Abstract

For optimal design of anti-amyloid-β (Aβ) and anti-tau clinical trials, we need to better understand the pathophysiological cascade of Aβ- and tau-related processes. Therefore, we set out to investigate how Aβ and soluble phosphorylated tau (p-tau) relate to the accumulation of tau aggregates assessed with PET and subsequent cognitive decline across the Alzheimer’s disease (AD) continuum. Using human cross-sectional and longitudinal neuroimaging and cognitive assessment data, we show that in early stages of AD, increased concentration of soluble CSF p-tau is strongly associated with accumulation of insoluble tau aggregates across the brain, and CSF p-tau levels mediate the effect of Aβ on tau aggregation. Further, higher soluble p-tau concentrations are mainly related to faster accumulation of tau aggregates in the regions with strong functional connectivity to individual tau epicenters. In this early stage, higher soluble p-tau concentrations is associated with cognitive decline, which is mediated by faster increase of tau aggregates. In contrast, in AD dementia, when Aβ fibrils and soluble p-tau levels have plateaued, cognitive decline is related to the accumulation rate of insoluble tau aggregates. Our data suggest that therapeutic approaches reducing soluble p-tau levels might be most favorable in early AD, before widespread insoluble tau aggregates.

The interplay between amyloid and tau pathology in Alzheimer’s disease is still not well understood. Here, the authors show that amyloid-related increased in soluble p-tau is related to subsequent accumulation of tau aggregates and cognitive decline in early stage of the disease.

Details

Title
Amyloid-associated increases in soluble tau relate to tau aggregation rates and cognitive decline in early Alzheimer’s disease
Author
Pichet Binette, Alexa 1   VIAFID ORCID Logo  ; Franzmeier, Nicolai 2   VIAFID ORCID Logo  ; Spotorno, Nicola 1 ; Ewers, Michael 3   VIAFID ORCID Logo  ; Brendel, Matthias 4   VIAFID ORCID Logo  ; Biel, Davina 2 ; Weiner, Michael 5 ; Aisen, Paul 6 ; Petersen, Ronald 7 ; Jack, Clifford R. 7 ; Jagust, William 8 ; Trojanowki, John Q. 9 ; Toga, Arthur W. 10 ; Beckett, Laurel 11 ; Green, Robert C. 12 ; Saykin, Andrew J. 13 ; Morris, John 14 ; Shaw, Leslie M. 15 ; Liu, Enchi 16 ; Montine, Tom 17 ; Thomas, Ronald G. 6 ; Donohue, Michael 6 ; Walter, Sarah 6 ; Gessert, Devon 6 ; Sather, Tamie 6 ; Jiminez, Gus 6 ; Harvey, Danielle 11 ; Bernstein, Matthew 7 ; Fox, Nick 18 ; Thompson, Paul 19 ; Schuff, Norbert 20 ; DeCArli, Charles 11 ; Borowski, Bret 7 ; Gunter, Jeff 7 ; Senjem, Matt 7 ; Vemuri, Prashanthi 7 ; Jones, David 7 ; Kantarci, Kejal 7 ; Ward, Chad 7 ; Koeppe, Robert A. 21 ; Foster, Norm 22 ; Reiman, Eric M. 23 ; Chen, Kewei 23 ; Mathis, Chet 24 ; Landau, Susan 8 ; Cairns, Nigel J. 14 ; Householder, Erin 14 ; Reinwald, Lisa Taylor 14 ; Lee, Virginia 25 ; Korecka, Magdalena 25 ; Figurski, Michal 25 ; Crawford, Karen 10 ; Neu, Scott 10 ; Foroud, Tatiana M. 13 ; Potkin, Steven 26 ; Shen, Li 13 ; Kelley, Faber 13 ; Kim, Sungeun 13 ; Nho, Kwangsik 13 ; Kachaturian, Zaven 27 ; Frank, Richard 28 ; Snyder, Peter J. 29 ; Molchan, Susan 30 ; Kaye, Jeffrey 31 ; Quinn, Joseph 31 ; Lind, Betty 31 ; Carter, Raina 31 ; Dolen, Sara 31 ; Schneider, Lon S. 32 ; Pawluczyk, Sonia 32 ; Beccera, Mauricio 32 ; Teodoro, Liberty 32 ; Spann, Bryan M. 32 ; Brewer, James 33 ; Vanderswag, Helen 33 ; Fleisher, Adam 33 ; Heidebrink, Judith L. 21 ; Lord, Joanne L. 21 ; Mason, Sara S. 7 ; Albers, Colleen S. 7 ; Knopman, David 7 ; Johnson, Kris 7 ; Doody, Rachelle S. 34 ; Meyer, Javier Villanueva 34 ; Chowdhury, Munir 34 ; Rountree, Susan 34 ; Dang, Mimi 34 ; Stern, Yaakov 35 ; Honig, Lawrence S. 35 ; Bell, Karen L. 35 ; Ances, Beau 36 ; Morris, John C. 36 ; Carroll, Maria 36 ; Leon, Sue 36 ; Mintun, Mark A. 36 ; Schneider, Stacy 36 ; OliverNG, Angela 37 ; Griffith, Randall 37 ; Clark, David 37 ; Geldmacher, David 37 ; Brockington, John 37 ; Roberson, Erik 37 ; Grossman, Hillel 38 ; Mitsis, Effie 38 ; deToledo-Morrell, Leyla 39 ; Shah, Raj C. 39 ; Duara, Ranjan 40 ; Varon, Daniel 40 ; Greig, Maria T. 40 ; Roberts, Peggy 40 ; Albert, Marilyn 41 ; Onyike, Chiadi 41 ; D’Agostino, Daniel 41 ; Kielb, Stephanie 41 ; Galvin, James E. 42 ; Pogorelec, Dana M. 42 ; Cerbone, Brittany 42 ; Michel, Christina A. 42 ; Rusinek, Henry 42 ; de Leon, Mony J. 42 ; Glodzik, Lidia 42 ; De Santi, Susan 42 ; Doraiswamy, P. Murali 43 ; Petrella, Jeffrey R. 43 ; Wong, Terence Z. 43 ; Arnold, Steven E. 15 ; Karlawish, Jason H. 15 ; Wolk, David 15 ; Smith, Charles D. 44 ; Jicha, Greg 44 ; Hardy, Peter 44 ; Sinha, Partha 44 ; Oates, Elizabeth 44 ; Conrad, Gary 44 ; Lopez, Oscar L. 24 ; Oakley, MaryAnn 24 ; Simpson, Donna M. 24 ; Porsteinsson, Anton P. 45 ; Goldstein, Bonnie S. 45 ; Martin, Kim 45 ; Makino, Kelly M. 45 ; Ismail, M. Saleem 45 ; Brand, Connie 45 ; Mulnard, Ruth A. 46 ; Thai, Gaby 46 ; Mc Adams Ortiz, Catherine 46 ; Womack, Kyle 47 ; Mathews, Dana 47 ; Quiceno, Mary 47 ; Arrastia, Ramon Diaz 47 ; King, Richard 47 ; Weiner, Myron 47 ; Cook, Kristen Martin 47 ; DeVous, Michael 47 ; Levey, Allan I. 48 ; Lah, James J. 48 ; Cellar, Janet S. 48 ; Burns, Jeffrey M. 49 ; Anderson, Heather S. 49 ; Swerdlow, Russell H. 49 ; Apostolova, Liana 50 ; Tingus, Kathleen 50 ; Woo, Ellen 50 ; Silverman, Daniel H. S. 50 ; Lu, Po H. 50 ; Bartzokis, George 50 ; Graff Radford, Neill R. 51 ; ParfittH, Francine 51 ; Kendall, Tracy 51 ; Johnson, Heather 51 ; Farlow, Martin R. 13 ; Hake, Ann Marie 13 ; Matthews, Brandy R. 13 ; Herring, Scott 13 ; Hunt, Cynthia 13 ; van Dyck, Christopher H. 52 ; Carson, Richard E. 52 ; MacAvoy, Martha G. 52 ; Chertkow, Howard 53 ; Bergman, Howard 53 ; Hosein, Chris 53 ; Black, Sandra 54 ; Stefanovic, Bojana 54 ; Caldwell, Curtis 54 ; Hsiung, Ging Yuek Robin 55 ; Feldman, Howard 55 ; Mudge, Benita 55 ; Past, Michele Assaly 55 ; Kertesz, Andrew 56 ; Rogers, John 56 ; Trost, Dick 56 ; Bernick, Charles 57 ; Munic, Donna 57 ; Kerwin, Diana 58 ; Mesulam, Marek Marsel 58 ; Lipowski, Kristine 58 ; Wu, Chuang Kuo 58 ; Johnson, Nancy 58 ; Sadowsky, Carl 59 ; Martinez, Walter 59 ; Villena, Teresa 59 ; Turner, Raymond Scott 60 ; Johnson, Kathleen 60 ; Reynolds, Brigid 60 ; Sperling, Reisa A. 12 ; Johnson, Keith A. 12 ; Marshall, Gad 12 ; Frey, Meghan 12 ; 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 23 ; Reeder, Stephanie 23 ; 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. 5 ; Miller, Bruce L. 5 ; 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 ; Ponto, Laura L. Boles 82 ; Shim, Hyungsub 82 ; Smith, Karen Elizabeth 82 ; Relkin, Norman 83 ; Chaing, Gloria 83 ; Raudin, Lisa 83 ; Smith, Amanda 84 ; Fargher, Kristin 84 ; Raj, Balebail Ashok 84 ; Strandberg, Olof 1 ; Janelidze, Shorena 1 ; Palmqvist, Sebastian 85   VIAFID ORCID Logo  ; Mattsson-Carlgren, Niklas 86 ; Smith, Ruben 87   VIAFID ORCID Logo  ; Stomrud, Erik 85 ; Ossenkoppele, Rik 88   VIAFID ORCID Logo  ; Hansson, Oskar 85   VIAFID ORCID Logo 

 Lund University, Clinical Memory Research Unit, Faculty of Medicine, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361) 
 University Hospital, LMU Munich, Institute for Stroke and Dementia Research (ISD), Munich, Germany (GRID:grid.5252.0) (ISNI:0000 0004 1936 973X) 
