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Journal Papers
Liao Z.,
Qian M.
, Kronish I.M. and Cheung Y.K. (2023).
Analysis of N-of-1 trials using Bayesian distributed lag model with autocorrelated errors
. Accepted by
Statistics in Medicine.
Supplemental material
.
Oh EJ,
Qian M.
and Cheung Y.K. (2022).
Generalization Error Bounds of Dynamic Treatment Regimes in Regression-Based Learning
.
The Annals of Statistics.
50 (4), 2047-2071.
Supplemental material
.
Devanand D.P., Goldberg T.E.,
Qian M.,
Rushia S.N., Sneed J.R., Andrews H.F., Nino I., Phillips J., Pence S.T., Linares A.R., Hellegers C.A., Michael A.M., Kerner N.A., Petrella J.R. and Doraiswamy P.M. (2022). Computerized Games versus Crosswords Training in Mild Cognitive Impairment.
NEJM Evidence
, 2022; DOI: 10.1056/EVIDoa2200121.
Petrella JR, Michael AM,
Qian M
, Nwosu A, Sneed J, Goldberg TE, Devanand DP, Doraiswamy PM (2022). Impact of Computerized Cognitive Training on Default Mode Network Connectivity in Subjects at Risk for Alzheimer's Disease: A 78-week Randomized Controlled Trial.
J Alzheimers Dis
. doi: 10.3233/JAD-220946. Epub ahead of print.
Doraiswamy PM, Goldberg TE,
Qian M
, Linares AR, Nwosu A, Nino I, D'Antonio J, Phillips J, Ndouli C, Hellegers C, Michael AM, Petrella JR, Andrews H, Sneed J, Devanand DP (2022). Validity of the Web-Based, Self-Directed, NeuroCognitive Performance Test in Mild Cognitive Impairment.
J Alzheimers Dis
. doi: 10.3233/JAD-220015. Epub ahead of print.
Deng F., Phillips M.R., Cai B., Yu G.,
Qian M.
, Grivel M.M.R., Chen H., Ouyang X., Xue F., Zhao M., Kegeles L.S., Susser E.S., Keshavan M.S., Stone W.S. and Yang L.H (2022). Comparison of social cognition using an adapted Chinese version of the Reading the Mind in the Eyes Test in drug-naive and regularly medicated individuals with chronic schizophrenia and healthy controls in rural China.
Psychological Medicine
, 52(15), 3655-3667. doi:10.1017/S003329172100043X
Hu X.
,
Qian M.
, Cheng B. and Cheung Y.K. (2021).
Personalized policy learning using longitudinal mobile health data
.
Journal of the American Statistical Association
, 116(533), 410-420.
Supplemental material.
Medalia A., Saperstein A.M., Stefancic A., Meyler S., Styke S.,
Qian M.
, Liu J. and Cabassa L.J. (2021). Feasibility and acceptability of remotely accessed cognitive remediation for schizophrenia in public health settings.
Psychiatry Res.
doi: 10.1016/j.psychres.2021.113956. Epub ahead of print.
Motter J.N., Liu X.,
Qian M.
, Cohen H.R. and Devanand D.P. (2021). Odor identification impairment and cholinesterase inhibitor treatment in Alzheimer's disease.
Alzheimers Dement (Amst),
13(1):e12158. doi: 10.1002/dad2.12158.
Ahimaz P, Sabatello M,
Qian M,
Wang A, Miller EM, Parrott A, Lal AK, Chatfield KC, Rossano JW, Ware SM, Parent JJ, Kantor P, Yue L, Wynn J, Lee TM, Addonizio LJ, Appelbaum PS, Chung WK (2021). Impact of Genetic Testing for Cardiomyopathy on Emotional Well-Being and Family Dynamics: A Study of Parents and Adolescents.
Circ Genom Precis Med.
14(4):e003189.
Ito K, Li S, Homma S, Thompson JLP, Buchsbaum R, Matsumoto K, Anker SD,
Qian M
, Di Tullio MR; WARCEF Investigators (2021). Left ventricular dimensions and cardiovascular outcomes in systolic heart failure: the WARCEF trial.
ESC Heart Fail,
8(6):4997-5009.
