Skip to main content
Top
Published in: BMC Public Health 1/2011

Open Access 01-12-2011 | Research article

Using spatial analysis to demonstrate the heterogeneity of the cardiovascular drug-prescribing pattern in Taiwan

Authors: Ching-Lan Cheng, Yi-Chi Chen, Tzu-Ming Liu, Yea-Huei Kao Yang

Published in: BMC Public Health | Issue 1/2011

Login to get access

Abstract

Background

Geographic Information Systems (GIS) combined with spatial analytical methods could be helpful in examining patterns of drug use. Little attention has been paid to geographic variation of cardiovascular prescription use in Taiwan. The main objective was to use local spatial association statistics to test whether or not the cardiovascular medication-prescribing pattern is homogenous across 352 townships in Taiwan.

Methods

The statistical methods used were the global measures of Moran's I and Local Indicators of Spatial Association (LISA). While Moran's I provides information on the overall spatial distribution of the data, LISA provides information on types of spatial association at the local level. LISA statistics can also be used to identify influential locations in spatial association analysis. The major classes of prescription cardiovascular drugs were taken from Taiwan's National Health Insurance Research Database (NHIRD), which has a coverage rate of over 97%. The dosage of each prescription was converted into defined daily doses to measure the consumption of each class of drugs. Data were analyzed with ArcGIS and GeoDa at the township level.

Results

The LISA statistics showed an unusual use of cardiovascular medications in the southern townships with high local variation. Patterns of drug use also showed more low-low spatial clusters (cold spots) than high-high spatial clusters (hot spots), and those low-low associations were clustered in the rural areas.