 University Hospital, LMU Munich, Institute for Stroke and Dementia Research (ISD), Munich, Germany (GRID:grid.5252.0) (ISNI:0000 0004 1936 973X); German Center for Neurodegenerative Diseases (DZNE), Munich, Germany (GRID:grid.424247.3) (ISNI:0000 0004 0438 0426) 
 University Hospital, LMU Munich, Department of Nuclear Medicine, Munich, Germany (GRID:grid.5252.0) (ISNI:0000 0004 1936 973X); Munich Cluster for Systems Neurology (SyNergy), Munich, Germany (GRID:grid.452617.3) 
 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, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972) 
10  USC, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853) 
11  UC Davis, Davis, USA (GRID:grid.27860.3b) (ISNI:0000 0004 1936 9684) 
12  Harvard Medical School, Brigham and Women’s Hospital, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
13  Indiana University, Bloomington, USA (GRID:grid.411377.7) (ISNI:0000 0001 0790 959X) 
14  Washington University School of Medicine, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002) 
15  University of Pennsylvania, Pennsylvania, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972) 
16  Janssen Alzheimer Immunotherapy, South San Francisco, USA (GRID:grid.25879.31) 
17  University of Washington, Seattle, USA (GRID:grid.34477.33) (ISNI:0000000122986657) 
18  University of London, London, UK (GRID:grid.4464.2) (ISNI:0000 0001 2161 2573) 
19  USC School of Medicine, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853) 
20  UCSF MRI, San Francisco, USA (GRID:grid.42505.36) 
21  University of Michigan, Ann Arbor, USA (GRID:grid.214458.e) (ISNI:0000000086837370) 
22  University of Utah, Salt Lake City, USA (GRID:grid.223827.e) (ISNI:0000 0001 2193 0096) 
23  Banner Alzheimer’s Institute, Phoenix, USA (GRID:grid.418204.b) (ISNI:0000 0004 0406 4925) 
24  University of Pittsburgh, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000) 
25  UPenn School of Medicine, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972) 
26  UC Irvine, Newport Beach, USA (GRID:grid.266093.8) (ISNI:0000 0001 0668 7243) 
27  Khachaturian, Radebaugh & Associates, Inc and Alzheimer’s Association’s Ronald and Nancy Reagan’s Research Institute, Potomac, USA (GRID:grid.411377.7) 
28  General Electric, Boston, USA (GRID:grid.418143.b) (ISNI:0000 0001 0943 0267) 
29  Brown University, Providence, USA (GRID:grid.40263.33) (ISNI:0000 0004 1936 9094) 
30  National Institute on Aging/National Institutes of Health, Bethesda, USA (GRID:grid.419475.a) (ISNI:0000 0000 9372 4913) 
31  Oregon Health and Science University, Portland, USA (GRID:grid.5288.7) (ISNI:0000 0000 9758 5690) 
32  University of Southern California, Los Angeles, USA (GRID:grid.42505.36) (ISNI:0000 0001 2156 6853) 
33  University of California San Diego, San Diego, USA (GRID:grid.266100.3) (ISNI:0000 0001 2107 4242) 
34  Baylor College of Medicine, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X) 
35  Columbia University Medical Center, New York, USA (GRID:grid.239585.0) (ISNI:0000 0001 2285 2675) 
36  Washington University St. Louis, St. Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002) 
37  University of Alabama Birmingham, Birmingham, USA (GRID:grid.265892.2) (ISNI:0000000106344187) 
38  Mount Sinai School of Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351) 
39  Rush University Medical Center, Chicago, USA (GRID:grid.240684.c) (ISNI:0000 0001 0705 3621) 
40  Wien Center, Vienna, Austria (GRID:grid.240684.c) 
41  Johns Hopkins University, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311) 
42  New York University, New York, USA (GRID:grid.137628.9) (ISNI:0000 0004 1936 8753) 
43  Duke University Medical Center, Durham, USA (GRID:grid.189509.c) (ISNI:0000000100241216) 
