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Volumn 13, Issue 1, 2014, Pages

Comparing multilevel and Bayesian spatial random effects survival models to assess geographical inequalities in colorectal cancer survival: A case study

Author keywords

All cause survival; Bayesian; Colorectal cancer; Epidemiology; Multilevel; Spatial

Indexed keywords

BAYESIAN ANALYSIS; CANCER; EPIDEMIOLOGY; GEOGRAPHICAL VARIATION; MEDICAL GEOGRAPHY; SPATIAL ANALYSIS; SURVIVAL;

EID: 84908073027     PISSN: None     EISSN: 1476072X     Source Type: Journal    
DOI: 10.1186/1476-072X-13-36     Document Type: Article
Times cited : (24)

References (54)
  • 2
    • 29844450886 scopus 로고    scopus 로고
    • Origins of socio-economic inequalities in cancer survival: a review
    • 16143594
    • Woods LM, Rachet B, Coleman MP. Origins of socio-economic inequalities in cancer survival: a review. Ann Oncol 2006, 17:5-19. 10.1093/annonc/mdj940, 16143594.
    • (2006) Ann Oncol , vol.17 , pp. 5-19
    • Woods, L.M.1    Rachet, B.2    Coleman, M.P.3
  • 3
    • 84886038687 scopus 로고    scopus 로고
    • Geographic remoteness, area-level socioeconomic disadvantage and inequalities in colorectal cancer survival in Queensland: a multilevel analysis
    • 24152961, 3871027
    • Baade PD, Dasgupta P, Aitken JF, Turrell G. Geographic remoteness, area-level socioeconomic disadvantage and inequalities in colorectal cancer survival in Queensland: a multilevel analysis. BMC Cancer 2013, 13:493. 10.1186/1471-2407-13-493, 3871027, 24152961.
    • (2013) BMC Cancer , vol.13 , pp. 493
    • Baade, P.D.1    Dasgupta, P.2    Aitken, J.F.3    Turrell, G.4
  • 4
    • 85027956531 scopus 로고    scopus 로고
    • Spatial inequalities in colorectal and breast cancer survival: premature deaths and associated factors
    • 22906754
    • Cramb SM, Mengersen KL, Turrell G, Baade PD. Spatial inequalities in colorectal and breast cancer survival: premature deaths and associated factors. Health Place 2012, 18:1412-1421. 10.1016/j.healthplace.2012.07.006, 22906754.
    • (2012) Health Place , vol.18 , pp. 1412-1421
    • Cramb, S.M.1    Mengersen, K.L.2    Turrell, G.3    Baade, P.D.4
  • 5
    • 56749102782 scopus 로고    scopus 로고
    • Spatial variation in prostate cancer survival in the Northern and Yorkshire region of England using Bayesian relative survival smoothing
    • 18985045, 2600701
    • Fairley L, Forman D, West R, Manda S. Spatial variation in prostate cancer survival in the Northern and Yorkshire region of England using Bayesian relative survival smoothing. Br J Cancer 2008, 99:1786-1793. 10.1038/sj.bjc.6604757, 2600701, 18985045.
    • (2008) Br J Cancer , vol.99 , pp. 1786-1793
    • Fairley, L.1    Forman, D.2    West, R.3    Manda, S.4
  • 6
    • 80053209404 scopus 로고    scopus 로고
    • Geographic Variation in Colorectal Cancer Survival and the Role of Small-Area Socioeconomic Deprivation: A Multilevel Survival Analysis of the NIH-AARP Diet and Health Study Cohort
    • 21836166, 3203377
    • Lian M, Schootman M, Doubeni CA, Park Y, Major JM, Stone RAT, Laiyemo AO, Hollenbeck AR, Graubard BI, Schatzkin A. Geographic Variation in Colorectal Cancer Survival and the Role of Small-Area Socioeconomic Deprivation: A Multilevel Survival Analysis of the NIH-AARP Diet and Health Study Cohort. Am J Epidemiol 2011, 174:828-838. 10.1093/aje/kwr162, 3203377, 21836166.