Matsumoto K, Xiao Y, Homma S, Thompson JLP, Buchsbaum R, Ito K, Anker SD,
Qian M.
and Di Tullio MR and WARCEF Investigators. (2021). Prognostic impact of 6 min walk test distance in patients with systolic heart failure: insights from the WARCEF trial.
ESC Heart Fail,
8(2): 819-828.
Zhong X., Cheung Y.K.,
Qian M.
and Cheng B. (2021).
Comparing adaptive interventions under a general sequential multiple assignment randomized trial design via multiple comparisons with the best
.
Journal of Statistical Planning and Inference, 211: 143-153.
Qian M.
, Chakraborty B., Maiti R. and Cheung Y.K. (2021).
A sequential significance test for treatment by covariate interactions.
Statistica Sinica
, 31: 1353-1374.
Wang Y.,
Qian M.
, Tang D., Herbsteman J.B., Perera F. and Wang S. (2020).
A powerful and flexible weighted distance-based method incorporating interactions between DNA methylation and environmental factors on health outcomes
.
Bioinformatics,
36(3):653-659.
Alcarntara C,
Qian M.
, Meli L., Ensari I., Ye S., Davidson K.W., Diaz K.M. (2020). Anxiety Sensitivity and Physical Inactivity in a National Sample of Adults with a History of Myocardial Infarction.
Int J Behav Med. 27(5):520-526. doi: 10.1007/s12529-020-09881-w.
Dercle L., Lu L., Schwartz L.H.,
Qian M.
, Tejpar S., Eggleton P., Zhao B. and Piessevaux H. (2020). Radiomics Response Signature for Identification of Metastatic Colorectal Cancer Sensitive to Therapies Targeting EGFR Pathway. J Natl Cancer Inst., 112(9):902-912.
Moise N., Thanataveerat A., Alcantara C., Florez-Salmanca L., Ye S.,
Qian M.
, Obi M. Davidsn K. and Kronish I. (2020). Willingness to engage in traditional and novel depression treatment modalities among myocardial infarction survivors.
Journal of General Internal Medicine
. 35(5):1620-1622.
Saperstein A.M., Lynch D.A.,
Qian M.
and Medalia A. (2020). How does awareness of cognitive impairment impact motivation and treatment outcomes during cognitive remediation for schizophrenia?
Schizophrenia Research,
218: 70-75.
Zhong X., Cheng B.,
Qian M.
and Cheung Y.K. (2019).
A gate-keeping test for selecting adaptive intervention under general designs of sequential multiple assignment randomized trials.
Contemporary Clinical Trials
, 85:105830.
Laber E.B. and
Qian M.
(2019).
Generalization error for decision problems.
Wiley StatsRef: Statistics Reference Online, https://doi.org/10.1002/9781118445112.stat08155.
Qian M.
and Cheng B. (2019).
Discussion of "Entropy Learning for Dynamic Treatment Regimes"
,
Statistica Sinica
, 29(4), 1662-1665.
Wang Y.,
Qian M.
, Ruan P., Teschendorff A.E. and Wang S. (2019).
Detection of epigenetic field defects using a weighted epigenetic distance-based method.
Nucleic Acids Research
, 47(1), e6.
McKeague I.W. and
Qian M.
(2019).
Marginal screening of 2 x 2 tables in large-scale case- control studies.
Biometrics
, 75, 163-171.
Huang T-J.
, McKeague I.W. and
Qian M.
(2019).
Marginal screening for high-dimensional predictors of survival outcomes.
Statistica Sinica
, 29(4), 2105-2139.
Lee T.C.,
Qian M.
, Liu Y., Graham S., Mann D.L., Nakanishi K., Teerlink J.R., Lip G.Y.H., Freudenberger R.S., Sacco R.L., Mohr J.P., Labovitz A.J., Ponikowski P., Lok D.J., Matsumoto K., Estol C., Anker S.D., Pullicino P.M., Buchsbauma R., Levin B., Thompson J.L.P., Homma S., Di Tullio M.R. and WARCEF Investigators (2019). Cognitive decline over time in patients with systolic heart failure: insights from WARCEF.
JACC-Heart Failure
, 7(12):1042-1053.
