Lifetime Data Anal - Predictive comparison of joint longitudinal-survival modeling: a case study illustrating competing approaches.

Tópicos

{ estim(2440) model(1874) function(577) }
{ activ(1138) subject(705) human(624) }
{ model(2341) predict(2261) use(1141) }
{ data(2317) use(1299) case(1017) }
{ studi(1410) differ(1259) use(1210) }
{ model(3480) simul(1196) paramet(876) }
{ case(1353) use(1143) diagnosi(1136) }
{ studi(2440) review(1878) systemat(933) }
{ risk(3053) factor(974) diseas(938) }
{ analysi(2126) use(1163) compon(1037) }
{ drug(1928) target(777) effect(648) }
{ imag(1947) propos(1133) code(1026) }
{ imag(1057) registr(996) error(939) }
{ take(945) account(800) differ(722) }
{ chang(1828) time(1643) increas(1301) }
{ concept(1167) ontolog(924) domain(897) }
{ general(901) number(790) one(736) }
{ howev(809) still(633) remain(590) }
{ gene(2352) biolog(1181) express(1162) }
{ data(3008) multipl(1320) sourc(1022) }
{ first(2504) two(1366) second(1323) }
{ model(3404) distribut(989) bayesian(671) }
{ can(774) often(719) complex(702) }
{ measur(2081) correl(1212) valu(896) }
{ method(1219) similar(1157) match(930) }
{ assess(1506) score(1403) qualiti(1306) }
{ algorithm(1844) comput(1787) effici(935) }
{ data(1714) softwar(1251) tool(1186) }
{ control(1307) perform(991) simul(935) }
{ featur(1941) imag(1645) propos(1176) }
{ system(1050) medic(1026) inform(1018) }
{ perform(1367) use(1326) method(1137) }
{ model(2656) set(1616) predict(1553) }
{ age(1611) year(1155) adult(843) }
{ sampl(1606) size(1419) use(1276) }
{ can(981) present(881) function(850) }
{ high(1669) rate(1365) level(1280) }
{ cancer(2502) breast(956) screen(824) }
{ result(1111) use(1088) new(759) }
{ decis(3086) make(1611) patient(1517) }
{ data(1737) use(1416) pattern(1282) }
{ inform(2794) health(2639) internet(1427) }
{ system(1976) rule(880) can(841) }
{ bind(1733) structur(1185) ligand(1036) }
{ sequenc(1873) structur(1644) protein(1328) }
{ featur(3375) classif(2383) classifi(1994) }
{ imag(2830) propos(1344) filter(1198) }
{ network(2748) neural(1063) input(814) }
{ imag(2675) segment(2577) method(1081) }
{ patient(2315) diseas(1263) diabet(1191) }
{ motion(1329) object(1292) video(1091) }
{ treatment(1704) effect(941) patient(846) }
{ surgeri(1148) surgic(1085) robot(1054) }
{ framework(1458) process(801) describ(734) }
{ problem(2511) optim(1539) algorithm(950) }
{ error(1145) method(1030) estim(1020) }
{ learn(2355) train(1041) set(1003) }
{ clinic(1479) use(1117) guidelin(835) }
{ extract(1171) text(1153) clinic(932) }
{ method(1557) propos(1049) approach(1037) }
{ design(1359) user(1324) use(1319) }
{ model(2220) cell(1177) simul(1124) }
{ care(1570) inform(1187) nurs(1089) }
{ method(984) reconstruct(947) comput(926) }
{ search(2224) databas(1162) retriev(909) }
{ data(3963) clinic(1234) research(1004) }
{ perform(999) metric(946) measur(919) }
{ research(1085) discuss(1038) issu(1018) }
{ import(1318) role(1303) understand(862) }
{ visual(1396) interact(850) tool(830) }
{ compound(1573) activ(1297) structur(1058) }
{ studi(1119) effect(1106) posit(819) }
{ blood(1257) pressur(1144) flow(957) }
{ spatial(1525) area(1432) region(1030) }
{ record(1888) medic(1808) patient(1693) }
{ health(3367) inform(1360) care(1135) }
{ monitor(1329) mobil(1314) devic(1160) }
{ ehr(2073) health(1662) electron(1139) }
{ state(1844) use(1261) util(961) }
{ research(1218) medic(880) student(794) }
{ patient(2837) hospit(1953) medic(668) }
{ medic(1828) order(1363) alert(1069) }
{ signal(2180) analysi(812) frequenc(800) }
{ cost(1906) reduc(1198) effect(832) }
{ group(2977) signific(1463) compar(1072) }
{ intervent(3218) particip(2042) group(1664) }
{ time(1939) patient(1703) rate(768) }
{ patient(1821) servic(1111) care(1106) }
{ use(2086) technolog(871) perceiv(783) }
{ health(1844) social(1437) communiti(874) }
{ structur(1116) can(940) graph(676) }
{ use(976) code(926) identifi(902) }
{ use(1733) differ(960) four(931) }
{ implement(1333) system(1263) develop(1122) }
{ survey(1388) particip(1329) question(1065) }
{ process(1125) use(805) approach(778) }
{ activ(1452) weight(1219) physic(1104) }
{ method(1969) cluster(1462) data(1082) }
{ method(2212) result(1239) propos(1039) }