    • (2011) Am J Epidemiol , vol.174 , pp. 828-838
    • Lian, M.1    Schootman, M.2    Doubeni, C.A.3    Park, Y.4    Major, J.M.5    Stone, R.A.T.6    Laiyemo, A.O.7    Hollenbeck, A.R.8    Graubard, B.I.9    Schatzkin, A.10
  • 7
    • 65649136220 scopus 로고    scopus 로고
    • The use of simple reparameterizations to improve the efficiency of Markov chain Monte Carlo estimation for multilevel models with applications to discrete time survival models
    • Browne WJ, Steele F, Golalizadeh M, Green MJ. The use of simple reparameterizations to improve the efficiency of Markov chain Monte Carlo estimation for multilevel models with applications to discrete time survival models. J R Statist Soc A (Statistics in Society) 2009, 172:579-598.
    • (2009) J R Statist Soc A (Statistics in Society) , vol.172 , pp. 579-598
    • Browne, W.J.1    Steele, F.2    Golalizadeh, M.3    Green, M.J.4
  • 8
    • 65549122833 scopus 로고    scopus 로고
    • Event History Analysis: A National Centre for Research Methods Briefing Paper
    • Steele F. Event History Analysis: A National Centre for Research Methods Briefing Paper. 2005, UK: Centre for Multilevel Modelling, University of Bristol, [http://eprints.ncrm.ac.uk/88/1/MethodsReviewPaperNCRM-004.pdf].
    • (2005)
    • Steele, F.1
  • 9
    • 0035067240 scopus 로고    scopus 로고
    • Multilevel perspectives on modeling census data
    • Subramanian SV, Duncan C, Jones K. Multilevel perspectives on modeling census data. Environ Plann A 2001, 33:399-417.
    • (2001) Environ Plann A , vol.33 , pp. 399-417
    • Subramanian, S.V.1    Duncan, C.2    Jones, K.3
  • 10
    • 11144221188 scopus 로고    scopus 로고
    • Appropriate assessment of neighborhood effects on individual health: integrating random and fixed effects in multilevel logistic regression
    • 15615918
    • Larsen K, Merlo J. Appropriate assessment of neighborhood effects on individual health: integrating random and fixed effects in multilevel logistic regression. Am J Epidemiol 2005, 161:81-88. 10.1093/aje/kwi017, 15615918.
    • (2005) Am J Epidemiol , vol.161 , pp. 81-88
    • Larsen, K.1    Merlo, J.2
  • 11
    • 23444450931 scopus 로고    scopus 로고
    • Comparison of a Spatial Perspective with the Multilevel Analytical Approach in Neighborhood Studies: The Case of Mental and Behavioral Disorders due to Psychoactive Substance Use in Malmö, Sweden, 2001
    • 15972939
    • Chaix B, Merlo J, Subramanian SV, Lynch J, Chauvin P. Comparison of a Spatial Perspective with the Multilevel Analytical Approach in Neighborhood Studies: The Case of Mental and Behavioral Disorders due to Psychoactive Substance Use in Malmö, Sweden, 2001. Am J Epidemiol 2005, 162:171-182. 10.1093/aje/kwi175, 15972939.
    • (2005) Am J Epidemiol , vol.162 , pp. 171-182
    • Chaix, B.1    Merlo, J.2    Subramanian, S.V.3    Lynch, J.4    Chauvin, P.5
  • 12
    • 0043084977 scopus 로고    scopus 로고
    • Frailty modeling for spatially correlated survival data, with application to infant mortality in Minnesota
    • 12925334
    • Banerjee S, Wall MM, Carlin BP. Frailty modeling for spatially correlated survival data, with application to infant mortality in Minnesota. Biostatistics 2003, 4:123-142. 10.1093/biostatistics/4.1.123, 12925334.
    • (2003) Biostatistics , vol.4 , pp. 123-142
    • Banerjee, S.1    Wall, M.M.2    Carlin, B.P.3
  • 13
    • 33846199915 scopus 로고    scopus 로고
    • Age, period and cohort effects in Bayesian smoothing of spatial cancer survival with geoadditive models
    • 16526007
    • Sauleau EA, Hennerfeind A, Buemi A, Held L. Age, period and cohort effects in Bayesian smoothing of spatial cancer survival with geoadditive models. Stat Med 2007, 26:212-229. 10.1002/sim.2533, 16526007.