Cisewski J.A., Durbin L.L., Bond E.G.,
Qian M.,
Guralnik J.M., Kasper J. and Mielenz T.J. (2019). Reduced lower extremity functioning is associated with an increased rate of being a nondriver: the national health and aging trends study.
Physical Therapy
, pzz037, https://doi.org/10.1093/ptj/pzz037.
Shah N.,
Qian M.
, Di Tullio M.R., Graham S., Mann D.L., Sacco R.L., Lip G.Y.H., Labovitz A.J., Ponikowski P., Lok D.J., Anker S.D., Teerlink J.R., Thompson J.L.P., Homma S., Freudenberger R.S. and WARCEF Investigators (2019). Pulse pressure and prognosis in patients with heart failure with reduced ejection fraction.
European Journal of Clinical Investigation
, 49(6), e13092, https://doi.org/10.1111/eci.13092.
Medelia A., Saperstein A.M.,
Qian M.
and Javitt D.C. (2019). Impact of Baseline Early Auditory Processing on Response to Cognitive Remediation for Schizophrenia.
Schizophrenia Research
, 208, 397-405.
Lee T.C.,
Qian M.
, Mu L.
, Di Tullio M.R., Graham S., Mann D.L., Nakanishi K., Teerlink J.R., Lip G.Y.H., Freudenberger R.S., Sacco R.L., Mohr J.P., Labovitz A.J., Ponikowski P., Lok D.J., Estol C., Anker S.D., Pullicino P.M., Buchsbaum R., Levin B., Thompson J.L.P., Homma S., Ye S. and WARCEF Investigators (2019). Association between Mortality and Implantable Cardioverter-Defibrillators by Aetiology of Heart Failure: A Propensity-Matched Analysis of the WARCEF Trial.
ESC Heart Failure, 6(2):297-307.
Grossman L.V., Masterson Creber R.M., Ancker J.S., Ryan B., Polubriaginof F.,
Qian M.
, Alarcon I., Restaino S., Bakken S., Hripcsak G. and Vawdrey D.K. (2019). Technology Access, Technical Assistance, and Disparities in Inpatient Portal Use.
Appl Clin Inform.
10(1):40-50. doi: 10.1055/s-0038-1676971.
Masterson Creber R., Grossman L., Ryan B.,
Qian M.
, Polubriaginof F., Restaino S., Bakken S., Hripcsak G. and Vawdrey D.K. (2019). Engaging hospitalized patients with personalized health information: a randomized trial of an inpatient portal,
Journal of the American Medical Informatics Association
, 26(2), 115-123, ocy146.
Wang H.J., McKeague I.W. and
Qian M.
(2018).
Testing for marginal linear effects in quantile regression.
Journal of the Royal Statistical Society Series B
. 80(2), 433-452.
Hu X.
, Hsueh P.S., Chen C., Diaz K.M., Parsons F.E., Ensari I.,
Qian M.
and Cheung Y.K. (2018).
An interpretable health behavioral intervention policy for mobile device users.
IBM Journal of Research and Development
, 62(1), 4:1-4:6.
Hu X.
, Hsueh P.S., Chen C., Diaz K.M., Cheung Y.K. and
Qian M.
(2018).
A first step towards behavioral coaching for managing stress: a case study on optimal policy estimation with multi-stage threshold Q-learning.
AMIA Annu Symp Proc.
930-939.
Prey J.E., Polubriaginof F., Grossman L.V., Masterson Creber R., Tsapepas D., Perotte R.,
Qian M.
, Restaino S., Bakken S., Hripcsak G., Efird L., Underwood J. and Vawdrey D.K. (2018). Engaging hospital patients in the medication reconciliation process using tablet computers.
Journal of the American Medical Informatics Association
, ocy115.
Di Tullio M.R.,
Qian M
.
, Thompson J.L.P., Labovitz A.J., Mann D.L., Sacco R.L., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Graham S., Lip G.Y.H., Levin B., Mohr J.P., Buchsbaum R., Estol C.J., Lok D.J., Ponikowski P., Anker S.D., Homma S. and WARCEF Investigators (2018) Left atrial volume and cardiovascular outcomes in systolic heart failure: effect of antithrombotic treatment.
ESC Heart Failure
. 5(5):800-808. doi: 10.1002/ehf2.12331.
