Low frequency and rare coding variants affect susceptibility and progression of childhood acute lymphoblastic leukemia

This study aimed to explore the potential genetic underpinnings of childhood acute lymphoblastic leukemia (ALL). Initially, an exome-wide association analysis of 89 ALL survivors and 356 controls was conducted to identify candidate genes, incorporating single-variant tests and annotation-weighted aggregation tests. Single-cell analyses characterized the candidate genes’ biological context, while aggregate testing linked these genes to clinical traits in survivors, along with bulk tissue transcriptomes profiling their expression patterns in relation to secondary adverse events (e.g., progression, relapse, secondary malignant neoplasms or death). Results from single-variant tests showed that rs57421986 of hematology-related gene SPTB exhibited a suggestive association with ALL [minor allele frequency = 0.029, odds ratio (OR) = 21.7, P = 5.86 × 10− 5]. Aggregation tests of low-frequency and rare variants identified MFAP3L (P = 3.97 × 10− 8), CARD11 (P = 4.18 × 10− 8), NOL8 (P = 2.46 × 10− 10), and OR7G2 (P = 2.20 × 10− 7) as ALL-associated genes. Notably, CARD11 and NOL8 demonstrated differential expression across diverse immune cells between incident cases and controls. Clinical phenome analyses linked CARD11 to mean corpuscular hemoglobin (P = 4.32 × 10− 2), alkaline phosphatase (P = 4.33 × 10− 2), and free triiodothyronine (P = 4.85 × 10− 2), NOL8 to red blood cell count (P = 2.83 × 10− 4) and mean corpuscular volume (P = 2.04 × 10− 3), and OR7G2 to thyroid-stimulating hormone (P = 9.56 × 10− 3) and alkaline phosphatase levels (P = 3.07 × 10− 2). Furthermore, a higher expression of OR7G2 at diagnosis showed a suggestive association with the occurrence of secondary adverse events (P = 0.034). Our findings provide initial clues regarding the shared genetic factors underlying both ALL onset and prognosis. These insights may offer potential guidance for refined risk stratification and personalized survivorship care.

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Publication Details

Journal
Cancer Cell International
Published
2026-01-02
DOI
https://doi.org/10.1186/s12935-025-04128-8
Primary Topic
Acute Lymphoblastic Leukemia research
Type
article
Field-Weighted Citation Impact
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article

Low frequency and rare coding variants affect susceptibility and progression of childhood acute lymphoblastic leukemia

Yanghe Pan, Heng Zhang, Xiao Liu, Yao Xue et al.
Cancer Cell International
Acute Lymphoblastic Leukemia research
article

Low frequency and rare coding variants affect susceptibility and progression of childhood acute lymphoblastic leukemia

Yanghe Pan, Heng Zhang, Xiao Liu, Yao Xue, Mulong Du, Liwen Zhu, Meiyun Kang, Huiqin Li, Ru Zhang, Junyi Xin, Hua Jiang
article en

Abstract

This study aimed to explore the potential genetic underpinnings of childhood acute lymphoblastic leukemia (ALL). Initially, an exome-wide association analysis of 89 ALL survivors and 356 controls was conducted to identify candidate genes, incorporating single-variant tests and annotation-weighted aggregation tests. Single-cell analyses characterized the candidate genes’ biological context, while aggregate testing linked these genes to clinical traits in survivors, along with bulk tissue transcriptomes profiling their expression patterns in relation to secondary adverse events (e.g., progression, relapse, secondary malignant neoplasms or death). Results from single-variant tests showed that rs57421986 of hematology-related gene SPTB exhibited a suggestive association with ALL [minor allele frequency = 0.029, odds ratio (OR) = 21.7, P = 5.86 × 10− 5]. Aggregation tests of low-frequency and rare variants identified MFAP3L (P = 3.97 × 10− 8), CARD11 (P = 4.18 × 10− 8), NOL8 (P = 2.46 × 10− 10), and OR7G2 (P = 2.20 × 10− 7) as ALL-associated genes. Notably, CARD11 and NOL8 demonstrated differential expression across diverse immune cells between incident cases and controls. Clinical phenome analyses linked CARD11 to mean corpuscular hemoglobin (P = 4.32 × 10− 2), alkaline phosphatase (P = 4.33 × 10− 2), and free triiodothyronine (P = 4.85 × 10− 2), NOL8 to red blood cell count (P = 2.83 × 10− 4) and mean corpuscular volume (P = 2.04 × 10− 3), and OR7G2 to thyroid-stimulating hormone (P = 9.56 × 10− 3) and alkaline phosphatase levels (P = 3.07 × 10− 2). Furthermore, a higher expression of OR7G2 at diagnosis showed a suggestive association with the occurrence of secondary adverse events (P = 0.034). Our findings provide initial clues regarding the shared genetic factors underlying both ALL onset and prognosis. These insights may offer potential guidance for refined risk stratification and personalized survivorship care.

Cancer Cell InternationalVol. 26(1)
Nanjing Children's Hospital (CN), Guangzhou Women and Children Medical Center (CN), Ministry of Education (KR), Stomatology Hospital (CN), Second Affiliated Hospital of Nanjing Medical University (CN), Nanjing Medical University (CN), Guangzhou Medical University (CN)
Good health and well-being
Openalex Percentile: Top 99%
Acute Lymphoblastic Leukemia research
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