Back

Forecasting Alzheimer's Disease Progression with Deep Multimodal Learning: Integration of 3D MRI and Tabular Clinical Records via a Large Vision-Language Model

2026-01-13 neurology Title + abstract only
View on medRxiv
Show abstract

BackgroundAccurate forecasting of Alzheimers Disease (AD) progression is critical for personalized patient management and clinical trial stratification. However, current predictive models often struggle to effectively integrate high-dimensional neuroimaging with longitudinal clinical data. We introduce AD-LLaVA-3D, a novel multimodal framework designed to bridge this gap by adapting large vision-language models for volumetric and temporal forecasting. MethodsWe leveraged the LLaVA-NeXT-Video ar...

Predicted journal destinations

1
Alzheimer's & Dementia
84 training papers
Top 2% 13.9%
2
Human Brain Mapping
53 training papers
Top 0.4% 11.3%
3
Nature Communications
483 training papers
Top 17% 6.1%
4
npj Digital Medicine
85 training papers
Top 4% 5.7%
5
Alzheimer's Research & Therapy
31 training papers
Top 1% 5.7%
6
Scientific Reports
701 training papers
Top 50% 5.7%
7
Journal of Alzheimer's Disease
31 training papers
Top 1% 4.8%
8
Brain Communications
79 training papers
Top 4% 4.8%
9
Brain
69 training papers
Top 3% 4.8%
10
Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring
28 training papers
Top 1% 3.7%
11
NeuroImage
36 training papers
Top 2% 2.0%
12
Neurobiology of Aging
29 training papers
Top 2% 1.8%
13
NeuroImage: Clinical
77 training papers
Top 7% 1.8%
14
Neurology
38 training papers
Top 5% 1.8%
15
Annals of Neurology
43 training papers
Top 5% 1.8%
16
npj Parkinson's Disease
35 training papers
Top 3% 1.5%
17
Journal of Alzheimer’s Disease
23 training papers
Top 2% 1.5%
18
Frontiers in Aging Neuroscience
22 training papers
Top 1% 1.5%
19
Frontiers in Neurology
74 training papers
Top 10% 1.3%
20
PLOS ONE
1737 training papers
Top 97% 1.3%
21
eLife
262 training papers
Top 47% 0.9%
22
Movement Disorders
49 training papers
Top 6% 0.9%
23
eBioMedicine
82 training papers
Top 10% 0.9%
24
Nature Medicine
88 training papers
Top 14% 0.9%
25
Journal of Neurology, Neurosurgery & Psychiatry
26 training papers
Top 6% 0.9%
26
Frontiers in Neuroscience
29 training papers
Top 6% 0.7%
27
Epilepsia
27 training papers
Top 5% 0.7%
28
European Journal of Neurology
20 training papers
Top 6% 0.7%
29
Scientific Data
30 training papers
Top 5% 0.7%
30
PLOS Digital Health
88 training papers
Top 20% 0.7%