Abstract

Tau is a hallmark pathology of Alzheimer’s disease, and animal models have suggested that tau spreads from cell to cell through neuronal connections, facilitated by β-amyloid (Aβ). We test this hypothesis in humans using an epidemic spreading model (ESM) to simulate tau spread, and compare these simulations to observed patterns measured using tau-PET in 312 individuals along Alzheimer’s disease continuum. Up to 70% of the variance in the overall spatial pattern of tau can be explained by our model. Surprisingly, the ESM predicts the spatial patterns of tau irrespective of whether brain Aβ is present, but regions with greater Aβ burden show greater tau than predicted by connectivity patterns, suggesting a role of Aβ in accelerating tau spread. Altogether, our results provide evidence in humans that tau spreads through neuronal communication pathways even in normal aging, and that this process is accelerated by the presence of brain Aβ.

The tau protein is theorized to spread transneuronally in Alzheimers disease, though this theory remains unproven in humans. Our simulations of epidemic-like protein spreading across human brain networks support this theory, and suggest the spreading dynamics are modified by β-amyloid

Details

Title
Spread of pathological tau proteins through communicating neurons in human Alzheimer's disease
Author
Vogel, Jacob W 1 ; Iturria-Medina Yasser 1   VIAFID ORCID Logo  ; Strandberg, Olof T 2 ; Smith, Ruben 3   VIAFID ORCID Logo  ; Levitis, Elizabeth 1 ; Evans, Alan C 1 ; Hansson Oskar 3   VIAFID ORCID Logo  ; Weiner, Michael 4 ; Aisen, Paul 5 ; Petersen, Ronald 6 ; Jack, Clifford R, Jr 6 ; Jagust, William 7 ; Trojanowki, John Q 8 ; Toga, Arthur W 9 ; Beckett, Laurel 10 ; Green, Robert C 11 ; Saykin, Andrew J 12 ; Morris, John 13 ; Shaw, Leslie M 14 ; Liu Enchi 15 ; Montine, Tom 16 ; Thomas, Ronald G 5 ; Donohue, Michael 5 ; Walter, Sarah 5 ; Gessert Devon 5 ; Sather Tamie 5 ; Jiminez Gus 5 ; Harvey, Danielle 10 ; Bernstein, Matthew 6 ; Fox, Nick 17 ; Thompson, Paul 18 ; Schuff Norbert 19 ; DeCArli, Charles 10 ; Borowski Bret 6 ; Gunter, Jeff 6 ; Senjem Matt 6 ; Vemuri Prashanthi 6 ; Jones, David 6 ; Kantarci Kejal 6 ; Ward, Chad 6 ; Koeppe, Robert A 20 ; Foster, Norm 21 ; Reiman, Eric M 22 ; Chen, Kewei 22 ; Mathis, Chet 23 ; Landau, Susan 7 ; Cairns, Nigel J 13 ; Householder, Erin 13 ; Reinwald Lisa Taylor 13 ; Lee, Virginia 24 ; Korecka Magdalena 24 ; Figurski Michal 24 ; Crawford, Karen 9 ; Neu, Scott 9 ; Foroud, Tatiana M 12 ; Potkin, Steven 25 ; Shen, Li 12 ; Faber, Kelley 12 ; Kim, Sungeun 12 ; Nho Kwangsik 12 ; Kachaturian Zaven 26 ; Frank, Richard 27 ; Snyder, Peter J 28 ; Molchan, Susan 29 ; Kaye, Jeffrey 30 ; Quinn, Joseph 30 ; Lind, Betty 30 ; Carter, Raina 30 ; Dolen, Sara 30 ; Schneider, Lon S 31 ; Pawluczyk Sonia 31 ; Beccera Mauricio 31 ; Liberty, Teodoro 31 ; Spann, Bryan M 31 ; Brewer, James 32 ; Vanderswag Helen 32 ; Fleisher, Adam 22 ; Heidebrink, Judith L 20 ; Lord, Joanne L 20 ; Mason, Sara S 6 ; Albers, Colleen S 6 ; Knopman, David 6 ; Johnson, Kris 6 ; Doody, Rachelle S 33 ; Meyer Javier Villanueva 33 ; Chowdhury Munir 33 ; Rountree, Susan 33 ; Dang, Mimi 33 ; Stern, Yaakov 34 ; Honig, Lawrence S 34 ; Bell, Karen L 34 ; Ances Beau 35 ; Morris, John C 35 ; Carroll, Maria 35 ; Leon, Sue 35 ; Mintun Mark A 35 ; Schneider, Stacy 35 ; OliverNG Angela 36 ; Griffith, Randall 36 ; Clark, David 36 ; Geldmacher, David 36 ; Brockington, John 36 ; Roberson, Erik 