Conclusions

The cardiovascular drug prescribing patterns were heterogeneous across Taiwan. In particular, a clear pattern of north-south disparity exists. Such spatial clustering helps prioritize the target areas that require better education concerning drug use.
Appendix
Available only for authorised users
Literature
1.
go back to reference Allen NB, Holford TR, Bracken MB, Goldstein LB, Howard G, Wang Y, Lichtman JH: Geographic variation in one-year recurrent ischemic stroke rates for elderly Medicare beneficiaries in the USA. Neuroepidemiology. 2010, 34 (2): 123-129. 10.1159/000274804.CrossRefPubMedPubMedCentral Allen NB, Holford TR, Bracken MB, Goldstein LB, Howard G, Wang Y, Lichtman JH: Geographic variation in one-year recurrent ischemic stroke rates for elderly Medicare beneficiaries in the USA. Neuroepidemiology. 2010, 34 (2): 123-129. 10.1159/000274804.CrossRefPubMedPubMedCentral
2.
go back to reference Ashton CM, Petersen NJ, Souchek J, Menke TJ, Yu HJ, Pietz K, Eigenbrodt ML, Barbour G, Kizer KW, Wray NP: Geographic variations in utilization rates in Veterans Affairs hospitals and clinics. N Engl J Med. 1999, 340 (1): 32-39. 10.1056/NEJM199901073400106.CrossRefPubMed Ashton CM, Petersen NJ, Souchek J, Menke TJ, Yu HJ, Pietz K, Eigenbrodt ML, Barbour G, Kizer KW, Wray NP: Geographic variations in utilization rates in Veterans Affairs hospitals and clinics. N Engl J Med. 1999, 340 (1): 32-39. 10.1056/NEJM199901073400106.CrossRefPubMed
3.
go back to reference Domanski M, Antman EM, McKinlay S, Varshavsky S, Platonov P, Assmann SF, Norman J: Geographic variability in patient characteristics, treatment and outcome in an International Trial of Magnesium in acute myocardial infarction. Control Clin Trials. 2004, 25 (6): 553-562. 10.1016/j.cct.2004.08.005.CrossRefPubMed Domanski M, Antman EM, McKinlay S, Varshavsky S, Platonov P, Assmann SF, Norman J: Geographic variability in patient characteristics, treatment and outcome in an International Trial of Magnesium in acute myocardial infarction. Control Clin Trials. 2004, 25 (6): 553-562. 10.1016/j.cct.2004.08.005.CrossRefPubMed
4.
go back to reference Gatrell AC, Bailey TC: Interactive spatial data analysis in medical geography. Social Science & Medicine. 1996, 42 (6): 843-855. 10.1016/0277-9536(95)00183-2.CrossRef Gatrell AC, Bailey TC: Interactive spatial data analysis in medical geography. Social Science & Medicine. 1996, 42 (6): 843-855. 10.1016/0277-9536(95)00183-2.CrossRef
5.
go back to reference Parson RL, Frost JD: Interactive analysis of spatial subsurface data using GIS-based tool. Journal of Computing in Civil Engineering. 2000, 14 (4): 215-222. 10.1061/(ASCE)0887-3801(2000)14:4(215).CrossRef Parson RL, Frost JD: Interactive analysis of spatial subsurface data using GIS-based tool. Journal of Computing in Civil Engineering. 2000, 14 (4): 215-222. 10.1061/(ASCE)0887-3801(2000)14:4(215).CrossRef
6.
go back to reference Gilberg K, Laouri M, Wade S, Isonaka S: Analysis of medication use patterns:apparent overuse of antibiotics and underuse of prescription drugs for asthma, depression, and CHF. J Manag Care Pharm. 2003, 9 (3): 232-237.PubMed Gilberg K, Laouri M, Wade S, Isonaka S: Analysis of medication use patterns:apparent overuse of antibiotics and underuse of prescription drugs for asthma, depression, and CHF. J Manag Care Pharm. 2003, 9 (3): 232-237.PubMed
7.
go back to reference Jia H, Ried LD, Wang X, Damush TM, Young LJ, Cameon RH, Williams LS: Geographic variation in poststroke depression among veterans with acute stroke. J Rehabil Res Dev. 2008, 45 (7): 1027-1035. 10.1682/JRRD.2007.06.0090.CrossRefPubMed Jia H, Ried LD, Wang X, Damush TM, Young LJ, Cameon RH, Williams LS: Geographic variation in poststroke depression among veterans with acute stroke. J Rehabil Res Dev. 2008, 45 (7): 1027-1035. 10.1682/JRRD.2007.06.0090.CrossRefPubMed
