Development and internal validation of a multimodal nomogram integrating clinical, imaging, and laboratory data to predict malignant brain edema after reperfusion in acute ischemic stroke

A LASSO-selected, internally validated nomogram enables early risk stratification and decision support for MBE after reperfusion in AIS. Prospective external validation in independent cohorts is required before clinical adoption to confirm reliability and generalizability.

Authors

Institutions

Publication Details

Journal
Quantitative Imaging in Medicine and Surgery
Published
2025-12-31
DOI
https://doi.org/10.21037/qims-2025-1153
Primary Topic
Acute Ischemic Stroke Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Development and internal validation of a multimodal nomogram integrating clinical, imaging, and laboratory data to predict malignant brain edema after reperfusion in acute ischemic stroke

Haotian Xia, Shuguang Chu, Wenhao Gong, Jianhua Zhang
Quantitative Imaging in Medicine and Surgery
Acute Ischemic Stroke Management
article

Development and internal validation of a multimodal nomogram integrating clinical, imaging, and laboratory data to predict malignant brain edema after reperfusion in acute ischemic stroke

Haotian Xia, Shuguang Chu, Wenhao Gong, Jianhua Zhang
article en

Abstract

A LASSO-selected, internally validated nomogram enables early risk stratification and decision support for MBE after reperfusion in AIS. Prospective external validation in independent cohorts is required before clinical adoption to confirm reliability and generalizability.

Quantitative Imaging in Medicine and SurgeryVol. 16(1)
Shanghai University of Traditional Chinese Medicine (CN), Shanghai East Hospital (CN)
Openalex Percentile: Top 29%
Acute Ischemic Stroke Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.