36 ; Grossman, Hillel 37 ; Mitsis Effie 37 ; de Toledo-Morrell Leyla 38 ; Shah, Raj C 38 ; Duara Ranjan 39 ; Varon, Daniel 39 ; Greig, Maria T 39 ; Roberts, Peggy 39 ; Albert, Marilyn 40 ; Onyike Chiadi 40 ; D’Agostino Daniel II 40 ; Kielb, Stephanie 40 ; Galvin, James E 41 ; Pogorelec, Dana M 41 ; Cerbone Brittany 41 ; Michel, Christina A 41 ; Rusinek, Henry 41 ; de Leon Mony J 41 ; Glodzik Lidia 41 ; De, Santi Susan 41 ; Murali, Doraiswamy P 42 ; Petrella, Jeffrey R 42 ; Wong, Terence Z 42 ; Arnold, Steven E 14 ; Karlawish, Jason H 14 ; Wolk, David 14 ; Smith, Charles D 43 ; Jicha, Greg 43 ; Hardy, Peter 43 ; Sinha Partha 43 ; Oates, Elizabeth 43 ; Conrad, Gary 43 ; Lopez, Oscar L 23 ; Oakley, MaryAnn 23 ; Simpson, Donna M 23 ; Porsteinsson, Anton P 44 ; Goldstein, Bonnie S 44 ; Kim, Martin 44 ; Makino, Kelly M 44 ; Saleem, Ismail M 44 ; Brand, Connie 44 ; Mulnard, Ruth A 45 ; Thai Gaby 45 ; Mc Adams Ortiz Catherine 45 ; Womack, Kyle 46 ; Mathews, Dana 46 ; Quiceno, Mary 46 ; Arrastia Ramon Diaz 46 ; King, Richard 46 ; Weiner, Myron 46 ; Cook, Kristen Martin 46 ; DeVous, Michael 46 ; Levey, Allan I 47 ; Lah, James J 47 ; Cellar, Janet S 47 ; Burns, Jeffrey M 48 ; Anderson, Heather S 48 ; Swerdlow, Russell H 48 ; Apostolova Liana 49 ; Tingus Kathleen 49 ; Woo, Ellen 49 ; Silverman, Daniel H, S 49 ; Lu, Po H 49 ; Bartzokis, George 49 ; Radford Neill R Graff 50 ; Parfitt, Francine 50 ; Kendall, Tracy 50 ; Johnson, Heather 50 ; Farlow, Martin R 12 ; Hake, Ann Marie 12 ; Matthews, Brandy R 12 ; Herring, Scott 12 ; Hunt, Cynthia 12 ; van Dyck Christopher H 51 ; Carson, Richard E 51 ; MacAvoy, Martha G 51 ; Chertkow Howard 52 ; Bergman, Howard 52 ; Hosein, Chris 52 ; Black, Sandra 53 ; Stefanovic Bojana 53 ; Caldwell, Curtis 53 ; Hsiung Ging Yuek Robin 54 ; Feldman, Howard 54 ; Mudge Benita 54 ; Past Michele Assaly 54 ; Kertesz, Andrew 55 ; Rogers, John 55 ; Trost, Dick 55 ; Bernick, Charles 56 ; Munic Donna 56 ; Kerwin, Diana 57 ; Mesulam Marek Marsel 57 ; Lipowski Kristine 57 ; Wu Chuang Kuo 57 ; Johnson, Nancy 57 ; Sadowsky, Carl 58 ; Martinez, Walter 58 ; Villena, Teresa 58 ; Turner, Raymond Scott 59 ; Johnson, Kathleen 59 ; Reynolds, Brigid 59 ; Sperling, Reisa A 60 ; Johnson, Keith A 60 ; Marshall, Gad 60 ; Frey, Meghan 60 ; Yesavage Jerome 61 ; Taylor, Joy L 61 ; Lane, Barton 61 ; Rosen, Allyson 61 ; Tinklenberg Jared 61 ; Sabbagh, Marwan N 62 ; Belden, Christine M 62 ; Jacobson, Sandra A 62 ; Sirrel, Sherye A 62 ; Kowall, Neil 63 ; Killiany, Ronald 63 ; Budson, Andrew E 63 ; Norbash, Alexander 63 ; Johnson, Patricia Lynn 63 ; Obisesan, Thomas O 64 ; Wolday Saba 64 ; Allard, Joanne 64 ; Lerner, Alan 65 ; Ogrocki Paula 65 ; Hudson, Leon 65 ; Fletcher, Evan 66 ; Carmichael, Owen 66 ; Olichney, John 66 ; DeCarli, Charles 66 ; Kittur Smita 67 ; Borrie, Michael 68 ; Lee, T Y 68 ; Bartha, Rob 68 ; Johnson, Sterling 69 ; Asthana Sanjay 69 ; Carlsson, Cynthia M 69 ; Potkin, Steven G 70 ; Preda, Adrian 70 ; Nguyen, Dana 70 ; Tariot Pierre 22 ; Reeder, Stephanie 22 ; Bates Vernice 71 ; Capote Horacio 71 ; Rainka Michelle 71 ; Scharre, Douglas W 72 ; Kataki, Maria 72 ; Adeli Anahita 72 ; Zimmerman, Earl A 73 ; Celmins Dzintra 73 ; Brown, Alice D 73 ; Pearlson, Godfrey D 74 ; Blank, Karen 74 ; Anderson, Karen 74 ; Santulli, Robert B 75 ; Kitzmiller, Tamar J 75 ; Schwartz, Eben S 75 ; SinkS, Kaycee M 76 ; Williamson, Jeff D 76 ; Garg Pradeep 76 ; Watkins, Franklin 76 ; Ott, Brian R 77 ; Querfurth, Henry 77 ; Tremont, Geoffrey 77 ; Salloway, Stephen 78 ; Malloy, Paul 78 ; Correia, Stephen 78 ; Rosen, Howard J 4 ; Miller, Bruce L 4 ; Mintzer Jacobo 79 ; Spicer, Kenneth 79 ; Bachman, David 79 ; Finger Elizabether 80 ; Pasternak, Stephen 80 ; Rachinsky Irina 80 ; Drost, Dick 80 ; Pomara Nunzio 81 ; Hernando Raymundo 81 ; Sarrael Antero 81 ; Schultz, Susan K 82 ; Boles Ponto Laura L 82 ; Shim Hyungsub 82 ; Smith, Karen Elizabeth 82 ; Relkin, Norman 83 ; Chaing Gloria 83 ; Raudin Lisa 83 ; Smith, Amanda 84 ; Fargher, Kristin 84 ; Ashok, Raj Balebail 84 ; Andersson Emelie 2 ; Berron, David 2 ; Byman Elin 2 ; Sundberg-Brorsson Tone 2 ; Administrator 2 ; Borland, Emma 2 ; Callmer Anna 2 ; Dahl, Cecilia 2 ; Eske, Gertje 2 ; Gustavsson Anna-Märta 2 ; Grzegorska Joanna 2 ; Hall, Sara 2 ; Insel, Philip 2 ; Janelidze Shorena 2 ; Johansson Maurits 2 ; Sletten, Helena 2 ; Jester-Broms Jonas 2 ; Londos Elisabet 2 ; Mattson Niklas 2 ; Minthon Lennart 2 ; Nilsson, Maria 2 ; Nordkvist Rosita 2 ; Nägga Katarina 2 ; Orbjörn Camilla 2 ; Ossenkoppele Rik 2 ; Palmqvist, Sebastian 2 ; Persson, Marie 2 ; Santillo, Alexander 2 ; Spotorno Nicola 2 ; Stomrud Erik 2 ; Toresson Håkan 2 ; Strandberg Olof 2 ; Schöll, Michael 2 ; Friberg Ida 85 ; Johansson Per 85 ; Wibom Moa 85 ; Johansson Katarina 86 ; Pettersson, Emma 86 ; Karremo Christin 86 ; Surova Yulia 86 ; Mattis, Jalakas 87 ; Lätt Jimmy 88 ; Mannfolk, Peter 88 ; Nilsson, Markus 88 ; Ståhlberg Freddy 88 ; Sundgren Pia 88 ; van Westen Danielle 88 ; Andreasson Ulf 89 ; Blennow Kaj 89 ; Zetterberg Henrik 89 ; Wahlund Lars-Olof 90 ; Westman, Eric 90 ; Pereira, Joana 90 ; Jögi Jonas 91 ; Hägerström Douglas 91 ; Olsson Tomas 91 ; Wollmer Per 91 

 McGill University, Montreal Neurological Institute, Montréal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649) 
 Lund University, Clinical Memory Research Unit, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361) 
 Lund University, Clinical Memory Research Unit, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); Skåne University Hospital, Memory Clinic, Lund, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987) 
 UC San Francisco, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811) 
 UC San Diego, San Diego, USA (GRID:grid.266100.3) (ISNI:0000 0001 2107 4242) 
 Mayo Clinic, Rochester, USA (GRID:grid.66875.3a) (ISNI:0000 0004 0459 167X) 
 UC Berkeley, Berkeley, USA (GRID:grid.47840.3f) (ISNI:0000 0001 2181 7878) 
 U Pennsylvania, Pennsylvania, USA (GRID:grid.47840.3f) 
 USC, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853) 
10  UC Davis, Davis, USA (GRID:grid.27860.3b) (ISNI:0000 0004 1936 9684) 
11  Harvard Medical School, Brigham and Women’s Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
12  Indiana University, Bloomington, USA (GRID:grid.411377.7) (ISNI:0000 0001 0790 959X) 
13  Washington University St. Louis, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002) 
14  University of Pennsylvania, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972) 
15  Janssen Alzheimer Immunotherapy, South San Francisco, USA (GRID:grid.25879.31) 
16  University of Washington, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657) 
17  University of London, London, UK (GRID:grid.4464.2) (ISNI:0000 0001 2161 2573) 
18  USC School of Medicine, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853) 
19  UCSF MRI, San Francisco, USA (GRID:grid.42505.36) 
20  University of Michigan, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370) 