8.
go back to reference Mathur AK, Ashby VB, Sands RL, Wolfe RA: Geographic variation in end-stage renal disease incidence and access to deceased donor kidney transplantation. Am J Transplant. 2010, 10 (4 Pt 2): 1069-1080.CrossRefPubMed Mathur AK, Ashby VB, Sands RL, Wolfe RA: Geographic variation in end-stage renal disease incidence and access to deceased donor kidney transplantation. Am J Transplant. 2010, 10 (4 Pt 2): 1069-1080.CrossRefPubMed
9.
go back to reference Rezaeian M, Dunn G, St Leger S, Appleby L: Geographical epidemiology, spatial analysis and geographical information systems: a multidisciplinary glossary. J Epidemiol Community Health. 2007, 61 (2): 98-102. 10.1136/jech.2005.043117.CrossRefPubMedPubMedCentral Rezaeian M, Dunn G, St Leger S, Appleby L: Geographical epidemiology, spatial analysis and geographical information systems: a multidisciplinary glossary. J Epidemiol Community Health. 2007, 61 (2): 98-102. 10.1136/jech.2005.043117.CrossRefPubMedPubMedCentral
10.
go back to reference Gesler W: The uses of spatial analysis in medical geography: a review. Soc Sci Med. 1986, 23 (10): 963-973. 10.1016/0277-9536(86)90253-4.CrossRefPubMed Gesler W: The uses of spatial analysis in medical geography: a review. Soc Sci Med. 1986, 23 (10): 963-973. 10.1016/0277-9536(86)90253-4.CrossRefPubMed
11.
go back to reference Anselin L: Local Indicators of Spatial Association - Lisa. Geographical Analysis. 1995, 27 (2): 93-115.CrossRef Anselin L: Local Indicators of Spatial Association - Lisa. Geographical Analysis. 1995, 27 (2): 93-115.CrossRef
12.
go back to reference Emch M, Ali M, Root ED, Yunus M: Spatial and environmental connectivity analysis in a cholera vaccine trial. Soc Sci Med. 2009, 68 (4): 631-637. 10.1016/j.socscimed.2008.11.025.CrossRefPubMedPubMedCentral Emch M, Ali M, Root ED, Yunus M: Spatial and environmental connectivity analysis in a cholera vaccine trial. Soc Sci Med. 2009, 68 (4): 631-637. 10.1016/j.socscimed.2008.11.025.CrossRefPubMedPubMedCentral
13.
go back to reference Paulozzi LJ, Ryan GW: Opioid analgesics and rates of fatal drug poisoning in the United States. Am J Prev Med. 2006, 31 (6): 506-511. 10.1016/j.amepre.2006.08.017.CrossRefPubMed Paulozzi LJ, Ryan GW: Opioid analgesics and rates of fatal drug poisoning in the United States. Am J Prev Med. 2006, 31 (6): 506-511. 10.1016/j.amepre.2006.08.017.CrossRefPubMed
14.
go back to reference Latkin C, Glass GE, Duncan T: Using geographic information systems to assess spatial patterns of drug use, selection bias and attrition among a sample of injection drug users. Drug Alcohol Depend. 1998, 50 (2): 167-175. 10.1016/S0376-8716(98)00025-8.CrossRefPubMed Latkin C, Glass GE, Duncan T: Using geographic information systems to assess spatial patterns of drug use, selection bias and attrition among a sample of injection drug users. Drug Alcohol Depend. 1998, 50 (2): 167-175. 10.1016/S0376-8716(98)00025-8.CrossRefPubMed
15.
go back to reference Wysowski DK, Governale LA, Swann J: Trends in outpatient prescription drug use and related costs in the US - 1998-2003. Pharmacoeconomics. 2006, 24 (3): 233-236. 10.2165/00019053-200624030-00003.CrossRefPubMed Wysowski DK, Governale LA, Swann J: Trends in outpatient prescription drug use and related costs in the US - 1998-2003. Pharmacoeconomics. 2006, 24 (3): 233-236. 10.2165/00019053-200624030-00003.CrossRefPubMed
16.
go back to reference Jackevicius CA, Tu K, Filate WA, Brien SE, Tu JV, Canadian Cardiovascular Outcomes R: Trends in cardiovascular drug utilization and drug expenditures in Canada between 1996 and 2001. Canadian Journal of Cardiology. 2003, 19 (12): 1359-1366.PubMed Jackevicius CA, Tu K, Filate WA, Brien SE, Tu JV, Canadian Cardiovascular Outcomes R: Trends in cardiovascular drug utilization and drug expenditures in Canada between 1996 and 2001. Canadian Journal of Cardiology. 2003, 19 (12): 1359-1366.PubMed
