题名

台灣大腸癌死亡率之空間分析

并列篇名

Spatial analysis of colorectal cancer mortality in Taiwan

DOI

10.6288/TJPH.202104_40(2).109105

作者

李宗儒(Tsung-Ju Li);陳昭榮(Jun-Rong Chen);李妙純(Miaw-Chwen Lee)

关键词

大腸癌死亡率 ; 空間分析 ; 鄰近效應 ; 地理加權廻歸 ; colorectal cancer mortality ; spatial analysis ; neighborhood effects ; geographically weighted regression

期刊名称

台灣公共衛生雜誌

卷期/出版年月

40卷2期(2021 / 04 / 28)

页次

225 - 240

内容语文

繁體中文

中文摘要

目標:本研究旨在探究台灣大腸癌死亡率之空間分佈,檢驗空間鄰近效應及社會、醫療資源因子之相關性。方法:使用2015年衛生福利部死因統計檔,對台灣349個鄉鎮市區(離島除外)大腸癌死亡率進行空間分析。以空間延遲模型探究大腸癌死亡率之空間鄰近效應。以地理加權廻歸分析鄉鎮市區大腸癌死亡率相關因子的異質性。結果:大腸癌死亡率有空間聚集(Global Moran's I = .2182),熱區集中新北市、苗栗、嘉義縣及屏東。空間延遲模型不但呈現大腸癌死亡率之正向空間鄰近效應(廻歸係數= .16);亦具較佳的模型配適度(判定係數=.3217)。空間延遲模型證實整體上,低教育程度比例、老年人口比例、大腸癌發生率愈高及家庭醫師人口比愈低則大腸癌死亡率亦愈高;但,地理加權廻歸估計顯示這些相關之鄉鎮市區估計具異質性,12.9%至79.1%鄉鎮顯著異於平均值。結論:地理資訊系統逐漸普及,未來地區資源分配,應考慮空間相關,評估在地風險及其異質性,以提升資源運用有效性及縮減地區健康不平等。

英文摘要

Objectives: To explore the spatial patterns of colorectal cancer mortality in Taiwan, examine its neighborhood effect, and identify potentially associated factors. Methods: This study used spatial econometrics to analyze the geographical distribution of colorectal cancer mortality in Taiwan across 349 townships based on the 2015 cause of death statistics from Ministry of Health and Welfare. A spatial lag model was used to examine the neighborhood effects, and geographically weighted regression was applied to investigate the spatial heterogeneity in the relationship of social and medical resources with colorectal cancer mortality. Results: Colorectal cancer mortality exhibited significant spatial clusters (Global Moran's I = 0.2182), with hotspots in New Taipei city, Miaoli, Chiayi, and Pingtung. The spatial lag model yielded evidence of positive neighborhood effects (β= .16) with acceptable goodness of fit (coefficient of determination = .3217). Moreover, its results indicated that colorectal cancer mortality is associated with areas with higher proportion of limited education, higher proportion of older adults, higher incidence of colorectal cancer, and lower ratio of family physicians to the population. However, the geographically weighted regression revealed a heterogeneous association of these factors with mortality across 349 townships, with 12.9% to 79.1% of towns differing significantly from the mean estimates. Conclusions: With the increasing popularity of the geographical information system, policy makers focused on resource allocation should consider spatial correlation when identifying local risk factors and their heterogeneous effects on health or diseases. Doing so would improve resource effectiveness and reduce regional health inequalities.