    • (2007) Stat Med , vol.26 , pp. 212-229
    • Sauleau, E.A.1    Hennerfeind, A.2    Buemi, A.3    Held, L.4
  • 15
    • 19044376699 scopus 로고    scopus 로고
    • Pairwise likelihood inference in spatial generalized linear mixed models
    • Varin C, Høst G, Skare T. Pairwise likelihood inference in spatial generalized linear mixed models. Comput Stat Data Anal 2005, 49:1173-1191.
    • (2005) Comput Stat Data Anal , vol.49 , pp. 1173-1191
    • Varin, C.1    Høst, G.2    Skare, T.3
  • 16
    • 20344407312 scopus 로고    scopus 로고
    • Comparison of a spatial approach with the multilevel approach for investigating place effects on health: the example of healthcare utilisation in France
    • 15911650, 1757051
    • Chaix B, Merlo J, Chauvin P. Comparison of a spatial approach with the multilevel approach for investigating place effects on health: the example of healthcare utilisation in France. J Epidemiol Community Health 2005, 59:517-526. 10.1136/jech.2004.025478, 1757051, 15911650.
    • (2005) J Epidemiol Community Health , vol.59 , pp. 517-526
    • Chaix, B.1    Merlo, J.2    Chauvin, P.3
  • 17
    • 84908070004 scopus 로고    scopus 로고
    • Comparing Spatial and Multilevel Regression Models for Binary Outcomes in Neighborhood Studies
    • 25284905
    • Xu H. Comparing Spatial and Multilevel Regression Models for Binary Outcomes in Neighborhood Studies. Sociol Methodol 2014, 44:229-272. 10.1177/0081175013490188, 25284905.
    • (2014) Sociol Methodol , vol.44 , pp. 229-272
    • Xu, H.1
  • 18
    • 84861931882 scopus 로고    scopus 로고
    • Area variations in health: A spatial multilevel modeling approach
    • 22522099, 3758234
    • Arcaya M, Brewster M, Zigler CM, Subramanian SV. Area variations in health: A spatial multilevel modeling approach. Health Place 2012, 18:824-831. 10.1016/j.healthplace.2012.03.010, 3758234, 22522099.
    • (2012) Health Place , vol.18 , pp. 824-831
    • Arcaya, M.1    Brewster, M.2    Zigler, C.M.3    Subramanian, S.V.4
  • 19
    • 77951171625 scopus 로고    scopus 로고
    • Lung cancer and COPD rates in Apulia: a multilevel multimember model for smoothing disease mapping
    • 20205714, 2848212
    • Bartolomeo N, Trerotoli P, Serio G. Lung cancer and COPD rates in Apulia: a multilevel multimember model for smoothing disease mapping. Int J Health Geogr 2010, 9:15. 10.1186/1476-072X-9-15, 2848212, 20205714.
    • (2010) Int J Health Geogr , vol.9 , pp. 15
    • Bartolomeo, N.1    Trerotoli, P.2    Serio, G.3
  • 20
    • 80052550959 scopus 로고    scopus 로고
    • Using multilevel modeling and geographically weighted regression to identify spatial variations in the relationship between place-level disadvantages and obesity in Taiwan
    • Chen D-R, Truong K. Using multilevel modeling and geographically weighted regression to identify spatial variations in the relationship between place-level disadvantages and obesity in Taiwan. Appl Geogr 2012, 32:737-745.
    • (2012) Appl Geogr , vol.32 , pp. 737-745
    • Chen, D.-R.1    Truong, K.2
  • 21
    • 84896738597 scopus 로고    scopus 로고
    • A spatially filtered multilevel model to account for spatial dependency: application to self-rated health status in South Korea
    • 24571639, 4123889
    • Park YM, Kim Y. A spatially filtered multilevel model to account for spatial dependency: application to self-rated health status in South Korea. Int J Health Geogr 2014, 13:6. 10.1186/1476-072X-13-6, 4123889, 24571639.