Lee T.C.,
Qian M.
, Lip G.Y.H., Di Tullio M.R., Graham S., Mann D.L., Nakanishi K., Teerlink J.R., Freudenberger R.S., Sacco R.L., Mohr J.P., Labovitz A.J., Ponikowski P., Lok D.J., Estol C., Anker S.D., Pullicino P.M., Buchsbaum R., Levin B., Thompson J.L.P., Homma S., Ye S. and WARCEF Investigators (2018). Heart failure severity and quality of warfarin anticoagulation control (from the WARCEF trial).
Am J Cardiol
. 122(5):821-827. doi: 10.1016/j.amjcard.2018.05.024.
Bond E.G., Durbin L.L., Cisewski J.A.,
Qian M.
, Guralnik J.M., Kasper J.D. and Mielenz T.J. (2017). Association between baseline frailty and driving status over time: a secondary analysis of The National Health and Aging Trends Study.
Inj Epidemiol,
4(1):9.
Cheung Y.K., Hsueh P.S.,
Qian M
., Yoon S., Meli L., Diaz K.M., Schwartz J.E., Kronish I.M., Davidson K.W. (2017).
Are Nomothetic or Ideographic Approaches Superior in Predicting Daily Exercise Behaviors?
Methods of Information in Medicine.
56(6):452-460.
Teerlink J.R.,
Qian M.,
Bello N.A., Freudenberger R.S., Levin B., Di Tullio M.R., Graham, S., Mann D.L., Sacco R.L., Mohr J.P., Lip G.Y.H., Labovitz A.J., Lee S.C., Ponikowski P., Lok D.J., Anker S.D., Thompson J.L.P., Homma S. (2017). Aspirin does not increase heart failure events in heart failure patients - from the WARCEF trial.
JACC-Heart Failure
. 5(8), 603-610.
Nakanishi K., Di Tullio M.R.,
Qian M.
, Thompson J.L.P., Labovitz A.J., Mann D.L., Sacco R.L., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Graham S., Lip G.Y.H., Levin B., Mohr J.P., Buchsbaum R., Estol C.J., Lok D.J., Ponikowski P., Anker S.D., Homma S., WARCEF Investigators. (2017). Resting Heart Rate and Ischemic Stroke in Patients with Heart Failure.
Cerebrovascular Diseases
. 44(1-2), 43-50.
Filippatos G., Farmakis D., Metra M., Cotter G., Davison B.A., Felker G.M., Greenberg B.H., Hua T.A., Pang P.S., Ponikowski P.,
Qian M.
, Severin T.A., Voors A.A. and Teerlink J.R. (2017). Serelaxin in acute heart failure patients with and without atrial fibrillation: a secondary analysis of the RELAX-AHF trial.
Clinical Research in Cardiology
. 106(6), 444-456.
Demissei B.G., Cotter G., Prescott M.F., Felker G.M., Filippatos G., Greenberg B.H., Pang P.S., Ponikowski P., Severin T.M., Wang Y.,
Qian M.
, Teerlink J.R., Metra M., Davison B.A. and Voors A.A. (2017). A multimarker multi-time point-based risk stratification strategy in acute heart failure: results from the RELAX-AHF trial.
European Journal of Heart Failure
, 19(8), 1001-1010. doi: 10.1002/ejhf.749.
Meyer S., Teerlink J.R., Metra M., Ponikowski, P., Cotter G., Davison B.A., Felker G.M., Filippatos G., Greenberg B.H., Hua T.A., Severin T.,
Qian M.
and Voors A.A. (2017). Sex differences in early dyspnea relief between men and women hospitalized for acute heart failure: insights from the RELAX-AHF study.
Clinical Research in Cardiology, 106(4), 280-292
.
Qian M.
(2016).
Comment on “Personalized dose finding using outcome weighted learning”
.
Journal of the American Statistical Association
. 111(516), 1538-1541.
Prey J.E.,
Qian M.
, Restaino S., Hibbard J., Bakken S., Schnall R., Rothenberg G., Vawdrey D.K. and Masterson Creber R (2016). Reliability and validity of the patient activation measure in hospitalized patients.
P
atient Education and Counseling
. 99(12), 2026-2033.
Di Tullio M.R.,
Qian M.