17.
go back to reference Harris KM, Pastorius CA, Duval S, Harwood E, Henry TD, Carabello BA, Hirsch AT: Practice variation among cardiovascular physicians in management of patients with mitral regurgitation. Am J Cardiol. 2009, 103 (2): 255-261. 10.1016/j.amjcard.2008.09.065.CrossRefPubMed Harris KM, Pastorius CA, Duval S, Harwood E, Henry TD, Carabello BA, Hirsch AT: Practice variation among cardiovascular physicians in management of patients with mitral regurgitation. Am J Cardiol. 2009, 103 (2): 255-261. 10.1016/j.amjcard.2008.09.065.CrossRefPubMed
18.
go back to reference Kumar A, Fonarow GC, Eagle KA, Hirsch AT, Califf RM, Alberts MJ, Boden WE, Steg PG, Shao M, Bhatt DL, et al: Regional and practice variation in adherence to guideline recommendations for secondary and primary prevention among outpatients with atherothrombosis or risk factors in the United States: a report from the REACH Registry. Crit Pathw Cardiol. 2009, 8 (3): 104-111.CrossRefPubMed Kumar A, Fonarow GC, Eagle KA, Hirsch AT, Califf RM, Alberts MJ, Boden WE, Steg PG, Shao M, Bhatt DL, et al: Regional and practice variation in adherence to guideline recommendations for secondary and primary prevention among outpatients with atherothrombosis or risk factors in the United States: a report from the REACH Registry. Crit Pathw Cardiol. 2009, 8 (3): 104-111.CrossRefPubMed
19.
go back to reference Laskey W, Spence N, Zhao X, Mayo R, Taylor R, Cannon CP, Hernandez AF, Peterson ED, Fonarow GC: Regional differences in quality of care and outcomes for the treatment of acute coronary syndromes: an analysis from the get with the guidelines coronary artery disease program. Crit Pathw Cardiol. 2010, 9 (1): 1-7.CrossRefPubMed Laskey W, Spence N, Zhao X, Mayo R, Taylor R, Cannon CP, Hernandez AF, Peterson ED, Fonarow GC: Regional differences in quality of care and outcomes for the treatment of acute coronary syndromes: an analysis from the get with the guidelines coronary artery disease program. Crit Pathw Cardiol. 2010, 9 (1): 1-7.CrossRefPubMed
20.
go back to reference Levin S, Welch VL, Bell RA, Casper ML: Geographic variation in cardiovascular disease risk factors among American Indians and comparisons with the corresponding state populations. Ethn Health. 2002, 7 (1): 57-67. 10.1080/13557850220146993.CrossRefPubMed Levin S, Welch VL, Bell RA, Casper ML: Geographic variation in cardiovascular disease risk factors among American Indians and comparisons with the corresponding state populations. Ethn Health. 2002, 7 (1): 57-67. 10.1080/13557850220146993.CrossRefPubMed
21.
go back to reference O'Connor GT, Quinton HB, Traven ND, Ramunno LD, Dodds TA, Marciniak TA, Wennberg JE: Geographic variation in the treatment of acute myocardial infarction: the Cooperative Cardiovascular Project. JAMA. 1999, 281 (7): 627-633. 10.1001/jama.281.7.627.CrossRefPubMed O'Connor GT, Quinton HB, Traven ND, Ramunno LD, Dodds TA, Marciniak TA, Wennberg JE: Geographic variation in the treatment of acute myocardial infarction: the Cooperative Cardiovascular Project. JAMA. 1999, 281 (7): 627-633. 10.1001/jama.281.7.627.CrossRefPubMed
22.
go back to reference Baldwin LM, MacLehose RF, Hart LG, Beaver SK, Every N, Chan L: Quality of care for acute myocardial infarction in rural and urban US hospitals. Journal of Rural Health. 2004, 20 (2): 99-108. 10.1111/j.1748-0361.2004.tb00015.x.CrossRefPubMed Baldwin LM, MacLehose RF, Hart LG, Beaver SK, Every N, Chan L: Quality of care for acute myocardial infarction in rural and urban US hospitals. Journal of Rural Health. 2004, 20 (2): 99-108. 10.1111/j.1748-0361.2004.tb00015.x.CrossRefPubMed
