Cargando…

Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis

B cell precursor acute lymphoblastic leukemia (BCP-ALL) is a blood cancer that originates from the abnormal proliferation of B-lymphoid progenitors. Cell population components and cell–cell interaction in the bone marrow microenvironment are significant factors for progression, relapse, and therapy...

Descripción completa

Detalles Bibliográficos
Autores principales: Wu, Liang, Jiang, Minghao, Yu, Ping, Li, Jianfeng, Ouyang, Wen, Feng, Chong, Zhao, Wei Li, Dai, Yuting, Huang, Jinyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7987943/
https://www.ncbi.nlm.nih.gov/pubmed/33777800
http://dx.doi.org/10.3389/fonc.2021.639013
_version_ 1783668690475024384
author Wu, Liang
Jiang, Minghao
Yu, Ping
Li, Jianfeng
Ouyang, Wen
Feng, Chong
Zhao, Wei Li
Dai, Yuting
Huang, Jinyan
author_facet Wu, Liang
Jiang, Minghao
Yu, Ping
Li, Jianfeng
Ouyang, Wen
Feng, Chong
Zhao, Wei Li
Dai, Yuting
Huang, Jinyan
author_sort Wu, Liang
collection PubMed
description B cell precursor acute lymphoblastic leukemia (BCP-ALL) is a blood cancer that originates from the abnormal proliferation of B-lymphoid progenitors. Cell population components and cell–cell interaction in the bone marrow microenvironment are significant factors for progression, relapse, and therapy resistance of BCP-ALL. In this study, we identified specifically expressed genes in B cells and myeloid cells by analyzing single-cell RNA sequencing data for seven BCP-ALL samples and four healthy samples obtained from a public database. Integrating 1356 bulk RNA sequencing samples from a public database and our previous study, we found a total of 57 significant ligand–receptor pairs (24 upregulated and 33 downregulated) in the autocrine crosstalk network of B cells. Via assessment of the communication between B cells and myeloid cells, another 29 ligand–receptor pairs were discovered, some of which notably affected survival outcomes. A score-based model was constructed with least absolute shrinkage and selection operator (LASSO) using these ligand–receptor pairs. Patients with higher scores had poorer prognoses. This model can be applied to create predictions for both pediatric and adult BCP-ALL patients.
format Online
Article
Text
id pubmed-7987943
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-79879432021-03-25 Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis Wu, Liang Jiang, Minghao Yu, Ping Li, Jianfeng Ouyang, Wen Feng, Chong Zhao, Wei Li Dai, Yuting Huang, Jinyan Front Oncol Oncology B cell precursor acute lymphoblastic leukemia (BCP-ALL) is a blood cancer that originates from the abnormal proliferation of B-lymphoid progenitors. Cell population components and cell–cell interaction in the bone marrow microenvironment are significant factors for progression, relapse, and therapy resistance of BCP-ALL. In this study, we identified specifically expressed genes in B cells and myeloid cells by analyzing single-cell RNA sequencing data for seven BCP-ALL samples and four healthy samples obtained from a public database. Integrating 1356 bulk RNA sequencing samples from a public database and our previous study, we found a total of 57 significant ligand–receptor pairs (24 upregulated and 33 downregulated) in the autocrine crosstalk network of B cells. Via assessment of the communication between B cells and myeloid cells, another 29 ligand–receptor pairs were discovered, some of which notably affected survival outcomes. A score-based model was constructed with least absolute shrinkage and selection operator (LASSO) using these ligand–receptor pairs. Patients with higher scores had poorer prognoses. This model can be applied to create predictions for both pediatric and adult BCP-ALL patients. Frontiers Media S.A. 2021-03-10 /pmc/articles/PMC7987943/ /pubmed/33777800 http://dx.doi.org/10.3389/fonc.2021.639013 Text en Copyright © 2021 Wu, Jiang, Yu, Li, Ouyang, Feng, Zhao, Dai and Huang http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Oncology
Wu, Liang
Jiang, Minghao
Yu, Ping
Li, Jianfeng
Ouyang, Wen
Feng, Chong
Zhao, Wei Li
Dai, Yuting
Huang, Jinyan
Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis
title Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis
title_full Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis
title_fullStr Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis
title_full_unstemmed Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis
title_short Single-Cell Transcriptome Analysis Identifies Ligand–Receptor Pairs Associated With BCP-ALL Prognosis
title_sort single-cell transcriptome analysis identifies ligand–receptor pairs associated with bcp-all prognosis
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7987943/
https://www.ncbi.nlm.nih.gov/pubmed/33777800
http://dx.doi.org/10.3389/fonc.2021.639013
work_keys_str_mv AT wuliang singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT jiangminghao singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT yuping singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT lijianfeng singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT ouyangwen singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT fengchong singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT zhaoweili singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT daiyuting singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis
AT huangjinyan singlecelltranscriptomeanalysisidentifiesligandreceptorpairsassociatedwithbcpallprognosis