, Thompson J.L.P., Labovitz A.J., Mann D.L., Sacco R.L., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Graham S., Lip G.Y.H., Levin B., Mohr, J.P., Buchsbaum R., Estol, C.J., Lok D.J., Ponikowski P., Anker S.D., Homma S. and WARCEF Investigators (2016). Left ventricular ejection fraction and risk of stroke and cardiac events in heart failure: data from the warfarin versus aspirin in reduced ejection fraction trial.
Stroke
, 47(8), 2031-2037.
Ye S.,
Qian M.
, Zhao B.
, Buchsbaum R., Sacco R.L., Levin B., Di Tullio M.R., Mann D.L., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Mohr J.P., Graham S., Labovitz A.J., Estol C.J., Lok D.J., Ponikowski P., Anker S.D., Lip G.Y., Thompson J.L., Homma S. and WARCEF Investigators (2016). CHA2 DS2 -VASc score and adverse outcomes in patients with heart failure with reduced ejection fraction and sinus rhythm.
Eur J Heart Fail.
18(10), 1261-1266.
Masterson Creber R., Prey J., Ryan B., Alarcon I.,
Qian M.
, Bakken S., Feiner S., Hripcsak G., Polubriaginof F., Restaino S., Schnall R., Strong P. and Vawdrey D. (2016). Engaging hospitalized patients in clinical care: Study protocol for a pragmatic randomized controlled trial.
Contemporary Clinical Trials,
47, 165-171.
Kato T.S., Di Tullio M.R.,
Qian M.
, Wu M.
, Thompson J.L.P., Mann D.L., Sacco R.L., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Graham S., Lip G.Y.H., Levin B., Mohr J.P., Labovitz A.J., Estol C.J., Lok D.J., Ponikowski P., Anker S.D., Homma S. and the WARCEF Investigators (2016). Clinical and Echocardiographic Factors Associated With New-Onset Atrial Fibrillation in Heart Failure - Subanalysis of the WARCEF Trial.
Circulation Journal
, 80(3), 619-626.
McKeague I.W. and
Qian M.
(2015).
An Adaptive Resampling Test for Detecting the Presence of Significant Predictors
(with discussion and
Rejoinder
).
Journal of the American Statistical Association
. 110(512), 1422-1462.
Cotter G., Voors A.A., Prescott M.F., Felker G.M., Filippatos G., Greenberg B.H., Pang P.S., Ponikowski P., Milo O., Hua T.A.,
Qian M.
, Severin T.M., Teerlink J.R., Metra M. and Davison B.A. (2015). Growth differentiation factor 15 (GDF-15) in patients admitted for acute heart failure: results from the RELAX-AHF study.
European Journal of Heart Failure
, 17(11), 1133-1143 doi: 10.1002/ejhf.331.
Ye S., Cheng B., Lip G.Y.H., Buchsbaum R., Sacco R.L., Levin B., Di Tullio M.R.,
Qian M.
, Mann D.L., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Mohr J.P., Graham S., Labovitz A.J., Estol C.J., Lok D.J., Ponikowski P., Anker S.D., Thompson J.L.P. and Homma S. (2015). Bleeding Risk and Antithrombotic Strategy in Patients with Sinus Rhythm and Heart Failure with Reduced Ejection Fraction Treated with Warfarin or Aspirin.
American Journal of Cardiology
, 116(6), 904-912.
Homma S., Thompson J.L.P.,
Qian M.
, Ye S., Di Tullio M.R., Lip G.Y.H., Mann D.L., Sacco R.L., Levin B., Pullicino P.M., Freudenberger R.S., Teerlink J.R., Graham S., Mohr J.P., Labovitz A.J., Buchsbaum R., Estol C.J., Lok D.J., Ponikowski P., Anker S.D. and the WARCEF Investigators (2015). Quality of anticoagulation control in preventing adverse events in patients with heart failure in sinus rhythm: warfarin versus aspirin in reduced cardiac ejection fraction trial substudy.
Circ Heart Fail
, 8(3):504-9.
Laber E.B., Lizotte D.,
Qian M.
, Pelham, W.E. and Murphy S.A. (2014).
Dynamic treatment regimes: technical challenges and applications
(with discussion and
Rejoinder
).
