Clinical‐State Validation Should Precede Patient‐Level Use of Glioma Connectivity Anomaly Maps

Multimodal anomaly maps can reveal distributed structural and functional connectivity deviations in glioma, but resting-state functional connectivity also reflects scan-day motion, vigilance, symptoms, seizures, and medication exposure. We propose prespecifying whether the target is tumor-associated alteration, all-cause patient-state deviation, or prognosis; recording a compact clinical-state vector; auditing state leakage and repeatability; and externally validating incremental clinical value before patient-level use.

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Publication Details

Journal
NMR in Biomedicine
Published
2026-09-04
DOI
https://doi.org/10.1002/nbm.70391
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

Clinical‐State Validation Should Precede Patient‐Level Use of Glioma Connectivity Anomaly Maps

Lien‐Chung Wei, Siang‐Syuan Kong
NMR in Biomedicine
Functional Brain Connectivity Studies
article

Clinical‐State Validation Should Precede Patient‐Level Use of Glioma Connectivity Anomaly Maps

Lien‐Chung Wei, Siang‐Syuan Kong
article en

Abstract

Multimodal anomaly maps can reveal distributed structural and functional connectivity deviations in glioma, but resting-state functional connectivity also reflects scan-day motion, vigilance, symptoms, seizures, and medication exposure. We propose prespecifying whether the target is tumor-associated alteration, all-cause patient-state deviation, or prognosis; recording a compact clinical-state vector; auditing state leakage and repeatability; and externally validating incremental clinical value before patient-level use.

NMR in BiomedicineVol. 39(10)
Ministry of Health and Welfare (KR), Kainan University (TW), Ming Chuan University (TW), Ministry of Health and Welfare (TW), Bali Psychiatric Center (TW)
Openalex Percentile: Top 9%
Functional Brain Connectivity Studies
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