    • (2014) Int J Health Geogr , vol.13 , pp. 6
    • Park, Y.M.1    Kim, Y.2
  • 22
    • 4143139214 scopus 로고    scopus 로고
    • MCMC Estimation in MLwiN, v2.26
    • Browne WJ. MCMC Estimation in MLwiN, v2.26. 2012, UK: Centre for Multilevel Modelling, University of Bristol, [http://www.bristol.ac.uk/cmm/software/mlwin/download/2-26/mcmc-print.pdf].
    • (2012)
    • Browne, W.J.1
  • 23
    • 0032574489 scopus 로고    scopus 로고
    • When can odds ratios mislead?
    • 9550961, 1112884
    • Davies HTO, Crombie IK, Tavakoli M. When can odds ratios mislead?. BMJ 1998, 316:989-991. 10.1136/bmj.316.7136.989, 1112884, 9550961.
    • (1998) BMJ , vol.316 , pp. 989-991
    • Davies, H.T.O.1    Crombie, I.K.2    Tavakoli, M.3
  • 28
    • 84863255917 scopus 로고    scopus 로고
    • A Users Guide to MLwiN, v2.26
    • Rasbash J, Steele F, Browne WJ, Goldstein H. A Users Guide to MLwiN, v2.26. 2012, UK: Centre for Multilevel Modelling, University of Bristol, [http://www.bristol.ac.uk/cmm/software/mlwin/download/2-26/manual-web.pdf].
    • (2012)
    • Rasbash, J.1    Steele, F.2    Browne, W.J.3    Goldstein, H.4
  • 29
    • 0006407254 scopus 로고    scopus 로고
    • WinBUGS - a Bayesian modelling framework: concepts, structure, and extensibility
    • Lunn DJ, Thomas A, Best N, Spiegelhalter DJ. WinBUGS - a Bayesian modelling framework: concepts, structure, and extensibility. Stat Comput 2000, 10:325-337.
    • (2000) Stat Comput , vol.10 , pp. 325-337
    • Lunn, D.J.1    Thomas, A.2    Best, N.3    Spiegelhalter, D.J.4
  • 30
    • 79951480123 scopus 로고    scopus 로고
    • Vienna, Austria: R Foundation for Statistical Computing, R Development Core Team
    • R Development Core Team R: A Language and Environment for Statistical Computing 2010, Vienna, Austria: R Foundation for Statistical Computing, R Development Core Team.
    • (2010) R: A Language and Environment for Statistical Computing
  • 31
    • 28344449679 scopus 로고
    • Bayesian image restoration, with two applications in spatial statistics
    • Besag J, York J, Mollie A. Bayesian image restoration, with two applications in spatial statistics. Ann Inst Stat Math 1991, 43:1-59.
    • (1991) Ann Inst Stat Math , vol.43 , pp. 1-59
    • Besag, J.1    York, J.2    Mollie, A.3
  • 33
    • 0000320904 scopus 로고
    • Fitting Cox's Regression Model to Survival Data using GLIM
    • Whitehead J. Fitting Cox's Regression Model to Survival Data using GLIM. J R Statist Soc C (Applied Statistics) 1980, 29:268-275.
    • (1980) J R Statist Soc C (Applied Statistics) , vol.29 , pp. 268-275
    • Whitehead, J.1
  • 35
    • 84875128540 scopus 로고    scopus 로고
    • Runmlwin- A Program to Run the MLwiN Multilevel Modelling Software from within Stata
    • 3676904, 23761062
    • Leckie G, Charlton C. runmlwin- A Program to Run the MLwiN Multilevel Modelling Software from within Stata. J Stat Softw 2013, 52:1-40. 3676904, 23761062.
    • (2013) J Stat Softw , vol.52 , pp. 1-40
    • Leckie, G.1    Charlton, C.2
  • 36
    • 34248530861 scopus 로고    scopus 로고
    • Bayesian analysis in Stata using WinBUGS
    • Thompson J, Palmer T, Moreno S. Bayesian analysis in Stata using WinBUGS. Stata J 2006, 6:530-549.
