A single-cell survey of cellular hierarchy in acute myeloid leukemia

Abstract Background Acute myeloid leukemia (AML) is a fatal hematopoietic malignancy and has a prognosis that varies with its genetic complexity. However, there has been no appropriate integrative analysis on the hierarchy of different AML subtypes. Methods Using Microwell-seq, a high-throughput sin...

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Main Authors: Junqing Wu, Yanyu Xiao, Jie Sun, Huiyu Sun, Haide Chen, Yuanyuan Zhu, Huarui Fu, Chengxuan Yu, Weigao E., Shujing Lai, Lifeng Ma, Jiaqi Li, Lijiang Fei, Mengmeng Jiang, Jingjing Wang, Fang Ye, Renying Wang, Ziming Zhou, Guodong Zhang, Tingyue Zhang, Qiong Ding, Zou Wang, Sheng Hao, Lizhen Liu, Weiyan Zheng, Jingsong He, Weijia Huang, Yungui Wang, Jin Xie, Tiefeng Li, Tao Cheng, Xiaoping Han, He Huang, Guoji Guo
Format: Article
Language:English
Published: BMC 2020-09-01
Series:Journal of Hematology & Oncology
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13045-020-00941-y
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author Junqing Wu
Yanyu Xiao
Jie Sun
Huiyu Sun
Haide Chen
Yuanyuan Zhu
Huarui Fu
Chengxuan Yu
Weigao E.
Shujing Lai
Lifeng Ma
Jiaqi Li
Lijiang Fei
Mengmeng Jiang
Jingjing Wang
Fang Ye
Renying Wang
Ziming Zhou
Guodong Zhang
Tingyue Zhang
Qiong Ding
Zou Wang
Sheng Hao
Lizhen Liu
Weiyan Zheng
Jingsong He
Weijia Huang
Yungui Wang
Jin Xie
Tiefeng Li
Tao Cheng
Xiaoping Han
He Huang
Guoji Guo
spellingShingle Junqing Wu
Yanyu Xiao
Jie Sun
Huiyu Sun
Haide Chen
Yuanyuan Zhu
Huarui Fu
Chengxuan Yu
Weigao E.
Shujing Lai
Lifeng Ma
Jiaqi Li
Lijiang Fei
Mengmeng Jiang
Jingjing Wang
Fang Ye
Renying Wang
Ziming Zhou
Guodong Zhang
Tingyue Zhang
Qiong Ding
Zou Wang
Sheng Hao
Lizhen Liu
Weiyan Zheng
Jingsong He
Weijia Huang
Yungui Wang
Jin Xie
Tiefeng Li
Tao Cheng
Xiaoping Han
He Huang
Guoji Guo
A single-cell survey of cellular hierarchy in acute myeloid leukemia
Journal of Hematology & Oncology
Acute myeloid leukemia
Single-cell mRNA sequencing
Microwell-seq
Ribosomal protein
Single-molecule real-time sequencing
Cancer attractor
author_facet Junqing Wu
Yanyu Xiao
Jie Sun
Huiyu Sun
Haide Chen
Yuanyuan Zhu
Huarui Fu
Chengxuan Yu
Weigao E.
Shujing Lai
Lifeng Ma
Jiaqi Li
Lijiang Fei
Mengmeng Jiang
Jingjing Wang
Fang Ye
Renying Wang
Ziming Zhou
Guodong Zhang
Tingyue Zhang
Qiong Ding
Zou Wang
Sheng Hao
Lizhen Liu
Weiyan Zheng
Jingsong He
Weijia Huang
Yungui Wang
Jin Xie
Tiefeng Li
Tao Cheng
Xiaoping Han
He Huang
Guoji Guo
author_sort Junqing Wu
title A single-cell survey of cellular hierarchy in acute myeloid leukemia
title_short A single-cell survey of cellular hierarchy in acute myeloid leukemia
title_full A single-cell survey of cellular hierarchy in acute myeloid leukemia
title_fullStr A single-cell survey of cellular hierarchy in acute myeloid leukemia
title_full_unstemmed A single-cell survey of cellular hierarchy in acute myeloid leukemia
title_sort single-cell survey of cellular hierarchy in acute myeloid leukemia
publisher BMC
series Journal of Hematology & Oncology
issn 1756-8722
publishDate 2020-09-01
description Abstract Background Acute myeloid leukemia (AML) is a fatal hematopoietic malignancy and has a prognosis that varies with its genetic complexity. However, there has been no appropriate integrative analysis on the hierarchy of different AML subtypes. Methods Using Microwell-seq, a high-throughput single-cell mRNA sequencing platform, we analyzed the cellular hierarchy of bone marrow samples from 40 patients and 3 healthy donors. We also used single-cell single-molecule real-time (SMRT) sequencing to investigate the clonal heterogeneity of AML cells. Results From the integrative analysis of 191727 AML cells, we established a single-cell AML landscape and identified an AML progenitor cell cluster with novel AML markers. Patients with ribosomal protein high progenitor cells had a low remission rate. We deduced two types of AML with diverse clinical outcomes. We traced mitochondrial mutations in the AML landscape by combining Microwell-seq with SMRT sequencing. We propose the existence of a phenotypic “cancer attractor” that might help to define a common phenotype for AML progenitor cells. Finally, we explored the potential drug targets by making comparisons between the AML landscape and the Human Cell Landscape. Conclusions We identified a key AML progenitor cell cluster. A high ribosomal protein gene level indicates the poor prognosis. We deduced two types of AML and explored the potential drug targets. Our results suggest the existence of a cancer attractor.