23.
go back to reference Lin TL, Yang YHK, Tang CH, Wu HM, Cheng HW: Impact of introduction of angiotensin II antagonist on the anti hypertensive utilization in Taiwan. Journal of Food and Drug Analysis. 2008, 16 (4): 21-29. Lin TL, Yang YHK, Tang CH, Wu HM, Cheng HW: Impact of introduction of angiotensin II antagonist on the anti hypertensive utilization in Taiwan. Journal of Food and Drug Analysis. 2008, 16 (4): 21-29.
24.
go back to reference Dai CL, Chu HF, Lin HD, Ng YY, Wu SC: Use of angiotensin converting enzyme inhibitors and angiotensin II receptor blockers in patients with type 2 diabetic chronic kidney disease. Taiwan Journal of Public Health. 2007, 26: 7- Dai CL, Chu HF, Lin HD, Ng YY, Wu SC: Use of angiotensin converting enzyme inhibitors and angiotensin II receptor blockers in patients with type 2 diabetic chronic kidney disease. Taiwan Journal of Public Health. 2007, 26: 7-
26.
go back to reference Hsiao FY, Yang CL, Huang YT, Huang WF: Using Taiwan's national health insurance research databases for pharmacoepidemiology research. Journal of Food and Drug Analysis. 2007, 15 (2): 99-108. Hsiao FY, Yang CL, Huang YT, Huang WF: Using Taiwan's national health insurance research databases for pharmacoepidemiology research. Journal of Food and Drug Analysis. 2007, 15 (2): 99-108.
29.
go back to reference Anselin L, Florax RJGM: New directions in spatial econometrics. 1995, Berlin; New York: SpringerCrossRef Anselin L, Florax RJGM: New directions in spatial econometrics. 1995, Berlin; New York: SpringerCrossRef
30.
go back to reference Anselin L, Syabri I, Kho Y: GeoDa: An introduction to spatial data analysis. Geographical Analysis. 2006, 38 (1): 5-22. 10.1111/j.0016-7363.2005.00671.x.CrossRef Anselin L, Syabri I, Kho Y: GeoDa: An introduction to spatial data analysis. Geographical Analysis. 2006, 38 (1): 5-22. 10.1111/j.0016-7363.2005.00671.x.CrossRef
31.
go back to reference Chadha SL, Gopinath N, Shekhawat S: Urban-rural differences in the prevalence of coronary heart disease and its risk factors in Delhi. Bull World Health Organ. 1997, 75 (1): 31-38.PubMedPubMedCentral Chadha SL, Gopinath N, Shekhawat S: Urban-rural differences in the prevalence of coronary heart disease and its risk factors in Delhi. Bull World Health Organ. 1997, 75 (1): 31-38.PubMedPubMedCentral
32.
go back to reference Liu Z, Albanese E, Li S, Huang Y, Ferri CP, Yan F, Sousa R, Dang W, Prince M: Chronic disease prevalence and care among the elderly in urban and rural Beijing, China - a 10/66 Dementia Research Group cross-sectional survey. BMC Public Health. 2009, 9: 394-10.1186/1471-2458-9-394.CrossRefPubMedPubMedCentral Liu Z, Albanese E, Li S, Huang Y, Ferri CP, Yan F, Sousa R, Dang W, Prince M: Chronic disease prevalence and care among the elderly in urban and rural Beijing, China - a 10/66 Dementia Research Group cross-sectional survey. BMC Public Health. 2009, 9: 394-10.1186/1471-2458-9-394.CrossRefPubMedPubMedCentral
33.
go back to reference Weeks WB, Wallace AE, Wang S, Lee A, Kazis LE: Rural-urban disparities in health-related quality of life within disease categories of veterans. Journal of Rural Health. 2006, 22 (3): 204-211. 10.1111/j.1748-0361.2006.00033.x.CrossRefPubMed Weeks WB, Wallace AE, Wang S, Lee A, Kazis LE: Rural-urban disparities in health-related quality of life within disease categories of veterans. Journal of Rural Health. 2006, 22 (3): 204-211. 10.1111/j.1748-0361.2006.00033.x.CrossRefPubMed
34.
