Evidence map›Paper›PMID 41484610›Full record

ArticleCancer cell international2026

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

Xiao Liu, Ru Zhang, Heng Zhang, Junyi Xin, Huiqin Li, Yongchu Pan, Liwen Zhu, Meiyun Kang, Hua Jiang, Yongjun Fang and 2 more

Abstract read
In one paragraph

Article in Cancer cell international, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Xiao Liu *Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University, No. 101 Longmian Avenue, Nanjing, 211166, China.
Ru Zhang *Department of Hematology and Oncology, Guangzhou Women and Children's Medical Center, Guangzhou, China.
Heng Zhang *Department of Hematology and Oncology, Children's Hospital of Nanjing Medical University, Nanjing, China.
Junyi XinDepartments of Environmental Genomics and Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, China.
Huiqin LiDepartments of Environmental Genomics and Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, School of Public Health, Nanjing Medical University, Nanjing, China.
Yongchu PanState Key Laboratory Cultivation Base of Research, Prevention and Treatment for Oral Diseases, Nanjing Medical University, Nanjing, China.
Liwen ZhuDepartment of Hematology and Oncology, Children's Hospital of Nanjing Medical University, Nanjing, China.
Meiyun KangDepartment of Hematology and Oncology, Children's Hospital of Nanjing Medical University, Nanjing, China.
Hua JiangDepartment of Hematology and Oncology, Guangzhou Women and Children's Medical Center, Guangzhou, China.
Yongjun FangDepartment of Hematology and Oncology, Children's Hospital of Nanjing Medical University, Nanjing, China. fyj322@189.cn.
Yao XueDepartment of Hematology and Oncology, Children's Hospital of Nanjing Medical University, Nanjing, China. yxue@njmu.edu.cn.
Mulong DuDepartment of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University, No. 101 Longmian Avenue, Nanjing, 211166, China. drdumulong@njmu.edu.cn.

Funding

Nanjing Medical Science and Technology Development Project YKK21149Nanjing Medical Science and Technology Development Project YKK22163Nanjing Medical Science and Technology Development Project YKK24163Nanjing Medical University Science and Technology Development Foundation NMUB20220027Nanjing Postdoctoral Research Funding Program 310162Natural Science Foundation of Jiangsu Province BK20220197
6 · The paper itself

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.

Indexed as

Acute lymphoblastic leukemiaClinical phenomicsExome-wide association studyRare variantSurvivorship

Identifiers

PMID41484610
PMCPMC12865977

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.