New Results
Mobile Footprinting: Linking Individual Distinctiveness in Mobility Patterns to Mood, Sleep, and Brain Functional Connectivity
View ORCID ProfileCedric Huchuan Xia, Ian Barnett, Tinashe M. Tapera, Zaixu Cui, Tyler M. Moore, Azeez Adebimpe, Sage Rush-Goebel, Kayla Piiwaa, Kristin Murtha, Sophia Linguiti, Ellen Leibenluft, Melissa A. Brotman, Melissa Lynne Martin, Monica E. Calkins, David R. Roalf, Daniel H. Wolf, View ORCID ProfileDanielle S. Bassett, David M. Lydon-Staley, Justin T. Baker, Lyle Ungar, Theodore D. Satterthwaite
doi: https://doi.org/10.1101/2021.05.17.444568
Cedric Huchuan Xia
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Ian Barnett
3Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
Tinashe M. Tapera
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Zaixu Cui
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Tyler M. Moore
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Azeez Adebimpe
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Sage Rush-Goebel
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Kayla Piiwaa
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Kristin Murtha
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Sophia Linguiti
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Ellen Leibenluft
4National Institute of Mental Health, Intramural Research Program, Bethesda, MD 20892
Melissa A. Brotman
4National Institute of Mental Health, Intramural Research Program, Bethesda, MD 20892
Melissa Lynne Martin
3Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
Monica E. Calkins
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
David R. Roalf
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
Daniel H. Wolf
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
18Center for Biomedical Image Computation and Analytics, University of Pennsylvania, Philadelphia, PA 19104, USA
Danielle S. Bassett
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
5Department of Bioengineering, School of Engineering and Applied Science, University of Pennsylvania, PA 19104, USA
6Department of Physics and Astronomy, University of Pennsylvania, PA 19104, USA
7Department of Electrical & Systems Engineering, University of Pennsylvania, PA 19104, USA
8Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
9Santa Fe Institute, Santa Fe, NM 87501, USA
David M. Lydon-Staley
5Department of Bioengineering, School of Engineering and Applied Science, University of Pennsylvania, PA 19104, USA
10Annenberg School of Communication, University of Pennsylvania, Philadelphia, PA 19104, USA
20Leonard Davis Institute for Health Economics, University of Pennsylvania, PA 19104, USA
Justin T. Baker
11Department of Psychiatry, Harvard Medical School, Boston, MA 02115
12McLean Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA 02478
Lyle Ungar
13Department of Computer and Information Science, School of Engineering and Applied Science, University of Pennsylvania, PA 19104, USA
14Department of Bioengineering, School of Engineering and Applied Science, University of Pennsylvania, PA 19104, USA
15Department of Genomics and Computational Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
16Department of Operations, Information and Decisions, Wharton School, Philadelphia, PA 19104, USA
17Department of Psychology, School of Arts and Sciences, Philadelphia, PA 19104, USA
Theodore D. Satterthwaite
1Penn Lifespan Informatics and Neuroimaging Center, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
2Penn/CHOP Lifespan Brain Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
18Center for Biomedical Image Computation and Analytics, University of Pennsylvania, Philadelphia, PA 19104, USA
19Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, PA 19104, USA
ABSTRACT
Mapping individual differences in behavior is fundamental to personalized neuroscience. Here, we establish that statistical patterns of smartphone-based mobility features represent unique “footprints” that allow individual identification. Critically, mobility footprints exhibit varying levels of person-specific distinctiveness and are associated with individual differences in affective instability, circadian irregularity, and brain functional connectivity. Together, this work suggests that real-world mobility patterns may provide an individual-specific signature linking brain, behavior, and mood.
Competing Interest Statement
The authors have declared no competing interest.
Footnotes
Copyright
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
Posted May 18, 2021.
Mobile Footprinting: Linking Individual Distinctiveness in Mobility Patterns to Mood, Sleep, and Brain Functional Connectivity
Cedric Huchuan Xia, Ian Barnett, Tinashe M. Tapera, Zaixu Cui, Tyler M. Moore, Azeez Adebimpe, Sage Rush-Goebel, Kayla Piiwaa, Kristin Murtha, Sophia Linguiti, Ellen Leibenluft, Melissa A. Brotman, Melissa Lynne Martin, Monica E. Calkins, David R. Roalf, Daniel H. Wolf, Danielle S. Bassett, David M. Lydon-Staley, Justin T. Baker, Lyle Ungar, Theodore D. Satterthwaite
bioRxiv 2021.05.17.444568; doi: https://doi.org/10.1101/2021.05.17.444568
Mobile Footprinting: Linking Individual Distinctiveness in Mobility Patterns to Mood, Sleep, and Brain Functional Connectivity
Cedric Huchuan Xia, Ian Barnett, Tinashe M. Tapera, Zaixu Cui, Tyler M. Moore, Azeez Adebimpe, Sage Rush-Goebel, Kayla Piiwaa, Kristin Murtha, Sophia Linguiti, Ellen Leibenluft, Melissa A. Brotman, Melissa Lynne Martin, Monica E. Calkins, David R. Roalf, Daniel H. Wolf, Danielle S. Bassett, David M. Lydon-Staley, Justin T. Baker, Lyle Ungar, Theodore D. Satterthwaite
bioRxiv 2021.05.17.444568; doi: https://doi.org/10.1101/2021.05.17.444568
Subject Area
Subject Areas
- Biochemistry (13662)
- Bioengineering (10397)
- Bioinformatics (33080)
- Biophysics (17057)
- Cancer Biology (14121)
- Cell Biology (20043)
- Clinical Trials (138)
- Developmental Biology (10832)
- Ecology (15969)
- Epidemiology (2067)
- Evolutionary Biology (20301)
- Genetics (13374)
- Genomics (18600)
- Immunology (13707)
- Microbiology (32065)
- Molecular Biology (13354)
- Neuroscience (69864)
- Paleontology (523)
- Pathology (2178)
- Pharmacology and Toxicology (3729)
- Physiology (5845)
- Plant Biology (11992)
- Synthetic Biology (3358)
- Systems Biology (8146)
- Zoology (1840)