topic Acute myeloid leukemia
Single-cell mRNA sequencing
Microwell-seq
Ribosomal protein
Single-molecule real-time sequencing
Cancer attractor
url http://link.springer.com/article/10.1186/s13045-020-00941-y
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spelling doaj-392d6af855674295ab08489b42a89bc62020-11-25T03:47:56ZengBMCJournal of Hematology & Oncology1756-87222020-09-0113111910.1186/s13045-020-00941-yA single-cell survey of cellular hierarchy in acute myeloid leukemiaJunqing Wu0Yanyu Xiao1Jie Sun2Huiyu Sun3Haide Chen4Yuanyuan Zhu5Huarui Fu6Chengxuan Yu7Weigao E.8Shujing Lai9Lifeng Ma10Jiaqi Li11Lijiang Fei12Mengmeng Jiang13Jingjing Wang14Fang Ye15Renying Wang16Ziming Zhou17Guodong Zhang18Tingyue Zhang19Qiong Ding20Zou Wang21Sheng Hao22Lizhen Liu23Weiyan Zheng24Jingsong He25Weijia Huang26Yungui Wang27Jin Xie28Tiefeng Li29Tao Cheng30Xiaoping Han31He Huang32Guoji Guo33Center for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineWuhan Biobank Co., LTDWuhan Biobank Co., LTDWuhan Biobank Co., LTDBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineBone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of MedicineInstitute of Hematology, The First Affiliated Hospital, Zhejiang University School of MedicineState Key Laboratory of Fluid Power and Mechatronic Systems, Zhejiang UniversityInstitute of Applied Mechanics, Zhejiang UniversityInstitute of Hematology and Blood Disease Hospital, Chinese Academy of Medical Sciences and Peking Union Medical CollegeCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineInstitute of Hematology, The First Affiliated Hospital, Zhejiang University School of MedicineCenter for Stem Cell and Regenerative Medicine, The First Affiliated Hospital, Zhejiang University School of MedicineAbstract Background Acute myeloid leukemia (AML) is a fatal hematopoietic malignancy and has a prognosis that varies with its genetic complexity. However, there has been no appropriate integrative analysis on the hierarchy of different AML subtypes. Methods Using Microwell-seq, a high-throughput single-cell mRNA sequencing platform, we analyzed the cellular hierarchy of bone marrow samples from 40 patients and 3 healthy donors. We also used single-cell single-molecule real-time (SMRT) sequencing to investigate the clonal heterogeneity of AML cells. Results From the integrative analysis of 191727 AML cells, we established a single-cell AML landscape and identified an AML progenitor cell cluster with novel AML markers. Patients with ribosomal protein high progenitor cells had a low remission rate. We deduced two types of AML with diverse clinical outcomes. We traced mitochondrial mutations in the AML landscape by combining Microwell-seq with SMRT sequencing. We propose the existence of a phenotypic “cancer attractor” that might help to define a common phenotype for AML progenitor cells. Finally, we explored the potential drug targets by making comparisons between the AML landscape and the Human Cell Landscape. Conclusions We identified a key AML progenitor cell cluster. A high ribosomal protein gene level indicates the poor prognosis. We deduced two types of AML and explored the potential drug targets. Our results suggest the existence of a cancer attractor.http://link.springer.com/article/10.1186/s13045-020-00941-yAcute myeloid leukemiaSingle-cell mRNA sequencingMicrowell-seqRibosomal proteinSingle-molecule real-time sequencingCancer attractor