    • (2006) Stata J , vol.6 , pp. 530-549
    • Thompson, J.1    Palmer, T.2    Moreno, S.3
  • 37
    • 78751646544 scopus 로고    scopus 로고
    • Developing the atlas of cancer in Queensland: methodological issues
    • 21261992, 3039552
    • Cramb SM, Mengersen KL, Baade PD. Developing the atlas of cancer in Queensland: methodological issues. Int J Health Geogr 2011, 10:9. 10.1186/1476-072X-10-9, 3039552, 21261992.
    • (2011) Int J Health Geogr , vol.10 , pp. 9
    • Cramb, S.M.1    Mengersen, K.L.2    Baade, P.D.3
  • 38
    • 0000759236 scopus 로고
    • How many iterations in the Gibbs sampler?
    • Oxford: Oxford University Press, Bernardo JM, Berger J, Dawid AP, Smith AFM
    • Raftery AE, Lewis SM. How many iterations in the Gibbs sampler?. Bayesian Statistics 4 1992, 765-776. Oxford: Oxford University Press, Bernardo JM, Berger J, Dawid AP, Smith AFM.
    • (1992) Bayesian Statistics 4 , pp. 765-776
    • Raftery, A.E.1    Lewis, S.M.2
  • 39
    • 0001032163 scopus 로고
    • Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments
    • Oxford: Oxford University Press, Bernardo JM, Berger J, Dawid AP, Smith AFM
    • Geweke J. Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments. Bayesian Statistics 4 1992, 169-193. Oxford: Oxford University Press, Bernardo JM, Berger J, Dawid AP, Smith AFM.
    • (1992) Bayesian Statistics 4 , pp. 169-193
    • Geweke, J.1
  • 41
    • 77249093462 scopus 로고    scopus 로고
    • Assessing Local Model Adequacy in Bayesian Hierarchical Models Using the Partitioned Deviance Information Criterion
    • 21243121, 3020089
    • Wheeler DC, Hickson DA, Waller LA. Assessing Local Model Adequacy in Bayesian Hierarchical Models Using the Partitioned Deviance Information Criterion. Comput Stat Data Anal 2010, 54:1657-1671. 10.1016/j.csda.2010.01.025, 3020089, 21243121.
    • (2010) Comput Stat Data Anal , vol.54 , pp. 1657-1671
    • Wheeler, D.C.1    Hickson, D.A.2    Waller, L.A.3
  • 43
    • 33645222033 scopus 로고    scopus 로고
    • A brief conceptual tutorial of multilevel analysis in social epidemiology: using measures of clustering in multilevel logistic regression to investigate contextual phenomena
    • 16537344, 2566165
    • Merlo J, Chaix B, Ohlsson H, Beckman A, Johnell K, Hjerpe P, Rastam L, Larsen K. A brief conceptual tutorial of multilevel analysis in social epidemiology: using measures of clustering in multilevel logistic regression to investigate contextual phenomena. J Epidemiol Community Health 2006, 60:290-297. 10.1136/jech.2004.029454, 2566165, 16537344.
    • (2006) J Epidemiol Community Health , vol.60 , pp. 290-297
    • Merlo, J.1    Chaix, B.2    Ohlsson, H.3    Beckman, A.4    Johnell, K.5    Hjerpe, P.6    Rastam, L.7    Larsen, K.8
  • 44
    • 84857990034 scopus 로고    scopus 로고
    • Hospital-level associations with 30-day patient mortality after cardiac surgery: a tutorial on the application and interpretation of marginal and multilevel logistic regression
    • 22409732, 3366874
    • Sanagou M, Wolfe R, Forbes A, Reid CM. Hospital-level associations with 30-day patient mortality after cardiac surgery: a tutorial on the application and interpretation of marginal and multilevel logistic regression. BMC Med Res Methodol 2012, 12:28. 10.1186/1471-2288-12-28, 3366874, 22409732.
    • (2012) BMC Med Res Methodol , vol.12 , pp. 28
    • Sanagou, M.1    Wolfe, R.2    Forbes, A.3    Reid, C.M.4
  • 45
    • 31644442747 scopus 로고    scopus 로고
    • Cancer map patterns: are they random or not?
    • 16458789, 1538969
    • Kulldorff M, Song C, Gregorio D, Samociuk H, DeChello L. Cancer map patterns: are they random or not?. Am J Prev Med 2006, 30:S37-S49. 10.1016/j.amepre.2005.09.009, 1538969, 16458789.