{ detect(2391) sensit(1101) algorithm(908) }

Resumo

The joint modeling of longitudinal and survival data has received extraordinary attention in the statistics literature recently, with models and methods becoming increasingly more complex. Most of these approaches pair a proportional hazards survival with longitudinal trajectory modeling through parametric or nonparametric specifications. In this paper we closely examine one data set previously analyzed using a two parameter parametric model for Mediterranean fruit fly (medfly) egg-laying trajectories paired with accelerated failure time and proportional hazards survival models. We consider parametric and nonparametric versions of these two models, as well as a proportional odds rate model paired with a wide variety of longitudinal trajectory assumptions reflecting the types of analyses seen in the literature. In addition to developing novel nonparametric Bayesian methods for joint models, we emphasize the importance of model selection from among joint and non joint models. The default in the literature is to omit at the outset non joint models from consideration. For the medfly data, a predictive diagnostic criterion suggests that both the choice of survival model and longitudinal assumptions can grossly affect model adequacy and prediction. Specifically for these data, the simple joint model used in by Tseng et al. (Biometrika 92:587-603, 2005) and models with much more flexibility in their longitudinal components are predictively outperformed by simpler analyses. This case study underscores the need for data analysts to compare on the basis of predictive performance different joint models and to include non joint models in the pool of candidates under consideration.

Resumo Limpo

joint model longitudin surviv data receiv extraordinari attent statist literatur recent model method becom increas complex approach pair proport hazard surviv longitudin trajectori model parametr nonparametr specif paper close examin one data set previous analyz use two paramet parametr model mediterranean fruit fli medfli egglay trajectori pair acceler failur time proport hazard surviv model consid parametr nonparametr version two model well proport odd rate model pair wide varieti longitudin trajectori assumpt reflect type analys seen literatur addit develop novel nonparametr bayesian method joint model emphas import model select among joint non joint model default literatur omit outset non joint model consider medfli data predict diagnost criterion suggest choic surviv model longitudin assumpt can grossli affect model adequaci predict specif data simpl joint model use tseng et al biometrika model much flexibl longitudin compon predict outperform simpler analys case studi underscor need data analyst compar basi predict perform differ joint model includ non joint model pool candid consider

Resumos Similares

Med Decis Making - Generalized additive models for the analysis of EQ-5D utility data. ( 0,923972129936812 )
Lifetime Data Anal - Pseudo-observations for competing risks with covariate dependent censoring. ( 0,920780521850458 )
Lifetime Data Anal - A two-stage estimation in the Clayton-Oakes model with marginal linear transformation models for multivariate failure time data. ( 0,918986597709716 )
Lifetime Data Anal - Profile local linear estimation of generalized semiparametric regression model for longitudinal data. ( 0,90820651139797 )
Comput Methods Programs Biomed - Flexible multivariate marginal models for analyzing multivariate longitudinal data, with applications in R. ( 0,907191737788872 )
Lifetime Data Anal - Nonparametric estimation of the cumulative intensities in an interval censored competing risks model. ( 0,905431644166108 )
Lifetime Data Anal - A generalization of Turnbull's estimator for nonparametric estimation of the conditional survival function with interval-censored data. ( 0,904727903412053 )
Lifetime Data Anal - Marginal semiparametric multivariate accelerated failure time model with generalized estimating equations. ( 0,900625508284282 )
Lifetime Data Anal - Regression analysis for cumulative incidence probability under competing risks and left-truncated sampling. ( 0,89704754579703 )