21  University of Utah, Salt Lake City, USA (GRID:grid.223827.e) (ISNI:0000 0001 2193 0096) 
22  Banner Alzheimer’s Institute, Phoenix, USA (GRID:grid.418204.b) (ISNI:0000 0004 0406 4925) 
23  University of Pittsburgh, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000) 
24  UPenn School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972) 
25  UC Irvine, Newport Beach, USA (GRID:grid.266093.8) (ISNI:0000 0001 0668 7243) 
26  Khachaturian, Radebaugh & Associates, Inc and Alzheimer’s Association’s Ronald and Nancy Reagan’s Research Institute, Chicago, USA (GRID:grid.411377.7) 
27  General Electric, Boston, USA (GRID:grid.418143.b) (ISNI:0000 0001 0943 0267) 
28  Brown University, Providence, USA (GRID:grid.40263.33) (ISNI:0000 0004 1936 9094) 
29  National Institute on Aging/National Institutes of Health, Bethesda, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913) 
30  Oregon Health and Science University, Portland, USA (GRID:grid.5288.7) (ISNI:0000 0000 9758 5690) 
31  University of Southern California, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853) 
32  University of California San Diego, San Diego, USA (GRID:grid.266100.3) (ISNI:0000 0001 2107 4242) 
33  Baylor College of Medicine, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X) 
34  Columbia University Medical Center, New York, USA (GRID:grid.239585.0) (ISNI:0000 0001 2285 2675) 
35  Washington University, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002) 
36  University of Alabama Birmingham, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187) 
37  Mount Sinai School of Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351) 
38  Rush University Medical Center, Chicago, USA (GRID:grid.240684.c) (ISNI:0000 0001 0705 3621) 
39  Wien Center, Vienna, Austria (GRID:grid.240684.c) 
40  Johns Hopkins University, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311) 
41  New York University, New York, USA (GRID:grid.137628.9) (ISNI:0000 0004 1936 8753) 
42  Duke University Medical Center, Durham, USA (GRID:grid.189509.c) (ISNI:0000000100241216) 
43  University of Kentucky, city of Lexington, USA (GRID:grid.266539.d) (ISNI:0000 0004 1936 8438) 
44  University of Rochester Medical Center, Rochester, USA (GRID:grid.412750.5) (ISNI:0000 0004 1936 9166) 
45  University of California, Irvine, USA (GRID:grid.266093.8) (ISNI:0000 0001 0668 7243) 
46  University of Texas Southwestern Medical School, Dallas, USA (GRID:grid.267313.2) (ISNI:0000 0000 9482 7121) 
47  Emory University, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502) 
48  University of Kansas, Medical Center, Lawrence, USA (GRID:grid.412016.0) (ISNI:0000 0001 2177 6375) 
49  University of California, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718) 
50  Mayo Clinic, Jacksonville, USA (GRID:grid.417467.7) (ISNI:0000 0004 0443 9942) 
51  Yale University School of Medicine, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710) 
52  McGill Univ., Montreal Jewish General Hospital, Montreal, USA (GRID:grid.47100.32) 
53  Sunnybrook Health Sciences, Toronto, Canada (GRID:grid.413104.3) (ISNI:0000 0000 9743 1587) 
54  U.B.C. Clinic for AD & Related Disorders, British Columbia, Canada (GRID:grid.413104.3) 
55  Cognitive Neurology St. Joseph’s, Toronto, Canada (GRID:grid.413104.3) 
56  Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725) 
57  Northwestern University, Evanston, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507) 
