A Multi-Study Model-Based Evaluation of the Sequence of Imaging and Clinical Biomarker Changes in Huntington's Disease

被引:5
作者
Wijeratne, Peter A. [1 ,2 ]
Johnson, Eileanoir B. [2 ]
Gregory, Sarah [2 ]
Georgiou-Karistianis, Nellie [3 ]
Paulsen, Jane S. [4 ,5 ]
Scahill, Rachael, I [2 ]
Tabrizi, Sarah J. [2 ]
Alexander, Daniel C. [1 ]
机构
[1] UCL, Ctr Med Image Comp, Dept Comp Sci, London, England
[2] UCL, Huntingtons Dis Res Ctr, Dept Neurodegenerat Dis, Queen Sq Inst Neurol, London, England
[3] Monash Univ, Sch Psychol Sci, Monash Inst Cognit & Clin Neurosci, Fac Nursing Med & Hlth Sci, Clayton Campus, Clayton, Vic, Australia
[4] Univ Iowa, Dept Neurol, Carver Coll Med, Iowa City, IA 52242 USA
[5] Univ Iowa, Dept Psychiat, Carver Coll Med, Iowa City, IA 52242 USA
来源
FRONTIERS IN BIG DATA | 2021年 / 4卷
基金
英国医学研究理事会; 英国工程与自然科学研究理事会; 英国惠康基金;
关键词
huntington's disease; biomarkers; disease progression model; multi-study investigation; clinical staging; CAG-REPEAT LENGTH; AGE-OF-ONSET; ALZHEIMERS-DISEASE; MATTER ASYMMETRIES; BRAIN VOLUME; TRACK-HD; PREMANIFEST; PROGRESSION;
D O I
10.3389/fdata.2021.662200
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Understanding the order and progression of change in biomarkers of neurodegeneration is essential to detect the effects of pharmacological interventions on these biomarkers. In Huntington's disease (HD), motor, cognitive and MRI biomarkers are currently used in clinical trials of drug efficacy. Here for the first time we use directly compare data from three large observational studies of HD (total N = 532) using a probabilistic event-based model (EBM) to characterise the order in which motor, cognitive and MRI biomarkers become abnormal. We also investigate the impact of the genetic cause of HD, cytosine-adenine-guanine (CAG) repeat length, on progression through these stages. We find that EBM uncovers a broadly consistent order of events across all three studies; that EBM stage reflects clinical stage; and that EBM stage is related to age and genetic burden. Our findings indicate that measures of subcortical and white matter volume become abnormal prior to clinical and cognitive biomarkers. Importantly, CAG repeat length has a large impact on the timing of onset of each stage and progression through the stages, with a longer repeat length resulting in earlier onset and faster progression. Our results can be used to help design clinical trials of treatments for Huntington's disease, influencing the choice of biomarkers and the recruitment of participants.
引用
收藏
页数:8
相关论文
共 29 条
[1]   Symmetric diffeomorphic modeling of longtudinal structural MRI [J].
Ashburner, John ;
Ridgway, Gerard R. .
FRONTIERS IN NEUROSCIENCE, 2013, 6
[2]   Huntington disease [J].
Bates, Gillian P. ;
Dorsey, Ray ;
Gusella, James F. ;
Hayden, Michael R. ;
Kay, Chris ;
Leavitt, Blair R. ;
Nance, Martha ;
Ross, Christopher A. ;
Scahill, Rachael I. ;
Wetzel, Ronald ;
Wild, Edward J. ;
Tabrizi, Sarah J. .
NATURE REVIEWS DISEASE PRIMERS, 2015, 1
[3]   Evaluation of mutant huntingtin and neurofilament proteins as potential markers in Huntington's disease [J].
Byrne, Lauren M. ;
Rodrigues, Filipe B. ;
Johnson, Eileanor B. ;
Wijeratne, Peter A. ;
De Vita, Enrico ;
Alexander, Daniel C. ;
Palermo, Giuseppe ;
Czech, Christian ;
Schobel, Scott ;
Scahill, Rachael I. ;
Heslegrave, Amanda ;
Zetterberg, Henrik ;
Wild, Edward J. .
SCIENCE TRANSLATIONAL MEDICINE, 2018, 10 (458)
[4]   Geodesic Information Flows: Spatially-Variant Graphs and Their Application to Segmentation and Fusion [J].
Cardoso, M. Jorge ;
Modat, Marc ;
Wolz, Robin ;
Melbourne, Andrew ;
Cash, David ;
Rueckert, Daniel ;
Ourselin, Sebastien .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2015, 34 (09) :1976-1988
[5]   Sequences of cognitive decline in typical Alzheimer's disease and posterior cortical atrophy estimated using a novel even based model of disease progression [J].