Lifetime Data Anal - Estimation of treatment effects based on possibly misspecified Cox regression. ( 0,891221872190427 )
Lifetime Data Anal - Local linear estimation of concordance probability with application to covariate effects models on association for bivariate failure-time data. ( 0,8886715307709 )
Lifetime Data Anal - Semiparametric additive marginal regression models for multiple type recurrent events. ( 0,88515893085403 )
Med Decis Making - Underestimation of uncertainties in health utilities derived from mapping algorithms involving health-related quality-of-life measures: statistical explanations and potential remedies. ( 0,882622607163854 )
Lifetime Data Anal - Regression analysis based on conditional likelihood approach under semi-competing risks data. ( 0,87898443245005 )
Lifetime Data Anal - A pool-adjacent-violators type algorithm for non-parametric estimation of current status data with dependent censoring. ( 0,878364839809788 )
Lifetime Data Anal - Semiparametric methods for center effect measures based on the ratio of survival functions. ( 0,874755658569007 )
Comput Methods Programs Biomed - A simulation procedure based on copulas to generate clustered multi-state survival data. ( 0,865618694589718 )
Neural Comput - Firing variability is higher than deduced from the empirical coefficient of variation. ( 0,863298908669902 )
Med Decis Making - Regression estimators for generic health-related quality of life and quality-adjusted life years. ( 0,86246718996571 )
Lifetime Data Anal - Events per variable for risk differences and relative risks using pseudo-observations. ( 0,861879355466389 )
Neural Comput - Reliability of information-based integration of EEG and fMRI data: a simulation study. ( 0,861729057429388 )
Med Decis Making - Adjusting survival time estimates to account for treatment switching in randomized controlled trials--an economic evaluation context: methods, limitations, and recommendations. ( 0,860893921667988 )
Res Synth Methods - Comparison of statistical inferences from the DerSimonian-Laird and alternative random-effects model meta-analyses - an empirical assessment of 920 Cochrane primary outcome meta-analyses. ( 0,859881402781119 )
Res Synth Methods - Semiparametric hazard function estimation in meta-analysis for time to event data. ( 0,859316392127355 )
Lifetime Data Anal - Estimating treatment effects on the marginal recurrent event mean in the presence of a terminating event. ( 0,855857506969673 )
Lifetime Data Anal - Nonparametric quasi-likelihood for right censored data. ( 0,854853382633899 )
Lifetime Data Anal - Imputation for semiparametric transformation models with biased-sampling data. ( 0,85423088162278 )
Med Decis Making - Calculating Utility Decrements Associated With an Adverse Event: Marginal Tobit and CLAD Coefficients Should Be Used With Caution. ( 0,853809633570035 )
Lifetime Data Anal - Computationally simple estimation and improved efficiency for special cases of double truncation. ( 0,851167831090163 )
Lifetime Data Anal - Likelihood ratio procedures and tests of fit in parametric and semiparametric copula models with censored data. ( 0,84862046158879 )
Lifetime Data Anal - Simultaneous marginal survival estimators when doubly censored data is present. ( 0,848391745981094 )
Lifetime Data Anal - The beta modified Weibull distribution. ( 0,846325555688397 )
Comput Methods Programs Biomed - Poisson regression models outperform the geometrical model in estimating the peak-to-trough ratio of seasonal variation: a simulation study. ( 0,84566948149404 )
Lifetime Data Anal - On estimation of linear transformation models with nested case-control sampling. ( 0,844828013266943 )
Med Decis Making - Eliciting benefit-risk preferences and probability-weighted utility using choice-format conjoint analysis. ( 0,842334247380714 )
Res Synth Methods - Robust variance estimation in meta-regression with dependent effect size estimates. ( 0,839870763164738 )
Comput Math Methods Med - Application of seemingly unrelated regression in medical data with intermittently observed time-dependent covariates. ( 0,83980618118515 )
Lifetime Data Anal - A hierarchical frailty model applied to two-generation melanoma data. ( 0,837911193348827 )
