Research output per year
Research output per year
Personal profile
Research interests
Dr. Marcus’ laboratory builds imaging informatics and analysis tools, with a particular focus on neuroimaging. The laboratory has developed the XNAT imaging informatics platform (www.xnat.org), open source software used in facilities around the world to manage and share neuroimaging and related data. Dr. Marcus directs a number of service cores at the University, including for the Alzheimer’s Disease Research Center, the Intellectual Developmental Disabilities Research Center, and NINDS Center Core for Brain Imaging. He’s also an investigator in several NIH-backed initiatives to develop a national informatics infrastructure, including the Biomedical Informatics Research Network (BIRN), the National Alliance for Medical Image Computing (NAMIC), and Informatics for Integrating Biology and the Bedside (I2B2).
Available to Mentor:
- PhD/MSTP Students
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Collaborations and top research areas from the last five years
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AmyloidPETNet: Classification of Amyloid Positivity in Brain PET Imaging Using End-to-End Deep Learning
for the Alzheimer's Disease Neuroimaging Initiative, Fan, S., Ponisio, M. R., Xiao, P., Ha, S. M., Chakrabarty, S., Lee, J. J., Flores, S., La Montagne, P., Gordon, B., Raji, C. A., Marcus, D. S., Nazeri, A., Ances, B. M., Bateman, R. J., Morris, J. C., Benzinger, T. L. S. & Sotiras, A., Jun 2024, In: Radiology. 311, 3, e231442.Research output: Contribution to journal › Article › peer-review
2 Scopus citations -
Evaluating the relationship between magnetic resonance image quality metrics and deep learning-based segmentation accuracy of brain tumors
Muthusivarajan, R., Celaya, A., Yung, J. P., Long, J. P., Viswanath, S. E., Marcus, D. S., Chung, C. & Fuentes, D., Jul 2024, In: Medical physics. 51, 7, p. 4898-4906 9 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Gene-SGAN: discovering disease subtypes with imaging and genetic signatures via multi-view weakly-supervised deep clustering
Yang, Z., Wen, J., Abdulkadir, A., Cui, Y., Erus, G., Mamourian, E., Melhem, R., Srinivasan, D., Govindarajan, S. T., Chen, J., Habes, M., Masters, C. L., Maruff, P., Fripp, J., Ferrucci, L., Albert, M. S., Johnson, S. C., Morris, J. C., LaMontagne, P. & Marcus, D. S. & 8 others, , Dec 2024, In: Nature communications. 15, 1, 354.Research output: Contribution to journal › Article › peer-review
Open Access10 Scopus citations -
Genetic and Clinical Correlates of AI-Based Brain Aging Patterns in Cognitively Unimpaired Individuals
Skampardoni, I., Nasrallah, I. M., Abdulkadir, A., Wen, J., Melhem, R., Mamourian, E., Erus, G., Doshi, J., Singh, A., Yang, Z., Cui, Y., Hwang, G., Ren, Z., Pomponio, R., Srinivasan, D., Govindarajan, S. T., Parmpi, P., Wittfeld, K., Grabe, H. J. & Bülow, R. & 31 others, , May 1 2024, In: JAMA psychiatry. 81, 5, p. 456-467 12 p.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Optimal approaches to analyzing functional MRI data in glioma patients
Park, K. Y., Shimony, J. S., Chakrabarty, S., Tanenbaum, A. B., Hacker, C. D., Donovan, K. M., Luckett, P. H., Milchenko, M., Sotiras, A., Marcus, D. S., Leuthardt, E. C. & Snyder, A. Z., Feb 2024, In: Journal of Neuroscience Methods. 402, 110011.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations