Bibliography
Major publications by the team in recent years
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1M. Avalos, H. Pouyes, Y. Grandvalet, L. ORRIOLS, E. Lagarde.
Sparse conditional logistic regression for analyzing large-scale matched data from epidemiological studies: a simple algorithm, in: BMC Bioinformatics, 2015, vol. 16, no Suppl 6, S1 p. [ DOI : 10.1186/1471-2105-16-S6-S1 ]
https://hal.inria.fr/hal-01217312 -
2D. Commenges, A. Gégout-Petit.
The stochastic system approach for estimating dynamic treatments effect, in: Lifetime Data Analysis, 2015, 18 p. [ DOI : 10.1007/s10985-015-9322-3 ]
https://hal.inria.fr/hal-01205328 -
3D. Commenges, H. Jacqmin-Gadda.
Dynamical Biostatistical Models, Chapman and Hall/CRC, October 2015.
https://hal.inria.fr/hal-01580149 -
4B. P. Hejblum, J. Skinner, R. Thiébaut.
Time-Course Gene Set Analysis for Longitudinal Gene Expression Data, in: PLoS Computational Biology, 2015, vol. 11, no 6, e1004310 p. [ DOI : 10.1371/journal.pcbi.1004310 ]
https://hal.inria.fr/hal-01203446 -
5C. C. Iwuji, J. Orne-Gliemann, J. Larmarange, N. Okesola, F. Tanser, R. Thiebaut, C. Rekacewicz, M.-L. Newell, F. Dabis, N. Low.
Uptake of Home-Based HIV Testing, Linkage to Care, and Community Attitudes about ART in Rural KwaZulu-Natal, South Africa: Descriptive Results from the First Phase of the ANRS 12249 TasP Cluster-Randomised Trial, in: PLoS Medicine, August 2016, vol. 13, no 8.
https://hal.inria.fr/hal-01406616 -
6R. Le Grand, N. Dereuddre-Bosquet, S. Dispinseri, L. Gosse, D. Desjardins, X. Shen, M. Tolazzi, C. Ochsenbauer, H. Saidi, G. Tomaras, M. Prague, S. W. Barnett, R. Thiebaut, A. Cope, G. Scarlatti, R. J. Shattock, G. Silvestri.
Superior Efficacy of a Human Immunodeficiency Virus Vaccine Combined with Antiretroviral Prevention in Simian-Human Immunodeficiency Virus-Challenged Nonhuman Primates, in: Journal of Virology, May 2016, vol. 90, no 11, pp. 5315 - 5328.
https://hal.inria.fr/hal-01406364 -
7E. Lhomme, L. Richert, Z. Moodie, C. Pasin, S. A. Kalams, C. Morgan, S. Self, S. C. De Rosa, R. Thiébaut.
Early CD4+ T Cell Responses Are Associated with Subsequent CD8+ T Cell Responses to an rAd5-Based Prophylactic Prime-Boost HIV Vaccine Strategy, in: PLoS ONE, April 2016, vol. 11, no 4.
https://hal.inria.fr/hal-01406611 -
8B. Liquet, P. Lafaye De Micheaux, B. P. Hejblum, R. Thiébaut.
Group and sparse group partial least square approaches applied in genomics context, in: Bioinformatics, 2016, vol. 32, no 1, pp. 35-42. [ DOI : 10.1093/bioinformatics/btv535 ]
https://hal.inria.fr/hal-01288891 -
9S. M. Moyo, T. M. Mohammed, K. M. Wirth, M. M. Prague, K. M. Bennett, M. P. Holme, L. M. Mupfumi, P. M. Sebogodi, N. M. Moraka, C. M. Boleo, C. M. Maphorisa, B. M. Seraise, S. M. Gaseitsiwe, R. M. Musonda, E. M. Van Widenfelt, K. M. Powis, T. M. Gaolathe, E. M. Tchetgen Tchetgen, J. M. Makhema, M. M. Essex, S. M. Lockman, V. M. Novitsky.
Point-of-Care Cepheid Xpert HIV-1 Viral Load Test in Rural African Communities Is Feasible and Reliable, in: Journal of Clinical Microbiology, 2016, vol. 54, no 12, pp. 3050 - 3055. [ DOI : 10.1128/JCM.01594-16 ]
https://hal.inria.fr/hal-01579540 -
10F. Nakagawa, A. Van Sighem, R. Thiebaut, C. Smith, O. Ratmann, V. Cambiano, J. Albert, A. Amato-Gauci, D. Bezemer, C. Campbell, D. Commenges, M. Donoghoe, D. Ford, R. Kouyos, R. Lodwick, J. Lundgren, N. Pantazis, A. Pharris, C. Quinten, C. Thorne, G. Touloumi, V. Delpech, A. Phillips.
A method to estimate the size and characteristics of HIV-positive populations using an individual-based stochastic simulation model, in: Epidemiology, 2016, vol. 27, no 2, pp. 247-256. [ DOI : 10.1097/EDE.0000000000000423 ]
https://hal.inria.fr/hal-01288889 -
11L. Richert, E. Lhomme, C. Fagard, Y. Levy, G. Chêne, R. Thiébaut.
Recent developments in clinical trial designs for HIV vaccine research, in: Human vaccines & immunotherapeutics, 2015, vol. 11, no 4, pp. 1022–9. [ DOI : 10.1080/21645515.2015.1011974 ]
https://hal.archives-ouvertes.fr/hal-01164644 -
12P. Schommers, G. Martrus, U. Matschl, M. Sirignano, M. Lütgehetmann, L. Richert, T. J. Hope, G. Fätkenheuer, M. Altfeld, F. Kirchhoff.
Changes in HIV-1 Capsid Stability Induced by Common Cytotoxic-T-Lymphocyte-Driven Viral Sequence Mutations, in: Journal of Virology, July 2016, vol. 90, no 16, pp. 7579 - 7586. [ DOI : 10.1128/JVI.00867-16 ]
https://hal.archives-ouvertes.fr/hal-01404506 -
13M. Surenaud, C. Manier, L. Richert, R. Thiébaut, Y. Levy, S. Hue, C. Lacabaratz.
Optimization and evaluation of Luminex performance with supernatants of antigen-stimulated peripheral blood mononuclear cells, in: BMC Immunology, December 2015, vol. 17, no 1, 44 p. [ DOI : 10.1186/s12865-016-0182-8 ]
http://www.hal.inserm.fr/inserm-01395760 -
14R. Thiébaut, J. Drylewicz, M. Prague, C. Lacabaratz, S. Beq, A. Jarne, T. Croughs, R.-P. Sekaly, M. M. Lederman, I. Sereti, D. Commenges, Y. Lévy.
Quantifying and Predicting the Effect of Exogenous Interleukin-7 on CD4+ T Cells in HIV-1 Infection, in: PLoS computational biology, 2014, vol. 10, no 5, e1003630. -
15R. Thiébaut, A. Jarne, J.-P. Routy, I. Sereti, M. Fischl, P. Ive, R. F. Speck, G. D'Offizi, S. Casari, D. Commenges, S. Foulkes, V. Natarajan, T. Croughs, J.-F. Delfraissy, G. Tambussi, Y. Levy, M. M. Lederman.
Repeated Cycles of Recombinant Human Interleukin 7 in HIV-Infected Patients With Low CD4 T-Cell Reconstitution on Antiretroviral Therapy: Results of 2 Phase II Multicenter Studies, in: Clinical Infectious Diseases, May 2016, vol. 62, no 9, pp. 1178 - 1185.
https://hal.inria.fr/hal-01406362
Articles in International Peer-Reviewed Journals
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16D. Agniel, B. P. Hejblum.
Variance component score test for time-course gene set analysis of longitudinal RNA-seq data, in: Biostatistics, 2017, vol. 18, no 4, pp. 589-604, https://arxiv.org/abs/1605.02351. [ DOI : 10.1093/biostatistics/kxx005 ]
https://hal.inria.fr/hal-01579077 -
17V. Bouteloup, C. Sabin, A. Mocroft, L. Gras, N. Pantazis, V. Le Moing, A. D'Arminio Monforte, M. Mary-Krause, R. Roca, J. M. Miro, M. Battegay, N. H. Brockmeyer, M. Berenguer, P. Morlat, C. Obel, S. De Wit, G. Fätkenheuer, R. Zangerle, J. Ghosn, R. Pérez-Hoyos, M. Campbell, C. Prins, G. Chêne, L. Meyer, M. Dorrucci, C. Torti, R. Thiébaut.
Reference curves for CD4 T-cell count response to combination antiretroviral therapy in HIV-1-infected treatment-naïve patients, in: HIV Medicine, 2017, vol. 18, no 1, pp. 33 - 44. [ DOI : 10.1111/hiv.12389 ]
https://hal.archives-ouvertes.fr/hal-01579158 -
18R. Genuer, J.-M. Poggi, C. Tuleau-Malot, N. Villa-Vialaneix.
Random Forests for Big Data, in: Big Data Research, September 2017, vol. 9, pp. 28-46, https://arxiv.org/abs/1511.08327. [ DOI : 10.1016/j.bdr.2017.07.003 ]
https://hal.archives-ouvertes.fr/hal-01233923 -
19B. P. Hejblum, J. Cui, L. J. Lahey, A. Cagan, J. A. Sparks, J. Sokolove, T. Cai, K. P. Liao.
Association between anti-citrullinated fibrinogen antibodies and coronary artery disease in rheumatoid arthritis, in: Arthritis Care & Research, 2017, forthcoming. [ DOI : 10.1002/acr.23444 ]
https://hal.inria.fr/hal-01654403 -
20P. Hellard, C. Scordia, M. F. Avalos, I. Mujika, P. David.
Modelling of optimal training load patterns during the 11 weeks preceding major competition in elite swimmers, in: Applied Physiology, Nutrition, and Metabolism, 2017.
https://hal.inria.fr/hal-01577936 -
21A. Jarne, D. Commenges, M. Prague, Y. Levy, R. Thiébaut.
Modeling CD4 + T cells dynamics in HIV-infected patients receiving repeated cycles of exogenous Interleukin 7, in: Annals Of Applied Statistics, June 2017.
https://hal.inria.fr/hal-01579008 -
22K. Liao, J. A. Sparks, B. P. Hejblum, I.-H. Kuo, J. Cui, L. J. Lahey, A. Cagan, V. S. Gainer, W. Liu, T. T. Cai, J. Sokolove, T. Cai.
Phenome-Wide Association Study of Autoantibodies to Citrullinated and Noncitrullinated Epitopes in Rheumatoid Arthritis, in: Arthritis & rheumatology, April 2017, vol. 69, no 4, pp. 742 - 749. [ DOI : 10.1002/art.39974 ]
https://hal.inria.fr/hal-01654405 -
23F. Mougin, D. Auber, R. Bourqui, G. Diallo, I. Dutour, V. Jouhet, F. Thiessard, R. Thiebaut, P. Thebault.
Visualizing omics and clinical data: which challenges for dealing with their variety?, in: Methods, 2017. [ DOI : 10.1016/j.ymeth.2017.08.012 ]
https://hal.archives-ouvertes.fr/hal-01671067 -
24N. Mélanie, M. F. Avalos, A. LUXCEY, B. Contrand, L. R. Salmi, A. Fourrier-Reglat, B. Gadegbeku, E. Lagarde, L. ORRIOLS.
Prescription medicine use by pedestrians and the risk of injurious road traffic crashes: A case-crossover study, in: PLoS Medicine, 2017.
https://hal.inria.fr/hal-01577941 -
25M.-Q. Picat, I. Pellegrin, J. Bitard, L. Wittkop, C. Proust-Lima, B. Liquet, J.-F. Moreau, F. Bonnet, P. Blanco, R. Thiébaut.
Integrative Analysis of Immunological Data to Explore Chronic Immune T-Cell Activation in Successfully Treated HIV Patients, in: PLoS ONE, January 2017, vol. 12, no 1. [ DOI : 10.1371/journal.pone.0169164 ]
https://hal.archives-ouvertes.fr/hal-01579159 -
26M. Prague, D. Commenges, J. M. Gran, B. Ledergerber, J. Young, H. Furrer, R. Thiébaut.
Dynamic models for estimating the effect of HAART on CD4 in observational studies: Application to the Aquitaine Cohort and the Swiss HIV Cohort Study, in: Biometrics, March 2017, vol. 73, no 1, pp. 294 - 304. [ DOI : 10.1111/biom.12564 ]
https://hal.inria.fr/hal-01670680 -
27M. Prague, E. Turner, l. Fan, G. John, M. David.
Review of recent Methodological Developments in group-randomized trials: Part 1 - Design, in: American Journal of Public Health, June 2017.
https://hal.inria.fr/hal-01579073 -
28M. Prague, E. Turner, G. John, l. Fan, M. David.
Review of recent Methodological Developments in group-randomized trials: Part 2 - Analysis, in: American Journal of Public Health, June 2017.
https://hal.inria.fr/hal-01579075 -
29M. Prague, R. Wang, V. de Gruttola.
CRTgeeDR: An R Package for Doubly Robust Generalized Estimating Equations Estimations in Cluster Randomized Trials with Missing Data, in: R journal, September 2017.
https://hal.inria.fr/hal-01579080 -
30A. Rechtien, L. Richert, H. Lorenzo, G. Martrus, B. P. Hejblum, C. Dahlke, R. Kasonta, M. Zinser, H. Stubbe, U. Matschl, A. Lohse, V. Krähling, M. Eickmann, S. Becker, R. Thiébaut, M. Altfeld, M. Addo.
Systems Vaccinology Identifies an Early Innate Immune Signature as a Correlate of Antibody Responses to the Ebola Vaccine rVSV-ZEBOV, in: Cell Reports , 2017, vol. 20, no 9, pp. 2251 - 2261. [ DOI : 10.1016/j.celrep.2017.08.023 ]
https://hal.inria.fr/hal-01579246 -
31M. Tabue-Teguo, L. Grasset, J. A. Avila-Funes, R. Genuer, C. Proust-Lima, K. Pérès, C. Feart, H. Amieva, M. G.-C. Harmand, C. Helmer, N. Salles, M. Rainfray, J. F. Dartigues.
Prevalence and Co-Occurrence of Geriatric Syndromes in People Aged 75 Years and Older in France: Results From the Bordeaux Three-city Study, in: Journals of Gerontology, Series A, May 2017. [ DOI : 10.1093/gerona/glx068 ]
https://hal.inria.fr/hal-01652204 -
32R. Thiebaut, S. Hue, F. Le Marec, J.-D. Lelievre, M. Dupon, E. Foucat, E. Lazaro, F. Dabis, P. Duffau, L. Wittkop, M. Surenaud, I. Pellegrin, C. Lacabaratz, F. Bonnet, Y. Lévy.
Serum ST2 level is an independent predictor of all-cause mortality in HIV-infected patients. Aquitaine Cohort, France, in: AIDS, 2017.
https://hal.archives-ouvertes.fr/hal-01671081 -
33R. Thiebaut, F. Thiessard.
Public Health and Epidemiology Informatics, in: IMIA Yearbook of Medical Informatics, 2017. [ DOI : 10.15265/IY-2017-035 ]
https://hal.archives-ouvertes.fr/hal-01671095 -
34L. Zago, P.-Y. Hervé, R. Genuer, A. Laurent, B. Mazoyer, N. Tzourio-Mazoyer, M. Joliot.
Predicting hemispheric dominance for language production in healthy individuals using support vector machine, in: Human Brain Mapping, September 2017. [ DOI : 10.1002/hbm.23770 ]
https://hal.inria.fr/hal-01590497
National Conferences with Proceedings
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35M. Prague, R. Thiébaut, P. Moireau, A. Collin.
Joint-state and parameters estimation using nudging and SEIK filters for HIV mechanistic models, in: Journée de la statistique francaise, Avignon, France, June 2017.
https://hal.inria.fr/hal-01579068
Conferences without Proceedings
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36H. Lorenzo, R. Thiebaut, J. Saracco.
Multi-block high-dimensional lasso-penalized analysis with imputation of missing data applied to postgenomic data in an Ebola vaccine trial, in: Annual workshop on Statistical Methods for Post Genomic Data - SMPGD 2018, Montpellier, France, January 2018.
https://hal.archives-ouvertes.fr/hal-01664610 -
37P. Soret, M. F. Avalos, S. Cheng, R. Thiebaut.
High-dimensional compositional microbiota data: state-of-the-art of methods and software implementations, in: 2017 - GDR « Statistiques et santé », Bordeaux, France, October 2017.
https://hal.inria.fr/hal-01667295
Other Publications
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38R. Genuer, J.-M. Poggi.
Arbres CART et Forêts aléatoires,Importance et sélection de variables, January 2017, working paper or preprint.
https://hal.archives-ouvertes.fr/hal-01387654 -
39B. P. Hejblum, C. Alkhassim, R. Gottardo, F. Caron, R. Thiébaut.
Sequential Dirichlet Process Mixtures of Multivariate Skew t-distributions for Model-based Clustering of Flow Cytometry Data, August 2017, https://arxiv.org/abs/1702.04407 - 39 pages, 11 figures.
https://hal.inria.fr/hal-01579063 -
40M. ´. Prague, D. Commenges, R. Thiébaut.
In Silico Evaluation of HIV Short-cycle Therapies with Dynamical Models, August 2017, Keystone Symposium , Poster.
https://hal.inria.fr/hal-01579070
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41O. Aalen, K. Kjetil Roysland, J. Gran, B. Ledergerber.
Causality, mediation and time: a dynamic viewpoint, in: Journal of the Royal Statistical Society: Series A (Statistics in Society), 2007, vol. 175, no 4, pp. 831–861. -
42F. Castiglione, B. Piccoli.
