Forecasting individual progression trajectories in Huntington disease enables more powered clinical trials

被引:12
作者
Koval, Igor [1 ]
Dighiero-Brecht, Thomas [1 ]
Tobin, Allan J. [2 ,3 ]
Tabrizi, Sarah J. [4 ]
Scahill, Rachael, I [4 ]
du Montcel, Sophie Tezenas [1 ]
Durrleman, Stanley [1 ]
Durr, Alexandra [5 ]
机构
[1] Sorbonne Univ, Hop Pitie Salpetriere, AP HP, ICM,CNRS,Inria,Inserm,Inst Cerveau,Paris Brain In, F-75013 Paris, France
[2] Sorbonne Univ, Biol Adaptat & Ageing, Paris, France
[3] Univ Calif Los Angeles, Brain Res Inst, Los Angeles, CA 90024 USA
[4] UCL, UCL Queen Sq Inst Neurol, Queen Sq, London, England
[5] Sorbonne Univ, DMU Neurosci, Paris Brain Inst,ICM,CNRS,Inserm, Hop Pitie Salpetriere,AP HP,Inst Cerveau,Dept Neu, F-75013 Paris, France
基金
欧洲研究理事会;
关键词
TRACK-HD; ONSET; PREMANIFEST; PREDICTION;
D O I
10.1038/s41598-022-18848-8
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Variability in neurodegenerative disease progression poses great challenges for the evaluation of potential treatments. Identifying the persons who will experience significant progression in the short term is key for the implementation of trials with smaller sample sizes. We apply here disease course mapping to forecast biomarker progression for individual carriers of the pathological CAG repeat expansions responsible for Huntington disease. We used data from two longitudinal studies (TRACK-HD and TRACK-ON) to synchronize temporal progression of 15 clinical and imaging biomarkers from 290 participants with Huntington disease. We used then the resulting HD COURSE MAP to forecast clinical endpoints from the baseline data of 11,510 participants from ENROLL-HD, an external validation cohort. We used such forecasts to select participants at risk for progression and compute the power of trials for such an enriched population. HD COURSE MAP forecasts biomarkers 5 years after the baseline measures with a maximum mean absolute error of 10 points for the total motor score and 2.15 for the total functional capacity. This allowed reducing sample sizes in trial up to 50% including participants with a higher risk for progression ensuring a more homogeneous group of participants.
引用
收藏
页数:14
相关论文
共 39 条
[1]   THE RELATIONSHIP BETWEEN TRINUCLEOTIDE (CAG) REPEAT LENGTH AND CLINICAL-FEATURES OF HUNTINGTONS-DISEASE [J].
ANDREW, SE ;
GOLDBERG, YP ;
KREMER, B ;
TELENIUS, H ;
THEILMANN, J ;
ADAM, S ;
STARR, E ;
SQUITIERI, F ;
LIN, BY ;
KALCHMAN, MA ;
GRAHAM, RK ;
HAYDEN, MR .
NATURE GENETICS, 1993, 4 (04) :398-403
[2]   Striatal Volume Contributes to the Prediction of Onset of Huntington Disease in Incident Cases [J].
Aylward, Elizabeth H. ;
Liu, Dawei ;
Nopoulos, Peggy C. ;
Ross, Christopher A. ;
Pierson, Ronald K. ;
Mills, James A. ;
Long, Jeffrey D. ;
Paulsen, Jane S. .
BIOLOGICAL PSYCHIATRY, 2012, 71 (09) :822-828
[3]   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
[4]   Earliest functional declines in Huntington disease [J].
Beglinger, Leigh J. ;
O'Rourke, Justin J. F. ;
Wang, Chiachi ;
Langbehn, Douglas R. ;
Duff, Kevin ;
Paulsen, Jane S. .
PSYCHIATRY RESEARCH, 2010, 178 (02) :414-418
[5]   DNA Repair Pathways Underlie a Common Genetic Mechanism Modulating Onset in Polyglutamine Diseases [J].
Bettencourt, Conceicao ;
Hensman-Moss, Davina ;
Flower, Michael ;
Wiethoff, Sarah ;
Brice, Alexis ;
Goizet, Cyril ;
Stevanin, Giovanni ;
Koutsis, Georgios ;
Karadima, Georgia ;
Panas, Marios ;
Yescas-Gomes, Petra ;
Esmeralda Garcia-Velazquez, Lizbeth ;
Elisa Alonso-Vilatela, Maria ;
Lima, Manuela ;
Raposo, Mafalda ;
Traynor, Bryan ;
Sweeney, Mary ;
Wood, Nicholas ;
Giunti, Paola ;
Durr, Alexandra ;
Holmans, Peter ;
Houlden, Henry ;
Tabrizi, Sarah J. ;
Jones, Lesley .
ANNALS OF NEUROLOGY, 2016, 79 (06) :983-990
[6]   Neurofilament light protein in blood as a potential biomarker of neurodegeneration in Huntington's disease: a retrospective cohort analysis [J].
Byrne, Lauren M. ;
Rodrigues, Filipe B. ;
Blennow, Kaj ;
Durr, Alexandra ;
Leavitt, Blair R. ;
Roos, Raymund A. C. ;
Scahill, Rachael I. ;
Tabrizi, Sarah J. ;
Zetterberg, Henrik ;
Langbehn, Douglas ;
Wild, Edward J. .
LANCET NEUROLOGY, 2017, 16 (08) :601-609
[7]   Interactive algorithms for the segmentation and quantitation of 3-D MRI brain scans [J].
Freeborough, PA ;
Fox, NC ;
Kitney, RI .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 1997, 53 (01) :15-25
[8]   Biological and clinical manifestations of juvenile Huntington's disease: a retrospective analysis [J].
Fusilli, Caterina ;
Migliore, Simone ;
Mazza, Tommaso ;
Consoli, Federica ;
De Luca, Alessandro ;
Barbagallo, Gaetano ;
Ciammola, Andrea ;
Mabel Gatto, Emilia ;
Cesarini, Martin ;
Luis Etcheverry, Jose ;
Parisi, Virginia ;
Al-Oraimi, Musallam ;
Al-Harrasi, Salma ;
Al-Salmi, Qasem ;
Marano, Massimo ;
Vonsattel, Jean-Paul Gerard ;
Sabatini, Umberto ;
Landwehrmeyer, Georg Bernhard ;
Squitieri, Ferdinando .
LANCET NEUROLOGY, 2018, 17 (11) :986-993
[9]   Genetic Modifiers of Huntington's Disease [J].
Gusella, James F. ;
MacDonald, Marcy E. ;
Lee, Jong-Min .
MOVEMENT DISORDERS, 2014, 29 (11) :1359-1365
[10]  
Gutierrez C., 2002, HUNTINGTONS DIS INSU