Electronic Journal of Statistics
, 8(1), 1225-1321.
McKeague I.W. and
Qian M.
(2014).
Estimation of treatment policies based on functional predictors.
Statistica Sinica
, 24(3), 1461-1485.
Graham S., Ye S.,
Qian M
., Sanford A.R., Di Tullio M.R., Sacco R.L., Mann D.L., Levin B., Pullicino P., Freudenberger R.S., Teerlink J.R., Mohr J.P., Labovitz A.J., Lip G.Y.H., Estol C.J., Lok D.J., Ponikowski P., Anker S.D., Thompson J.L.P., Homma S. and the WARCEF Investigators. (2014) Cognitive Function in Ambulatory Patients with Systolic Heart Failure: Insights from the Warfarin versus Aspirin in Reduced Cardiac Ejection Fraction (WARCEF) Trial.
PLOS One
, 9(11):e113447.
Pullicino P.M.,
Qian M.,
Sacco R.L., Freudenberger R., Graham S., Teerlink J.R., Mann D., Di Tullio M.R., Ponikowski P., Lok D.J., Anker S.D., Lip G.Y.H., Estol C.J., Levin B., Mohr J.P., Thompson J.L. P., Homma S. and the WARCEF Investigators (2014). Recurrent Stroke in the Warfarin versus Aspirin in Reduced Ejection Fraction (WARCEF) Trial.
Cerebrovascular Diseases,
38(3):176-81. DOI: 10.1159/000365502.
Pullicino P.M., Thompson J.L.P., Sacco R.L., Sanford A.R.,
Qian M.
, Teerlink J.R., Haddad H., Diek M., Freudenberger R.S., Labovitz A.J., Di Tullio M., Lok D., Ponikowski P., Anker S.D., Graham S., Mann D.L., Mohr J.P., Homma S. and the WARCEF Investigators (2013). Stroke in Heart Failure in Sinus Rhythm: The Warfarin versus Aspirin in Reduced Cardiac Ejection Fraction Trial.
Cerebrovascular Diseases
, 36(1):74-78.
Nahum-Shani I.,
Qian M.
, Almirall D., Pelham W., Gnagy B., Fabiano G., Waxmonsky J., Yu J. and Murphy S.A. (2012).
Experimental design and primary data analysis methods for comparing adaptive interventions.
Psychological Methods
, 17(4), 457-477.
Nahum-Shani I.,
Qian M.
, Almirall D., Pelham W., Gnagy B., Fabiano G., Waxmonsky J., Yu J. and Murphy S.A. (2012).
Q-learning: a data analysis method for constructing adaptive interventions.
Psychological Methods
, 17(4), 478-494.
Qian M.
and Murphy S.A. (2011).
Performance guarantees for individualized treatment rules.
Annals of Statistics
. 39(2), 1180-1210.
B
ook Chapters
Qian M.
, Hu X. and Cheng B. (2022+).
Personalized Policy Learning
. Accepted by
Statistical Methods for Precision Health
, Chapman & Hall/CRC.
Oh E.J.
,
Qian M.
, Cheung Y.K. and Mohr D.C. (2020).
Building health application recommender system using partially penalized regression.
Springer Book on Biostatistics and Bioinformatics, pp 105-123.
Laber E.B. and
Qian M.
(2017).
Evaluating personalized treatment regimes.
In
Methods in Comparative Effectiveness Research
, pp483-498, Edited by Gatsonis C. and Morton S.C.. CRC Press.
Qian
M.
, Nahum-Shani I., Murphy S.A. (2013),
Dynamic Treatment Regimes
.
In
Modern Clinical Trial Analysis
, pp127-148, edited by Tu X. and Tang W., Springer New York.
McKeague I.W. and
Qian M
.
(2011).
Sparse Functional Linear Regression with Applications to Personalized Medicine
. In
Recent Advances in Functional Data Analysis and Related Topics
, pp213-218, edited by Ferraty F., Springer-Verlag Berlin Heidelberg.
Workshop
Qian
M.
and Murphy S.A. (2007).
A Review of Some Inferential Challenges in Constructing Dynamic Treatment Regimes
.
SAMSI Program on Dynamic Treatment Regimes
, June 18-29, 2007.