HCA Data Explorer

Single-Cell RNA Sequencing Maps Endothelial Metabolic Plasticity in Pathological Angiogenesis.

Updated October 1, 2022

Endothelial cell (EC) metabolism is an emerging target for anti-angiogenic therapy in tumor angiogenesis and choroidal neovascularization (CNV), but little is known about individual EC metabolic transcriptomes. By single-cell RNA sequencing 28,337 murine choroidal ECs (CECs) and sprouting CNV-ECs, we constructed a taxonomy to characterize their heterogeneity. Comparison with murine lung tumor ECs (TECs) revealed congruent marker gene expression by distinct EC phenotypes across tissues and diseases, suggesting similar angiogenic mechanisms. Trajectory inference predicted that differentiation of venous to angiogenic ECs was accompanied by metabolic transcriptome plasticity. ECs displayed metabolic transcriptome heterogeneity during cell-cycle progression and in quiescence. Hypothesizing that conserved genes are important, we used an integrated analysis, based on congruent transcriptome analysis, CEC-tailored genome-scale metabolic modeling, and gene expression meta-analysis in cross-species datasets, followed by in vitro and in vivo validation, to identify SQLE and ALDH18A1 as previously unknown metabolic angiogenic targets.

Xuri LiState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou 510060, Guangdong, China.lixr6@mail.sysu.edu.cn
Yonglun LuoDepartment of Biomedicine, Aarhus University, Aarhus 8000, Denmark; Lars Bolund Institute of Regenerative Medicine, BGI-Qingdao, Qingdao 266555, China; BGI-Shenzhen, Shenzhen 518083, China; China National GeneBank, BGI-Shenzhen, Shenzhen 518120, China.alun@biomed.au.dk
Peter CarmelietLaboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology, VIB, Department of Oncology, Leuven Cancer Institute, KU Leuven, Leuven 3000, Belgium; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou 510060, Guangdong, China.peter.carmeliet@kuleuven.vib.be
Katerina Rohlenova1
Jermaine Goveia1
Melissa García-Caballero1
Abhishek Subramanian1
Joanna Kalucka1
Lucas Treps1
Kim D Falkenberg1
Laura P M H de Rooij1
Yingfeng Zheng2
Lin Lin3
Liliana Sokol1
Laure-Anne Teuwen4
Vincent Geldhof1
Federico Taverna1
Andreas Pircher1
Lena-Christin Conradi1
Shawez Khan1
Steve Stegen5
Dena Panovska6
Frederik De Smet6
Frank J T Staal7
Rene J Mclaughlin7
Stefan Vinckier1
Tine Van Bergen8
Nadine Ectors6
Patrik De Haes8
Jian Wang9
Lars Bolund3
Luc Schoonjans10
Tobias K Karakach1
Huanming Yang9
Geert Carmeliet5
Yizhi Liu2
Bernard Thienpont11
Mieke Dewerchin1
Guy Eelen1
Xuri Li2
Yonglun Luo12
Peter Carmeliet10
1Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology, VIB, Department of Oncology, Leuven Cancer Institute, KU Leuven, Leuven 3000, Belgium.
2State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou 510060, Guangdong, China.
3Department of Biomedicine, Aarhus University, Aarhus 8000, Denmark; Lars Bolund Institute of Regenerative Medicine, BGI-Qingdao, Qingdao 266555, China.
4Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology, VIB, Department of Oncology, Leuven Cancer Institute, KU Leuven, Leuven 3000, Belgium; Translational Cancer Research Unit, GZA Hospitals Sint-Augustinus, Antwerp 2610, Belgium; Center for Oncological Research, University of Antwerp, Antwerp 2000, Belgium.
5Laboratory of Clinical and Experimental Endocrinology, Department of Chronic Diseases, Metabolism and Aging, KU Leuven, Leuven 3000, Belgium.
6Laboratory for Precision Cancer Medicine, Translational Cell & Tissue Research, Department of Imaging & Pathology, KU Leuven, Leuven 3000, Belgium.
7Department of Immunology and Blood Transfusion, Leiden University Medical Center, Leiden 2300 RC, the Netherlands.
8OXURION NV, Leuven 3001, Belgium.
9BGI-Shenzhen, Shenzhen 518083, China; China National GeneBank, BGI-Shenzhen, Shenzhen 518120, China.
10Laboratory of Angiogenesis and Vascular Metabolism, Center for Cancer Biology, VIB, Department of Oncology, Leuven Cancer Institute, KU Leuven, Leuven 3000, Belgium; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou 510060, Guangdong, China.
11Laboratory for Functional Epigenetics, Department of Human Genetics, KU Leuven, Leuven 3000, Belgium.
12Department of Biomedicine, Aarhus University, Aarhus 8000, Denmark; Lars Bolund Institute of Regenerative Medicine, BGI-Qingdao, Qingdao 266555, China; BGI-Shenzhen, Shenzhen 518083, China; China National GeneBank, BGI-Shenzhen, Shenzhen 518120, China.
Ami Day

To reference this project, please use the following link:

https://explore.data.humancellatlas.org/projects/4c73d1e4-bad2-4a22-a0ba-55abbdbdcc3d

Supplementary links are provided by contributors and represent items such as additional data which can’t be hosted here; code that was used to analyze this data; or tools and visualizations associated with this specific dataset.

1.https://www.vibcancer.be/software-tools/Murine_ECTax2.https://www.vibcancer.be/software-tools/endodb
INSDC Project Accessions:Array Express Accessions:INSDC Study Accessions:

Downloaded and exported data is governed by the HCA Data Release Policy and licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). For more information please see our Data Use Agreement.

Analysis Portals

None

Project Label

SingleCellPathologicalAngiogenesis

Species

2 species

Sample Type

specimens

Anatomical Entity

eye

Organ Part

optic choroid

Selected Cell Types

endothelial cell

Disease Status (Specimen)

2 disease statuses

Disease Status (Donor)

2 disease statuses

Development Stage

2 development stages

Library Construction Method

10X 3' v2

Nucleic Acid Source

single cell

Paired End

false

Analysis Protocol

analysis_protocol_processed, cell_type_assignment, human_analysis_protocol_raw, mouse_analysis_protocol_raw

File Format

3 file formats

Cell Count Estimate

30.0k

Donor Count

37
csv10 file(s)fastq.gz184 file(s)xlsx1 file(s)