58  Premiere Research Inst Palm Beach Neurology, West Palm Beach, USA (GRID:grid.477769.c) 
59  Georgetown University Medical Center, Washington, USA (GRID:grid.411667.3) (ISNI:0000 0001 2186 0438) 
60  Brigham and Women’s Hospital, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294) 
61  Stanford University, Santa Clara County, USA (GRID:grid.168010.e) (ISNI:0000000419368956) 
62  Banner Sun Health Research Institute, Sun City, USA (GRID:grid.414208.b) (ISNI:0000 0004 0619 8759) 
63  Boston University, Boston, USA (GRID:grid.189504.1) (ISNI:0000 0004 1936 7558) 
64  Howard University, Washington, USA (GRID:grid.257127.4) (ISNI:0000 0001 0547 4545) 
65  Case Western Reserve University, Cleveland, USA (GRID:grid.67105.35) (ISNI:0000 0001 2164 3847) 
66  University of California, Davis Sacramento, USA (GRID:grid.67105.35) 
67  Neurological Care of CNY, New York, USA (GRID:grid.67105.35) 
68  Parkwood Hospital, Parkwood, USA (GRID:grid.67105.35) 
69  University of Wisconsin, Madison, USA (GRID:grid.28803.31) (ISNI:0000 0001 0701 8607) 
70  University of California, Irvine BIC, Irvine, USA (GRID:grid.266093.8) (ISNI:0000 0001 0668 7243) 
71  Dent Neurologic Institute, Amherst, USA (GRID:grid.417854.b) 
72  Ohio State University, Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943) 
73  Albany Medical College, Albany, USA (GRID:grid.413558.e) (ISNI:0000 0001 0427 8745) 
74  Hartford Hosp, Olin Neuropsychiatry Research Center, Hartford, USA (GRID:grid.277313.3) (ISNI:0000 0001 0626 2712) 
75  Dartmouth Hitchcock Medical Center, Albany, USA (GRID:grid.413480.a) (ISNI:0000 0004 0440 749X) 
76  Wake Forest University Health Sciences, Winston-Salem, USA (GRID:grid.412860.9) (ISNI:0000 0004 0459 1231) 
77  Rhode Island Hospital, Rhode Island, USA (GRID:grid.240588.3) (ISNI:0000 0001 0557 9478) 
78  Butler Hospital, Providence, USA (GRID:grid.273271.2) (ISNI:0000 0000 8593 9332) 
79  Medical University South Carolina, Charleston, USA (GRID:grid.259828.c) (ISNI:0000 0001 2189 3475) 
80  St. Joseph’s Health Care, Toronto, Canada (GRID:grid.259828.c) 
81  Nathan Kline Institute, Orangeburg, USA (GRID:grid.250263.0) (ISNI:0000 0001 2189 4777) 
82  University of Iowa College of Medicine, Iowa City, USA (GRID:grid.214572.7) (ISNI:0000 0004 1936 8294) 
83  Cornell University, Ithaca, USA (GRID:grid.5386.8) (ISNI:000000041936877X) 
84  University of South Florida, USF Health Byrd Alzheimer’s Institute, Tampa, USA (GRID:grid.170693.a) (ISNI:0000 0001 2353 285X) 
85  Ängelholm Hospital, Memory Clinic, Skåne, Sweden (GRID:grid.4514.4) 
86  Skåne University Hospital, Department of Neurology, Skåne, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987) 
87  Skåne University Hospital, Department of Neurosurgery, Skåne, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987) 
88  MRI Unit, Lund University, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361) 
89  University of Gothenburg, Clinical Neurochemistry Laboratory, Gothenburg, Sweden (GRID:grid.8761.8) (ISNI:0000 0000 9919 9582) 
90  MRI Unit, Karolinska Institutet, Solna, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626) 
91  PET UNIT, LUND UNIVERSITY, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361) 
Publication year
2020
Publication date
2020
Publisher
Nature Publishing Group
e-ISSN
20411723
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2406925535
Copyright
© The Author(s) 2020. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.