Tensor and multi-view data decomposition
Platelet response to influenza vaccination reflects effects of aging
A. Konstorum, S. Mohanty, Y. Zhao, A. Melillo, B. Vander Wyk, A. Nelson, S. Tsang, T.P. Blevins, R.B. Belshe, D.G. Chawla, M.T. Rondina, T.M. Gill, R.R. Montgomery, H.G. Allore, S.H. Kleinstein, A.C. Shaw
Aging Cell, n/a, pp. e13749
Max Mattessich, Joaquin Reyna, Edel Aron, F. Ay, M. Kilmer, S. Kleinstein, A. Konstorum
bioRxiv, 2024
A supervised bayesian factor model for the identification of multi-omics signatures
Jeremy P Gygi, Anna Konstorum, Shrikant Pawar, Edel Aron, Steven H Kleinstein, Leying Guan
Bioinformatics, 2024 Apr, pp. btae202
Bioinformatics
Jeremy P. Gygi, Cole Maguire, Ravi K. Patel, Pramod Shinde, A. Konstorum, Casey P. Shannon, Leqi Xu, Annmarie Hoch, N. Jayavelu, Elias K. Haddad, Elaine F Reed, Monica Kraft, Grace A. McComsey, Jordan Metcalf, Al Ozonoff, D. Esserman, Charles B. Cairns, N. Rouphael, S. Bosinger, S. Kim-Schulze, F. Krammer, Lindsey B. Rosen, H. van Bakel, Michael Wilson, W. Eckalbar, H. Maecker, Charles R. Langelier, Hanno Steen, Matthew C. Altman, R. R. Montgomery, Ofer Levy, Esther Melamed, B. Pulendran, J. Diray-Arce, K. Smolen, G. Fragiadakis, Patrice M. Becker, R. Sekaly, Lauren I. R. Ehrlich, Slim Fourati, Bjoern Peters, S. Kleinstein, Leying Guan
Journal of Clinical Investigation, 2024
A multi-omics systems vaccinology resource to develop and test computational models of immunity
Pramod Shinde, Ferran Soldevila, J. Reyna, Minori Aoki, Mikkel Rasmussen, Lisa Willemsen, M. Kojima, Brendan Ha, J. Greenbaum, James A Overton, Hector Guzman-Orozco, Somayeh Nili, Shelby Orfield, Jeremy P. Gygi, R. da Silva Antunes, Alessandro Sette, Barry Grant, Lars Rønn Olsen, A. Konstorum, Leying Guan, F. Ay, S. Kleinstein, Bjoern Peters
Cell Reports Methods, 2024
Joann Diray-Arce, Slim Fourati, Naresh Doni Jayavelu, Ravi Patel, Cole Maguire, Ana C. Chang, Ravi Dandekar, Jingjing Qi, Brian Lee, Patrick van Zalm, Andrew Schroeder, Ernie Chen, Anna Konstorum, Anderson Brito, Jeremy P. Gygi, Alvin Kho, Jing Chen, Shrikant Pawar, Ana Silvia Gonzalez-Reiche, Annmarie Hoch, Carly E. Milliren, James A. Overton, Kerstin Westendorf, Charles B. Cairns, Nadine Rouphael, Steven Bosinger, Seunghee Kim-Schulze, Florian Krammer, Lindsey Rosen, Nathan Grubaugh, Harm van Bakel, Michael Wilson, Jayant Rajan, Hanno Steen, Walter Eckalbar, Chris Cotsapas, Charles R. Langelier, Ofer Levy, Matthew C. Altman, Holden Maecker, Ruth R. Montgomery, Elias K. Haddad, Rafick P. Sekaly, Denise Esserman, Al Ozonoff, Patrice M. Becker, Alison D. Augustine, Leying Guan, Bjoern Peters, Steven H. Kleinstein
Cell Reports Medicine, vol. 0, 2023 May
Steroyl-CoA Desaturase 1 (SCD1) protects ovarian cancer cells from ferroptotic cell death.
L. Tesfay, B. Paul, A. Konstorum, Zhiyong Deng, A. Cox, Jingyun Lee, C. Furdui, P. Hegde, F. Torti, S. Torti
Cancer Research, 2019
M. Y. Want, A. Konstorum, R. Huang, Vaibhav Jain, S. Matsueda, T. Tsuji, A. Lugade, K. Odunsi, R. Koya, S. Battaglia
Oncoimmunology, 2019
Nicole Blanchette-Farra, Daniel W Kita, A. Konstorum, L. Tesfay, David J Lemler, P. Hegde, K. Claffey, F. Torti, S. Torti
Oncogene, 2018
Tian-tian Wang, Luz E. Tavera-Mendoza, D. Laperrière, E. Libby, Naomi Burton MacLeod, Yoshihiko Nagai, V. Bourdeau, A. Konstorum, B. Lallemant, Rui Zhang, S. Mader, John H. White
Molecular endocrinology, 2005
PDE and ODE models
Activation of the HGF/c-Met axis in the tumor microenvironment: A multispecies model.
A. Konstorum, J. Lowengrub
Journal of theoretical biology, 2018
H. Yan, A. Konstorum, J. Lowengrub
Bulletin of mathematical biology, 2018
Feedback Regulation in a Cancer Stem Cell Model can Cause an Allee Effect
A. Konstorum, T. Hillen, J. Lowengrub
Bulletin of mathematical biology, 2016
A. Konstorum, S. Sprowl, M. Waterman, A. Lander, J. Lowengrub
Journal of coupled systems and multiscale dynamics, 2013
Discrete models
Systems biology of ferroptosis: A modeling approach
A. Konstorum, L. Tesfay, B. Paul, F. Torti, R. Laubenbacher, S. Torti
Journal of theoretical biology, 2020
A. Konstorum, A. Vella, A. Adler, R. Laubenbacher
Scientific Reports, 2019
Systems biology & dimension reduction
A. Konstorum, M. Lynch, S. Torti, F. Torti, R. Laubenbacher
Omics : a journal of integrative biology, 2018
Comparative Analysis of Linear and Nonlinear Dimension Reduction Techniques on Mass Cytometry Data
A. Konstorum, Nathan Jekel, Emily Vidal, R. Laubenbacher
bioRxiv, 2018
Biostatistics
Bo Zhou, A. Konstorum, Thao Duong, K. Tieu, W. Wells, Gregory G. Brown, H. Stern, B. Shahbaba
Psychometrika, 2013
Software/Source code
nipalsMCIA: Discovering shared and data-specific signals using joint dimensionality reduction
M. Mattessich, J. Reyna, E. Aron, A. Konstorum
https://bioconductor.org/packages/release/bioc/html/nipalsMCIA.html, 2024
Systems biology of ferroptosis: a modeling approach (source code)
A. Konstorum
Mendeley Data, V1, 2020
Reviews
Justin Sheen, Lee Curtin, Stacey Finley, Anna Konstorum, Reginald McGee, Morgan Craig
Bulletin of Mathematical Biology, vol. 86, Springer, 2024, p. 56
Addressing current challenges in cancer immunotherapy with mathematical and computational modelling
A. Konstorum, A. Vella, A. Adler, R. Laubenbacher
Journal of the Royal Society Interface, 2017