This paper introduces SMAS, a Bayesian VAE-based AD score from structural MRI data, showing strong correlations with cognitive decline and brain atrophy markers, and outperforming existing measures in predicting AD.

bioRxiv · Nov 7, 2024 · PreprintNeuroscience

Individualized Gaussian Process-based Prediction of Memory Performance and Biomarker Status in Ageing and Alzheimer's disease

Aditya Nemali, Niklas Vockert, David Berron, Anne Maaß, Renat Yakupov, Oliver Peters, Daria Gref, Nicoleta Carmen Cosma, Lukas Preis, Josef Priller, Eike Jakob Spruth, Slawek Altenstein, Andrea Lohse, Klaus Fließbach, Okka Kimmich, , Gabriel Ziegler

The paper uses Gaussian process multikernel modeling to predict memory performance and CSF biomarkers in ageing and Alzheimer's disease using MRI and other data.

bioRxiv · Mar 14, 2022 · PreprintNeuroscience

Regional radiomics similarity networks (R2SNs) in the human brain: reproducibility, small-world properties and a biological basis

Kun Zhao, Qiang Zheng, Tongtong Che, Martin Dyrba, Qiongling Li, Yanhui Ding, Yuanjie Zheng, Yong Liu, Shuyu Li

This paper introduces a novel regional radiomics similarity network (R2SN) for morphological network analysis using structural MRI, showing reproducibility, small-world properties, and biological relevance.

Network Neuroscience · May 21, 2021Peer-reviewedNeuroscience