Res Synth Methods - Combining study outcome measures using dominance adjusted weights. ( 0,832276463532481 )
Comput Methods Programs Biomed - Model based period analysis of absolute and relative survival with R: data preparation, model fitting and derivation of survival estimates. ( 0,830011463453896 )
Comput Math Methods Med - Gray's time-varying coefficients model for posttransplant survival of pediatric liver transplant recipients with a diagnosis of cancer. ( 0,829523533138305 )
Brief. Bioinformatics - On the validity of time-dependent AUC estimators. ( 0,827922492137353 )
J Chem Inf Model - Estimation of environment-related properties of chemicals for design of sustainable processes: development of group-contribution+ (GC+) property models and uncertainty analysis. ( 0,821343920459394 )
Lifetime Data Anal - Estimation in a competing risks proportional hazards model under length-biased sampling with censoring. ( 0,819832640402951 )
Lifetime Data Anal - Nonparametric estimation of current status data with dependent censoring. ( 0,819352513969951 )
Lifetime Data Anal - Cox regression for mixed case interval-censored data with covariate errors. ( 0,818950286822999 )
Lifetime Data Anal - Proportional hazards regression with interval censored data using an inverse probability weight. ( 0,814770451634115 )
Comput Methods Programs Biomed - mmm: an R package for analyzing multivariate longitudinal data with multivariate marginal models. ( 0,813714387219967 )
J Chem Inf Model - A robust boosting regression tree with applications in quantitative structure-activity relationship studies of organic compounds. ( 0,813350845540127 )
Lifetime Data Anal - Quantifying the average of the time-varying hazard ratio via a class of transformations. ( 0,812133311834581 )
Brief. Bioinformatics - Using cross-validation to evaluate predictive accuracy of survival risk classifiers based on high-dimensional data. ( 0,810416971046205 )
Lifetime Data Anal - Robust inference in discrete hazard models for randomized clinical trials. ( 0,807355440770883 )
Neural Comput - ParceLiNGAM: a causal ordering method robust against latent confounders. ( 0,8071561925752 )
Lifetime Data Anal - Non-crossing weighted kernel quantile regression with right censored data. ( 0,805359503376859 )
Med Biol Eng Comput - Non-invasive continuous glucose monitoring: improved accuracy of point and trend estimates of the Multisensor system. ( 0,8043515350517 )
Lifetime Data Anal - Additive-multiplicative rates model for recurrent events. ( 0,797272618297958 )
IEEE Trans Pattern Anal Mach Intell - Covariate Shift Adaptation for Discriminative 3D Pose Estimation. ( 0,794067780688818 )
Lifetime Data Anal - Statistical inference based on the nonparametric maximum likelihood estimator under double-truncation. ( 0,792890621736871 )
Lifetime Data Anal - Joint modeling approach for semicompeting risks data with missing nonterminal event status. ( 0,792880340131561 )
Lifetime Data Anal - Linear regression analysis of survival data with missing censoring indicators. ( 0,791446289248815 )
Lifetime Data Anal - Evaluating hospital readmission rates in dialysis facilities; adjusting for hospital effects. ( 0,790486528192247 )
J. Comput. Biol. - An optimization-based sampling scheme for phylogenetic trees. ( 0,78960842362675 )
Neural Comput - Least squares estimation without priors or supervision. ( 0,788033815812575 )
Comput Methods Programs Biomed - A warning concerning the estimation of multinomial logistic models with correlated responses in SAS. ( 0,784024133869002 )
Lifetime Data Anal - Proportional hazards regression in the presence of missing study eligibility information. ( 0,779584313386149 )
Lifetime Data Anal - Comparison of stopped Cox regression with direct methods such as pseudo-values and binomial regression. ( 0,769413043242552 )
IEEE Trans Image Process - A tuned mesh-generation strategy for image representation based on data-dependent triangulation. ( 0,767375845819886 )
Comput Methods Programs Biomed - Bayesian Decision Trees for predicting survival of patients: a study on the US National Trauma Data Bank. ( 0,767142765302169 )
