study of Gene Expression, Structure, and Contractility of iPSC-Derived Cardiac Myocytes from a Family with Heart Disease due to LMNA Mutation
Published in Annals of biomedical engineering (01-12-2021)“…Genetic mutations to the Lamin A/C gene ( LMNA ) can cause heart disease, but the mechanisms making cardiac tissues uniquely vulnerable to the mutations remain…”
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LMNA -Related Dilated Cardiomyopathy: Single-Cell Transcriptomics during Patient-Derived iPSC Differentiation Support Cell Type and Lineage-Specific Dysregulation of Gene Expression and Development for Cardiomyocytes and Epicardium-Derived Cells with Lamin A/C Haploinsufficiency
Published in Cells (Basel, Switzerland) (03-09-2024)“…-related dilated cardiomyopathy (DCM) is an autosomal-dominant genetic condition with cardiomyocyte and conduction system dysfunction often resulting in heart…”
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A mathematical method and software for spatially mapping intercellular communication
Published in Nature methods (01-02-2023)“…Communication between cells is crucial for coordinated cellular functions in multicellular organisms. We present an optimal transport theory-based tool to…”
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Topological and geometric analysis of cell states in single-cell transcriptomic data
Published in Briefings in bioinformatics (27-03-2024)“…Single-cell RNA sequencing (scRNA-seq) enables dissecting cellular heterogeneity in tissues, resulting in numerous biological discoveries. Various…”
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Analysis and prediction of protein folding energy changes upon mutation by element specific persistent homology
Published in Bioinformatics (15-11-2017)“…Site directed mutagenesis is widely used to understand the structure and function of biomolecules. Computational prediction of mutation impacts on protein…”
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Integration of element specific persistent homology and machine learning for protein‐ligand binding affinity prediction
Published in International journal for numerical methods in biomedical engineering (01-02-2018)“…Protein‐ligand binding is a fundamental biological process that is paramount to many other biological processes, such as signal transduction, metabolic…”
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The landscape of cell–cell communication through single-cell transcriptomics
Published in Current opinion in systems biology (01-06-2021)“…Cell–cell communication is a fundamental process that shapes biological tissue. Historically, studies of cell–cell communication have been feasible for one or…”
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Screening cell–cell communication in spatial transcriptomics via collective optimal transport
Published in Nature methods (01-02-2023)“…Spatial transcriptomic technologies and spatially annotated single-cell RNA sequencing datasets provide unprecedented opportunities to dissect cell–cell…”
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20
Protein pocket detection via convex hull surface evolution and associated Reeb graph
Published in Bioinformatics (01-09-2018)“…Abstract Motivation Protein pocket information is invaluable for drug target identification, agonist design, virtual screening and receptor-ligand binding…”
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