Cancer immunotherapy, mathematical modeling and optimal control, in: Biometrical Journal, 2007, vol. 247, no 4, pp. 723-32. -
43R. M. Granich, C. F. Gilks, C. Dye, K. M. De Cock, B. G. Williams.
Universal voluntary HIV testing with immediate antiretroviral therapy as a strategy for elimination of HIV transmission: a mathematical model, in: Lancet, 2009, vol. 373, no 9657, pp. 48-57, 0140 6736 English. -
44L. Hood, Q. Tian.
Systems approaches to biology and disease enable translational systems medicine, in: Genomics Proteomics Bioinformatics, 2012, vol. 10, no 4, pp. 181–5. -
45Y. Huang, D. Liu, H. Wu.
Hierarchical Bayesian methods for estimation of parameters in a longitudinal HIV dynamic system, in: Biometrics, 2006, vol. 62, no 2, pp. 413–423. -
46E. Kuhn, M. Lavielle.
Maximum likelihood estimation in nonlinear mixed effects models, in: Computational Statistics & Data Analysis, 2005, vol. 49, no 4, pp. 1020–1038. -
47K.-A. Le Cao, P. Martin, C. Robert-Granié, P. Besse.
Sparse canonical methods for biological data integration: application to a cross-platform study, in: BMC bioinformatics, 2009, vol. 10, 34 p. -
48C. Lewden, D. Salmon, P. Morlat, S. Bevilacqua, E. Jougla, F. Bonnet, L. Heripret, D. Costagliola, T. May, G. Chêne.
Causes of death among human immunodeficiency virus (HIV)-infected adults in the era of potent antiretroviral therapy: emerging role of hepatitis and cancers, persistent role of AIDS, in: International Journal of Epidemiology, 2005, vol. 34, no 1, pp. 121-130, 0300 5771 English. -
49A. S. Perelson, A. U. Neumann, M. Markowitz, J. M. Leonard, D. D. Ho.
HIV-1 dynamics in vivo: virion clearance rate, infected cell life-span, and viral generation time, in: Science, 1996, vol. 271, no 5255, pp. 1582-6. -
50A. S. Perelson.
Modelling viral and immune system dynamics, in: Nature Reviews Immunology, 2002, vol. 2, no 1, pp. 28-36. -
51J. Pinheiro, D. Bates.
Approximations to the log-likelihood function in the nonlinear mixed-effects model, in: Journal of Computational and Graphical Statistics, 1995, vol. 4, no 1, pp. 12–35. -
52B. Pulendran.
Learning immunology from the yellow fever vaccine: innate immunity to systems vaccinology, in: Nature Reviews Immunology, 2009, vol. 9, no 10, pp. 741-7. -
53H. Putter, S. Heisterkamp, J. Lange, F. De Wolf.
A Bayesian approach to parameter estimation in HIV dynamical models, in: Statistics in Medicine, 2002, vol. 21, no 15, pp. 2199–2214. -
54A. Reiner, D. Yekutieli, Y. Benjamini.
Identifying differentially expressed genes using false discovery rate controlling procedures, in: Bioinformatics, 2003, vol. 19, no 3, pp. 368–375. -
55C. Schubert.
Systems immunology: complexity captured, in: Nature, 2011, vol. 473, no 7345, pp. 113-4. -
56R. Thiébaut, B. Hejblum, L. Richert.
[The analysis of "Big Data" in clinical research.], in: Epidemiology and Public Health / Revue d'Epidémiologie et de Santé Publique, January 2014, vol. 62, no 1, pp. 1–4. [ DOI : 10.1016/j.respe.2013.12.021 ]
http://www.hal.inserm.fr/inserm-00933691 -
57R. Thiébaut, H. Jacqmin-Gadda, A. Babiker, D. Commenges.
Joint modelling of bivariate longitudinal data with informative dropout and left-censoring, with application to the evolution of CD4+cell count and HIV RNA viral load in response to treatment of HIV infection, in: Statistics in Medicine, 2005, vol. 24, no 1, pp. 65-82. -
58R. Tibshirani.
Regression shrinkage and selection via the lasso, in: Journal of the Royal Statistical Society: Series B (Statistical Methodology), 1996, vol. 58, pp. 267–288. -
59Y. Wang.
Derivation of various NONMEM estimation methods, in: Journal of Pharmacokinetics and pharmacodynamics, 2007, vol. 34, no 5, pp. 575–593. -
60H. Wu.
Statistical methods for HIV dynamic studies in AIDS clinical trials, in: Statistical Methods in Medical Research, 2005, vol. 14, no 2, pp. 171–192.