Author

Jane K. Stocks

Northwestern UniversityORCID 0000-0002-1778-330XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Organism:human· 2 Assay:imaging· 2 Approach:statistical model· 2 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1

Frequent Co-Authors

Ashley A. HeywoodiD· 2 shared Karteek PopuriiD· 2 shared Lei WangiD· 2 shared Mirza Faisal BegiD· 2 shared Aggelos K. KatsaggelosiD· 1 shared Alexei TayloriD· 1 shared Fengqing ZhangiD· 1 shared Gangyi FengiD· 1 shared

Activity by Year

2021-2022 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 36 mutual co-author links

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2 shared papersNeuroscience

Ashley A. HeywoodORCID

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2 papers

Recent·Most cited

NeuroscienceNeuroImagePeer-reviewedSep 9, 2022

Investigating the temporal pattern of neuroimaging-based brain age estimation as a biomarker for Alzheimer's Disease related neurodegeneration

Alexei Taylor, Fengqing Zhang, Xin Niu…·the Alzheimer’s Disease Neuroimaging Initiative

This study examines the temporal pattern of brain age gaps in Alzheimer's Disease progression using longitudinal neuroimaging data and finds a faster increase in BAG for those progressing from MCI to AD.

28 citations

humanimaging

𝕏 PostBluesky

BioinformaticsNeurobiology of AgingPeer-reviewedMar 1, 2021

Transfer Learning for Predicting Conversion from Mild Cognitive Impairment to Dementia of Alzheimer Type based on 3D-Convolutional Neural Network

Jinhyeong Bae, Jane K. Stocks, Ashley A. Heywood…·Lei Wang

This paper develops a 3D-CNN model using transfer learning to predict conversion from MCI to DAT, achieving 82.4% accuracy and identifying key brain regions associated with disease progression.

78 citations

humanimaging

𝕏 PostBluesky