go back to reference Pan WH, Chang HY, Yeh WT, Hsiao SY, Hung YT: Prevalence, awareness, treatment and control of hypertension in Taiwan: results of Nutrition and Health Survey in Taiwan (NAHSIT) 1993-1996. Journal of Human Hypertension. 2001, 15 (11): 793-798. 10.1038/sj.jhh.1001268.CrossRefPubMed Pan WH, Chang HY, Yeh WT, Hsiao SY, Hung YT: Prevalence, awareness, treatment and control of hypertension in Taiwan: results of Nutrition and Health Survey in Taiwan (NAHSIT) 1993-1996. Journal of Human Hypertension. 2001, 15 (11): 793-798. 10.1038/sj.jhh.1001268.CrossRefPubMed
35.
go back to reference Sheikh K, Bullock C: Urban-rural differences in the quality of care for Medicare patients with acute myocardial infarction. Archives of Internal Medicine. 2001, 161 (5): 737-743. 10.1001/archinte.161.5.737.CrossRefPubMed Sheikh K, Bullock C: Urban-rural differences in the quality of care for Medicare patients with acute myocardial infarction. Archives of Internal Medicine. 2001, 161 (5): 737-743. 10.1001/archinte.161.5.737.CrossRefPubMed
36.
go back to reference Gornick ME, Eggers PW, Reilly TW, Mentnech RM, Fitterman LK, Kucken LE, Vladeck BC: Effects of race and income on mortality and use of services among Medicare beneficiaries. New England Journal of Medicine. 1996, 335 (11): 791-799. 10.1056/NEJM199609123351106.CrossRefPubMed Gornick ME, Eggers PW, Reilly TW, Mentnech RM, Fitterman LK, Kucken LE, Vladeck BC: Effects of race and income on mortality and use of services among Medicare beneficiaries. New England Journal of Medicine. 1996, 335 (11): 791-799. 10.1056/NEJM199609123351106.CrossRefPubMed
37.
go back to reference Chan L, Hart LG, Goodman DC: Geographic access to health care for rural medicare beneficiaries. Journal of Rural Health. 2006, 22 (2): 140-146. 10.1111/j.1748-0361.2006.00022.x.CrossRefPubMed Chan L, Hart LG, Goodman DC: Geographic access to health care for rural medicare beneficiaries. Journal of Rural Health. 2006, 22 (2): 140-146. 10.1111/j.1748-0361.2006.00022.x.CrossRefPubMed
38.
go back to reference Chen CL, Chen LW, Yang WC: The influences of Taiwan's generic grouping price policy on drug prices and expenditures: Evidence from analysing the consumption of the three most-used classes of cardiovascular drugs. BMC Public Health. 2008, 8- Chen CL, Chen LW, Yang WC: The influences of Taiwan's generic grouping price policy on drug prices and expenditures: Evidence from analysing the consumption of the three most-used classes of cardiovascular drugs. BMC Public Health. 2008, 8-
39.
go back to reference Chaix B, Boelle PY, Guilbert P, Chauvin P: Area-level determinants of specialty care utilization in France: a multilevel analysis. Public Health. 2005, 119 (2): 97-104. 10.1016/j.puhe.2004.05.006.CrossRefPubMed Chaix B, Boelle PY, Guilbert P, Chauvin P: Area-level determinants of specialty care utilization in France: a multilevel analysis. Public Health. 2005, 119 (2): 97-104. 10.1016/j.puhe.2004.05.006.CrossRefPubMed
40.
go back to reference Chin MH, Friedmann PD, Cassel CK, Lang RM: Differences in generalist and specialist physicians' knowledge and use of angiotensin-converting enzyme inhibitors for congestive heart failure. Journal of General Internal Medicine. 1997, 12 (9): 523-530. 10.1046/j.1525-1497.1997.07105.x.CrossRefPubMedPubMedCentral Chin MH, Friedmann PD, Cassel CK, Lang RM: Differences in generalist and specialist physicians' knowledge and use of angiotensin-converting enzyme inhibitors for congestive heart failure. Journal of General Internal Medicine. 1997, 12 (9): 523-530. 10.1046/j.1525-1497.1997.07105.x.CrossRefPubMedPubMedCentral
41.
go back to reference Edep ME, Shah NB, Tateo IM, Massie BM: Differences between primary care physicians and cardiologists in management of congestive heart failure: Relation to practice guidelines. Journal of the American College of Cardiology. 1997, 30 (2): 518-526. 10.1016/S0735-1097(97)00176-9.CrossRefPubMed Edep ME, Shah NB, Tateo IM, Massie BM: Differences between primary care physicians and cardiologists in management of congestive heart failure: Relation to practice guidelines. Journal of the American College of Cardiology. 1997, 30 (2): 518-526. 10.1016/S0735-1097(97)00176-9.CrossRefPubMed
