Single-cell analysis reveals altered tumor microenvironments of relapse- and remission-associated pediatric acute myeloid leukemia

被引:15
|
作者
Mumme, Hope [1 ]
Thomas, Beena E. [2 ,3 ]
Bhasin, Swati S. [2 ,3 ]
Krishnan, Upaasana [1 ,4 ]
Dwivedi, Bhakti [5 ]
Perumalla, Pruthvi [4 ]
Sarkar, Debasree [1 ,3 ]
Ulukaya, Gulay B. [1 ]
Sabnis, Himalee S. [2 ,3 ]
Park, Sunita I. [6 ]
Deryckere, Deborah [2 ,3 ]
Raikar, Sunil S. [2 ,3 ]
Pauly, Melinda [2 ,3 ]
Summers, Ryan J. [2 ,3 ]
Castellino, Sharon M. [2 ,3 ]
Wechsler, Daniel S. [2 ,3 ]
Porter, Christopher C. [2 ,3 ]
Graham, Douglas K. [2 ,3 ]
Bhasin, Manoj [1 ,2 ,3 ,4 ]
机构
[1] Emory Univ, Sch Med, Dept Biomed Informat, Atlanta, GA 30307 USA
[2] Childrens Healthcare Atlanta, Aflac Canc & Blood Disorders Ctr, Atlanta, GA 30303 USA
[3] Emory Univ, Sch Med, Dept Pediat, Atlanta, GA 30307 USA
[4] Georgia Inst Technol, Dept Biomed Engn, Atlanta, GA 30332 USA
[5] Emory Univ, Winship Canc Inst, Dept Biostat & Bioinformat Shared Resource, Atlanta, GA USA
[6] Emory Univ, Sch Med, Childrens Healthcare Atlanta, Dept Pathol & Lab Med,Dept Pathol, Atlanta, GA USA
关键词
EXPRESSION; PROLIFERATION; AGE; AML; ABNORMALITIES; TUMORIGENESIS; SYSTEM; GENOME; GENES; SET;
D O I
10.1038/s41467-023-41994-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Acute myeloid leukemia (AML) microenvironment exhibits cellular and molecular differences among various subtypes. Here, we utilize single-cell RNA sequencing (scRNA-seq) to analyze pediatric AML bone marrow (BM) samples from diagnosis (Dx), end of induction (EOI), and relapse timepoints. Analysis of Dx, EOI scRNA-seq, and TARGET AML RNA-seq datasets reveals an AML blasts-associated 7-gene signature (CLEC11A, PRAME, AZU1, NREP, ARMH1, C1QBP, TRH), which we validate on independent datasets. The analysis reveals distinct clusters of Dx relapse- and continuous complete remission (CCR)-associated AML-blasts with differential expression of genes associated with survival. At Dx, relapse-associated samples have more exhausted T cells while CCR-associated samples have more inflammatory M1 macrophages. Post-therapy EOI residual blasts overexpress fatty acid oxidation, tumor growth, and stemness genes. Also, a post-therapy T-cell cluster associated with relapse samples exhibits downregulation of MHC Class I and T-cell regulatory genes. Altogether, this study deeply characterizes pediatric AML relapse- and CCR-associated samples to provide insights into the BM microenvironment landscape. Single-cell RNA-seq could help identify acute myeloid leukaemia (AML) patients at high risk of relapse after therapy. Here, the authors use single-cell RNA-seq from paediatric AML samples to construct a 7-gene signature that can identify malignant cells at diagnosis, which are distinctly associated with relapse or complete remission.
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页数:20
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