    • (2006) Am J Prev Med , vol.30 , pp. S37-S49
    • Kulldorff, M.1    Song, C.2    Gregorio, D.3    Samociuk, H.4    DeChello, L.5
  • 46
    • 0034731824 scopus 로고    scopus 로고
    • A test for spatial disease clustering adjusted for multiple testing
    • 10641024
    • Tango T. A test for spatial disease clustering adjusted for multiple testing. Stat Med 2000, 19:191-204. 10.1002/(SICI)1097-0258(20000130)19:2<191::AID-SIM281>3.0.CO;2-Q, 10641024.
    • (2000) Stat Med , vol.19 , pp. 191-204
    • Tango, T.1
  • 47
    • 0346025735 scopus 로고    scopus 로고
    • Regression models for relative survival
    • 14695639
    • Dickman PW, Sloggett A, Hills M, Hakulinen T. Regression models for relative survival. Stat Med 2004, 23:51-64. 10.1002/sim.1597, 14695639.
    • (2004) Stat Med , vol.23 , pp. 51-64
    • Dickman, P.W.1    Sloggett, A.2    Hills, M.3    Hakulinen, T.4
  • 48
    • 79956202489 scopus 로고    scopus 로고
    • Logistic random effects regression models: a comparison of statistical packages for binary and ordinal outcomes
    • 21605357, 3112198
    • Li B, Lingsma HF, Steyerberg EW, Lesaffre E. Logistic random effects regression models: a comparison of statistical packages for binary and ordinal outcomes. BMC Med Res Methodol 2011, 11:77. 10.1186/1471-2288-11-77, 3112198, 21605357.
    • (2011) BMC Med Res Methodol , vol.11 , pp. 77
    • Li, B.1    Lingsma, H.F.2    Steyerberg, E.W.3    Lesaffre, E.4
  • 50
    • 84864623642 scopus 로고    scopus 로고
    • Bringing the individual back to small-area variation studies: A multilevel analysis of all-cause mortality in Andalusia, Spain
    • 22795359
    • Merlo J, Viciana-Fernandez FJ, Ramiro-Farinas D, Res Grp L. Bringing the individual back to small-area variation studies: A multilevel analysis of all-cause mortality in Andalusia, Spain. Soc Sci Med 2012, 75:1477-1487. 10.1016/j.socscimed.2012.06.004, 22795359.
    • (2012) Soc Sci Med , vol.75 , pp. 1477-1487
    • Merlo, J.1    Viciana-Fernandez, F.J.2    Ramiro-Farinas, D.3    Res Grp, L.4
  • 51
    • 62849120031 scopus 로고    scopus 로고
    • Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations
    • Rue H, Martino S, Chopin N. Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations. J R Stat Soc B 2009, 71:319-392.
    • (2009) J R Stat Soc B , vol.71 , pp. 319-392
    • Rue, H.1    Martino, S.2    Chopin, N.3
  • 53
    • 23244434820 scopus 로고    scopus 로고
    • How vague is vague? A simulation study of the impact of the use of vague prior distributions in MCMC using WinBUGS
    • 16015676
    • Lambert PC, Sutton AJ, Burton PR, Abrams KR, Jones DR. How vague is vague? A simulation study of the impact of the use of vague prior distributions in MCMC using WinBUGS. Stat Med 2005, 24:2401-2428. 10.1002/sim.2112, 16015676.
    • (2005) Stat Med , vol.24 , pp. 2401-2428
    • Lambert, P.C.1    Sutton, A.J.2    Burton, P.R.3    Abrams, K.R.4    Jones, D.R.5
  • 54
    • 78049345547 scopus 로고    scopus 로고
    • Bayesian model comparison and model averaging for small-area estimation
    • Aitkin M, Liu CC, Chadwick T. Bayesian model comparison and model averaging for small-area estimation. Ann Appl Stat 2009, 3:199-221.
    • (2009) Ann Appl Stat , vol.3 , pp. 199-221
    • Aitkin, M.1    Liu, C.C.2    Chadwick, T.3


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