Lifetime Data Anal - Estimation of odds of concordance based on the Aalen additive model. ( 0,767072486659743 )
Res Synth Methods - Meta-analysis of time-to-event data: a comparison of two-stage methods. ( 0,766480757847478 )
Lifetime Data Anal - Nonparametric estimation with recurrent competing risks data. ( 0,763134288141396 )
IEEE Trans Pattern Anal Mach Intell - Learning Graphical Model Parameters with Approximate Marginal Inference. ( 0,762393295295465 )
Res Synth Methods - Robust variance estimation with dependent effect sizes: practical considerations including a software tutorial in Stata and spss. ( 0,761933052256618 )
Lifetime Data Anal - Models and estimation for systems with recurrent events and usage processes. ( 0,758275367832404 )
Lifetime Data Anal - Robust methods to improve efficiency and reduce bias in estimating survival curves in randomized clinical trials. ( 0,756216453459039 )
Lifetime Data Anal - A functional inference for multivariate current status data with mismeasured covariate. ( 0,755666410490751 )
Lifetime Data Anal - Estimation of cumulative incidence functions when the lifetime distributions are uniformly stochastically ordered. ( 0,753634047706426 )
IEEE Trans Pattern Anal Mach Intell - Maximum Likelihood Estimation of Depth Maps Using Photometric Stereo. ( 0,752914719576699 )
Lifetime Data Anal - Matched survival data in a co-twin control design. ( 0,75257482082213 )
Lifetime Data Anal - Semiparametric estimation of treatment effect with time-lagged response in the presence of informative censoring. ( 0,75108413643942 )
Lifetime Data Anal - Marginal hazard regression for correlated failure time data with auxiliary covariates. ( 0,750863476348686 )
Comput Methods Programs Biomed - PSHREG: a SAS macro for proportional and nonproportional subdistribution hazards regression. ( 0,750150568849462 )
Lifetime Data Anal - A proportional hazards regression model with change-points in the baseline function. ( 0,750063665513085 )
Lifetime Data Anal - Comparison of estimators in nested case-control studies with multiple outcomes. ( 0,749233105380379 )
Lifetime Data Anal - Competing risks with missing covariates: effect of haplotypematch on hematopoietic cell transplant patients. ( 0,74831437821948 )
Methods Inf Med - Regularization for generalized additive mixed models by likelihood-based boosting. ( 0,745309575506566 )
Neural Comput - An estimation of generalized bradley-terry models based on the em algorithm. ( 0,744951680017287 )
Lifetime Data Anal - Maximum likelihood analysis of semicompeting risks data with semiparametric regression models. ( 0,737186790721858 )
Med Decis Making - Methods for estimating subgroup effects in cost-effectiveness analyses that use observational data. ( 0,736486149195187 )
Lifetime Data Anal - Isotonic estimation of survival under a misattribution of cause of death. ( 0,735736532174046 )
Lifetime Data Anal - Regression analysis of informative current status data with the additive hazards model. ( 0,734396172456037 )
Comput. Biol. Med. - Identification of a model of non-esterified fatty acids dynamics through genetic algorithms: the case of women with a history of gestational diabetes. ( 0,73331518788437 )
Lifetime Data Anal - Empirical receiver operating characteristic curve for two-sample comparison with cure fractions. ( 0,733313795315304 )
Neural Comput - On quadrature methods for refractory point process likelihoods. ( 0,732182356453895 )
Neural Comput - Nonparametric estimation of K?llback-Leibler divergence. ( 0,73190402933028 )
Comput Methods Programs Biomed - The Lindley distribution applied to competing risks lifetime data. ( 0,727936380475902 )
Lifetime Data Anal - A general joint model for longitudinal measurements and competing risks survival data with heterogeneous random effects. ( 0,72516046708771 )
IEEE Trans Image Process - Maximum likelihood orientation estimation of 1-D patterns in Laguerre-Gauss subspaces. ( 0,719229209908528 )
Lifetime Data Anal - Survival estimation through the cumulative hazard function with monotone natural cubic splines. ( 0,716820570683506 )
IEEE Trans Image Process - Nonlinearity detection in hyperspectral images using a polynomial post-nonlinear mixing model. ( 0,716635526829904 )