42.
go back to reference Baker DW, Hayes RP, Massie BM, Craig CA: Variations in family physicians' and cardiologists care for patients with heart failure. American Heart Journal. 1999, 138 (5): 826-834. 10.1016/S0002-8703(99)70006-2.CrossRefPubMed Baker DW, Hayes RP, Massie BM, Craig CA: Variations in family physicians' and cardiologists care for patients with heart failure. American Heart Journal. 1999, 138 (5): 826-834. 10.1016/S0002-8703(99)70006-2.CrossRefPubMed
44.
go back to reference Jones A, Goza F: Rural, Suburban and Urban Differences in the Self-Diagnosis of Coronary Heart Disease in the United States. Journal of Biosocial Science. 2008, 40 (6): 895-909.CrossRefPubMed Jones A, Goza F: Rural, Suburban and Urban Differences in the Self-Diagnosis of Coronary Heart Disease in the United States. Journal of Biosocial Science. 2008, 40 (6): 895-909.CrossRefPubMed
45.
go back to reference Chiu HC, Lee TK, Mau LW, Liu HW: Prevalence of cardiovascular risk factors of elderly persons in Taiwan. Kaohsiung J Med Sci. 2002, 18: 8- Chiu HC, Lee TK, Mau LW, Liu HW: Prevalence of cardiovascular risk factors of elderly persons in Taiwan. Kaohsiung J Med Sci. 2002, 18: 8-
46.
go back to reference Ma TKW, Kam KKH, Yan BP, Lam YY: Renin-angiotensin-aldosterone system blockade for cardiovascular diseases: current status. British Journal of Pharmacology. 2010, 160 (6): 1273-1292.CrossRefPubMedPubMedCentral Ma TKW, Kam KKH, Yan BP, Lam YY: Renin-angiotensin-aldosterone system blockade for cardiovascular diseases: current status. British Journal of Pharmacology. 2010, 160 (6): 1273-1292.CrossRefPubMedPubMedCentral
47.
go back to reference Chobanian AV, Bakris GL, Black HR, Cushman WC, Green LA, Izzo JL, Jones DW, Materson BJ, Oparil S, Wright JT, et al: Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure. Hypertension. 2003, 42 (6): 1206-1252. 10.1161/01.HYP.0000107251.49515.c2.CrossRefPubMed Chobanian AV, Bakris GL, Black HR, Cushman WC, Green LA, Izzo JL, Jones DW, Materson BJ, Oparil S, Wright JT, et al: Seventh Report of the Joint National Committee on Prevention, Detection, Evaluation, and Treatment of High Blood Pressure. Hypertension. 2003, 42 (6): 1206-1252. 10.1161/01.HYP.0000107251.49515.c2.CrossRefPubMed
48.
go back to reference Anselin L: Local indicators of spatial association - LISA. Geographical Analysis. 1995, 27: 22- Anselin L: Local indicators of spatial association - LISA. Geographical Analysis. 1995, 27: 22-
49.
go back to reference Jerrett M, Burnett RT, Goldberg MS, Sears M, Krewski D, Catalan R, Kanaroglou P, Giovis C, Finkelstein N: Spatial analysis for environmental health research: Concepts, methods, and examples. Journal of Toxicology and Environmental Health-Part A. 2003, 66 (16-19): 1783-1810.CrossRefPubMed Jerrett M, Burnett RT, Goldberg MS, Sears M, Krewski D, Catalan R, Kanaroglou P, Giovis C, Finkelstein N: Spatial analysis for environmental health research: Concepts, methods, and examples. Journal of Toxicology and Environmental Health-Part A. 2003, 66 (16-19): 1783-1810.CrossRefPubMed
Metadata
Title
Using spatial analysis to demonstrate the heterogeneity of the cardiovascular drug-prescribing pattern in Taiwan
Authors
Ching-Lan Cheng
Yi-Chi Chen
Tzu-Ming Liu
Yea-Huei Kao Yang
Publication date
01-12-2011
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2011
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-11-380

Other articles of this Issue 1/2011

BMC Public Health 1/2011 Go to the issue