Firth, Nicholas C. ;
Primativo, Silvia ;
Brotherhood, Emilie ;
Young, Alexandra L. ;
Yong, Keir X. X. ;
Crutch, Sebastian J. ;
Alexander, Daniel C. ;
Oxtoby, Neil P. .
ALZHEIMERS & DEMENTIA, 2020, 16 (07) :965-973
[6]   An event-based model for disease progression and its application in familial Alzheimer's disease and Huntington's disease [J].
Fonteijn, Hubert M. ;
Modat, Marc ;
Clarkson, Matthew J. ;
Barnes, Josephine ;
Lehmann, Manja ;
Hobbs, Nicola Z. ;
Scahill, Rachael I. ;
Tabrizi, Sarah J. ;
Ourselin, Sebastien ;
Fox, Nick C. ;
Alexander, Daniel C. .
NEUROIMAGE, 2012, 60 (03) :1880-1889
[7]   Relationship between CAG repeat length and brain volume in premanifest and early Huntington's disease [J].
Henley, Susie M. D. ;
Wild, Edward J. ;
Hobbs, Nicola Z. ;
Scahill, Rachael I. ;
Ridgway, Gerard R. ;
MacManus, David G. ;
Barker, Roger A. ;
Fox, Nick C. ;
Tabrizi, Sarah J. .
JOURNAL OF NEUROLOGY, 2009, 256 (02) :203-212
[8]   Unified Huntington's disease rating scale: Reliability and consistency [J].
Kieburtz, K ;
Penney, JB ;
Como, P ;
Ranen, N ;
Shoulson, I ;
Feigin, A ;
Abwender, D ;
Greenamyre, JT ;
Higgins, D ;
Marshall, FJ ;
Goldstein, J ;
Steinberg, K ;
Shih, C ;
Richard, I ;
Hickey, C ;
Zimmerman, C ;
Orme, C ;
Claude, K ;
Oakes, D ;
Sax, DS ;
Kim, A ;
Hersch, S ;
Jones, R ;
Auchus, A ;
Olsen, D ;
BisseyBlack, C ;
Rubin, A ;
Schwartz, R ;
Dubinsky, R ;
Mallonee, W ;
Gray, C ;
Godfrey, N ;
Suter, G ;
Shannon, KM ;
Stebbins, GT ;
Jaglin, JA ;
Marder, K ;
Taylor, S ;
Louis, E ;
Moskowitz, C ;
Thorne, D ;
Zubin, N ;
Wexler, N ;
Swenson, MR ;
Paulsen, J ;
Swerdlow, N ;
Albin, R ;
Wernette, C ;
Walker, F ;
Hunt, V .
MOVEMENT DISORDERS, 1996, 11 (02) :136-142
[9]   Association of CAG Repeats With Long-term Progression in Huntington Disease [J].
Langbehn, Douglas R. ;
Stout, Julie C. ;
Gregory, Sarah ;
Mills, James A. ;
Durr, Alexandra ;
Leavitt, Blair R. ;
Roos, Raymund A. C. ;
Long, Jeffrey D. ;
Owen, Gail ;
Johnson, Hans J. ;
Borowsky, Beth ;
Craufurd, David ;
Reilmann, Ralf ;
Landwehrmeyer, G. Bernhard ;
Scahill, Rachael I. ;
Tabrizi, Sarah J. ;
Acharya, Tanka ;
Andrews, Sophie ;
Arran, Natalie ;
Axelson, Eric ;
Bardinet, Eric ;
Bechtel, Natalie ;
Berna, Claire ;
Bohlen, Stefan ;
Callaghan, Jenny ;
Cassidy, Amy ;
Coleman, Allison ;
Crawford, Helen ;
Santos, Rachelle Dar ;
Decolongon, Joji ;
Dumas, Eve ;
Fan, Mannie ;
Frost, Chris ;
Ghosh, Rhia ;
Gibbard, Claire ;
Hensman-Moss, Davina ;
Hobbs, Nicola ;
Jauffret, Celine ;
Johnson, Eileanoir ;
Jones, Rebecca ;
Jurgens, Caroline ;
Justo, Damian ;
Keogh, Ruth ;
Koren, Tamara ;
Labuschagne, Izelle ;
Lahiri, Nayana ;
Lehericy, Stephane ;
Malone, Ian ;
Marelli, Cecilia ;
McColgan, Peter .
JAMA NEUROLOGY, 2019, 76 (11) :1375-1385
[10]   CAG-Repeat Length and the Age of Onset in Huntington Disease (HD): A Review and Validation Study of Statistical Approaches [J].
Langbehn, Douglas R. ;
Hayden, Michael R. ;
Paulsen, Jane S. .
AMERICAN JOURNAL OF MEDICAL GENETICS PART B-NEUROPSYCHIATRIC GENETICS, 2010, 153B (02) :397-408