44  University of Kentucky, Lexington, USA (GRID:grid.266539.d) (ISNI:0000 0004 1936 8438) 
45  University of Rochester Medical Center, Rochester, USA (GRID:grid.412750.5) (ISNI:0000 0004 1936 9166) 
46  University of California, Irvine, USA (GRID:grid.266093.8) (ISNI:0000 0001 0668 7243) 
47  University of Texas Southwestern Medical School, Dallas, USA (GRID:grid.267313.2) (ISNI:0000 0000 9482 7121) 
48  Emory University, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502) 
49  University of Kansas, Medical Center, Lawrence, USA (GRID:grid.412016.0) (ISNI:0000 0001 2177 6375) 
50  University of California, Los Angeles, USA (GRID:grid.19006.3e) (ISNI:0000 0000 9632 6718) 
51  Mayo Clinic, Jacksonville, USA (GRID:grid.417467.7) (ISNI:0000 0004 0443 9942) 
52  Yale University School of Medicine, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710) 
53  McGill Univ., Montreal Jewish General Hospital, Montreal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649) 
54  Sunnybrook Health Sciences, Toronto, Canada (GRID:grid.413104.3) (ISNI:0000 0000 9743 1587) 
55  UBC Clinic for AD & Related Disorders, Vancouver, Canada (GRID:grid.17091.3e) (ISNI:0000 0001 2288 9830) 
56  Cognitive Neurology St Joseph’s, Toronto, Canada (GRID:grid.17091.3e) 
57  Cleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, USA (GRID:grid.239578.2) (ISNI:0000 0001 0675 4725) 
58  Northwestern University, Evanston, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507) 
59  Premiere Research Inst Palm Beach Neurology, West Palm Beach, USA (GRID:grid.477769.c) 
60  Georgetown University Medical Center, Washington, USA (GRID:grid.411667.3) (ISNI:0000 0001 2186 0438) 
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.27860.3b) (ISNI:0000 0004 1936 9684) 
67  Neurological Care of CNY, New York, USA (GRID:grid.27860.3b) 
68  Parkwood Hospital, Parkwood, USA (GRID:grid.27860.3b) 
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  Olin Neuropsychiatry Research Center, Hartford Hospital, 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, Providence, 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, London, Canada (GRID:grid.416448.b) (ISNI:0000 0000 9674 4717) 
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  Lund University, Clinical Memory Research Unit, Faculty of Medicine, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); Skåne University Hospital, Memory Clinic, Malmö, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987) 
86  Lund University, Clinical Memory Research Unit, Faculty of Medicine, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); Skåne University Hospital, Department of Neurology, Lund, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987); Lund University, Wallenberg Center for Molecular Medicine, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361) 
87  Lund University, Clinical Memory Research Unit, Faculty of Medicine, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); Skåne University Hospital, Department of Neurology, Lund, Sweden (GRID:grid.411843.b) (ISNI:0000 0004 0623 9987) 
88  Lund University, Clinical Memory Research Unit, Faculty of Medicine, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361); Vrije Universiteit Amsterdam, Amsterdam UMC, Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Amsterdam, The Netherlands (GRID:grid.12380.38) (ISNI:0000 0004 1754 9227) 
Publication year
2022
Publication date
2022
Publisher
Nature Publishing Group
e-ISSN
20411723
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2731943379
Copyright
© The Author(s) 2022. 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.