Evidence map›Paper›PMID 41917757›Full record

ArticleBrain and behavior2026

Brain Functional Connectivity as a Mediator Between Hematological Metrics and Cognitive Decline in Children With Beta-thalassemia Major.

Shumin Xu, Yi Zheng, Yaowen Li, Xinyi Liu, Sixi Liu, Xiaodong Wang, Jiazhen Wu, Gui Huang, Mengting Liu, Hongwu Zeng

Abstract read
In one paragraph

Article in Brain and behavior, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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0cells of the map it votes in
2citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Shumin XuDepartment of Radiology, Shenzhen Children's Hospital, Shenzhen, China.
Yi ZhengSchool of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China.
Yaowen LiDepartment of Radiology, Shenzhen Children's Hospital, Shenzhen, China.
Xinyi LiuDepartment of Radiology, Shenzhen Children's Hospital, Shenzhen, China.
Sixi LiuDepartment of Radiology, Shenzhen Children's Hospital, Shenzhen, China.
Xiaodong WangDepartment of Radiology, Shenzhen Children's Hospital, Shenzhen, China.
Jiazhen WuDepartment of Electronic Engineering, Shantou University, Shantou, Guangdong, China.
Gui HuangSchool of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China.
Mengting LiuSchool of Biomedical Engineering, Sun Yat-sen University, Shenzhen, China.
Hongwu ZengDepartment of Radiology, Shenzhen Children's Hospital, Shenzhen, China.

Funding

Sanming Project of Medicine in Shenzen Municipality SZSM202011005Shenzhen Science and Technology Innovation Program JCYJ20240813112459030Special Fund for High-level Hospital Construction of Guangdong Province ynkt2021-zz47
6 · The paper itself

Abstract

purposeThis study aimed to identify functional brain connectivity patterns associated with cognitive performance in Beta-thalassemia major (β-TM) children and to determine whether hematological factors influence cognition indirectly through alterations in connectivity.

methodWe recruited 25 children with β-TM and 35 age-matched healthy controls. Cognitive performance was assessed using the Wechsler Intelligence Scale (WIS). Resting-state functional MRI data were processed to construct whole-brain functional connectivity matrices. We applied network-based statistics (NBS) to compare connectivity differences between groups and connectome-based predictive modeling (CPM) with cross-validation to predict cognitive scores. Mediation analyses were further conducted to test whether hematological metrics (hemoglobin level, red blood cell distribution width) impacted cognition through functional connectivity. FINDING: Compared to controls, β-TM children showed significantly reduced WIS scores and widespread disruptions in functional connectivity, particularly in cerebellar, motor, and temporal networks. The CPM approach identified a predictive network that largely overlapped with the NBS-derived network and robustly predicted WIS scores. Mediation analysis revealed that hemoglobin and red blood cell distribution width influenced cognitive scores indirectly through altered connectivity, indicating a full mediation effect.

conclusionThis study provides evidence that hematological abnormalities in β-TM children impair cognitive performance via their impact on functional brain networks. Functional connectivity signatures derived from CPM may serve as early neuromarkers of cognitive vulnerability and could inform future monitoring and intervention strategies in this population.

Indexed as

beta-ThalassemiaBrainCognitive DysfunctionAdolescentChildCognitionConnectomeFemaleHemoglobinsHumansMagnetic Resonance ImagingMaleNerve NetNeural PathwaysWechsler ScalesHemoglobinsbeta‐thalassemia majorbrain networkcognitive impairmentconnectome‐based predictive modelingfMRIhematological abnormalities

Identifiers

PMID41917757
PMCPMC13112019

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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.