主题分类 醫藥衛生 > 預防保健與衛生學
醫藥衛生 > 社會醫學
参考文献
  1. 呂宗學, TH,陳端容, DR,江東亮, TL(2015)。釐清健康不平等相關名詞。台灣衛誌,34,115-118。
    連結:
  2. 李宜家, IC,林慧淳, HC,江東亮, TL(2003)。地區剝奪程度、個人社經地位與台灣男性成人的吸菸行為。台灣衛誌,22,10-16。
    連結:
  3. 胡立諄, LC,賴進貴, JG(2006)。台灣女性癌症的空間分析。台灣地理資訊學刊,4,39-55。
    連結:
  4. 張春蘭, CL(2006)。台灣疾病地圖繪製之研究與發展。中華民國地圖學會學刊會刊,16,95-108。
    連結:
  5. 陳美霞, MS(2005)。南台灣的公共衛生問題:與北台灣的比較分析。台灣衛誌,24,504-518。
    連結:
  6. 廖勇柏, YP,陳建仁, CJ,李文宗, WC,徐書儀, SY(2003)。台灣地區癌症死亡率與發生率電子地圖的建構及使用。台灣衛誌,22,227-236。
    連結:
  7. 廖建彰, CC,王心怡, HY,林端雄, RS,謝長堯, CY,宋鴻樟, FC(2005)。台灣地區男性大腸癌與攝護腺癌篩檢狀況。台灣衛誌,24,209-216。
    連結:
  8. 劉易承, YC,宋鴻樟, FC,謝玲玲, LL,唐瑞平, RP,葉志清, CC(2008)。大腸直腸癌之風險預測模式與風險指標。台灣衛誌,27,1-12。
    連結:
  9. Anselin, L(1995).Local indicators of spatial association -- LISA.Geogr Anal,27,93-115.
  10. Anselin, L(ed.),Rey, SJ(ed.)(2010).Perspectives on Spatial Data Analysis.Heidelberg:Springer.
  11. Anselin, L.(2005).Exploring Spatial Data with GeoDaTM : A Workbook.California:Center for Spatially Integrated Social Science.
  12. Berkman, LF(ed.),Kawachi, I(ed.)(2000).Social Epidemiology.Oxford:Oxford University Press.
  13. Brown, T,McLafferty, S,Moon, G.(2010).A Companion to Health and Medical Geography.Oxford:John Wiley & Sons.
  14. Brunsdon, C,Fotheringham, AS,Charlton, ME(1996).Geographically weighted regression: a method for exploring spatial nonstationarity.Geogr Anal,28,281-298.
  15. Bryere, J,Dejardin, O,Bouvier, V(2014).Socioeconomic environment and cancer incidence: a French population-based study in Normandy.BMC Cancer,14,87.
  16. Bryere, J,Tron, L,Menvielle, G,Launoy, G,FRANCIM(2019).The respective parts of incidence and lethality in socioeconomic differences in cancer mortality. An analysis of the French network Cancer registries (FRANCIM) data.Int J Equity Health,18,189.
  17. Chen, DR,Truong, K.(2012).Using multilevel modeling and geographically weighted regression to identify spatial variations in the relationship between place-level disadvantages and obesity in Taiwan.Appl Geogr,32,737-745.
  18. Chen, DR,Wen, TH(2010).Elucidating the changing socio-spatial dynamics of neighborhood effects on adult obesity risk in Taiwan from 2001 to 2005.Health Place,16,1248-1258.
  19. Cliff, AD,Ord, JK(1973).Spatial Autocorrelation.London:Pion.
  20. Curtis, S,Jones, IR(1998).Is there a place for geography in the analysis of health inequality?.Sociol Health Illn,20,645-672.
  21. Davis, MM,Renfro, S,Pham, R(2017).Geographic and population-level disparities in colorectal cancer testing: a multilevel analysis of Medicaid and commercial claims data.Prev Med,101,44-52.
  22. Dummer, TJB(2008).Health geography: supporting public health policy and planning.CMAJ,178,1177-1180.
  23. Faivre, J,Dancourt, V,Lejeune, C(2004).Reduction in colorectal cancer mortality by fecal occult blood screening in a French controlled study.Gastroenterology,126,1674-1680.
  24. Favoriti, P,Carbone, G,Greco, M,Pirozzi, F,Pirozzi, REM,Corcione, F(2016).Worldwide burden of colorectal cancer: a review.Updates Surg,68,7-11.
  25. Glick, B(1979).The spatial autocorrelation of cancer mortality.Soc Sci Med Med Geogr,13,123-130.
  26. Goodwin, BC,March, S,Ireland, MJ(2018).Geographic disparities in previously diagnosed health conditions in colorectal cancer patients are largely explained by age and area level disadvantage.Front Oncol,8,372.
  27. Henry, KA,Niu, X,Boscoe, FP(2009).Geographic disparities in colorectal cancer survival.Int J Health Geogr,8,48.
  28. Ireland, MJ,March, S,Crawford-Williams, F(2017).A systematic review of geographical differences in management and outcomes for colorectal cancer in Australia.BMC Cancer,17,95.
  29. Lynch, JW,Smith, GD,Kaplan, GA,House, JS(2000).Income inequality and mortality: importance to health of individual income, psychosocial environment, or material conditions.BMJ,320,1200-1204.
  30. Macintyre, S,Ellaway, A,Cummins, S(2002).Place effects on health: how can we conceptualise, operationalise and measure them?.Soc Sci Med,55,125-139.
  31. Marmot, M(2005).Social determinants of health inequalities.Lancet,365,1099-1104.
  32. Meijer, M,Mette Kejs, A,Stock, C,Bloomfield, K,Ejstrud, B,Schlattmann, P(2012).Population density, socioeconomic environment and all-cause mortality: a multilevel survival analysis of 2.7 million individuals in Denmark.Health Place,18,391-399.
  33. Naishadham, D,Lansdorp-Vogelaar, I,Siegel, R,Cokkinides, V,Jemal, A(2011).State disparities in colorectal cancer mortality patterns in the United States.Cancer Epidemiol Biomarkers Prev,20,1296-1302.
  34. Perdue, DG,Haverkamp, D,Perkins, C,Daley, CM,Provost, E(2014).Geographic variation in colorectal cancer incidence and mortality, age of onset, and stage at diagnosis among American Indian and Alaska native people, 1990-2009.Am J Public Health,104(Suppl 3),S404-S414.
  35. Siegel, RL,Miller, KD,Sauer, AG(2020).Colorectal cancer statistics, 2020.CA Cancer J Clin,70,145-164.
  36. Sunkara, V,Hébert, JR(2015).The colorectal cancer mortality-to-incidence ratio as an indicator of global cancer screening and care.Cancer,121,1563-1569.
  37. Vostakolaei, FA,Karim-Kos, HE,Janssen-Heijnen, ML,Visser, O,Verbeek, AL,Kiemeney, LA(2011).The validity of the mortality to incidence ratio as a proxy for site-specific cancer survival.Eur J Public Health,21,573-577.
  38. Whitehead, M(1991).The concepts and principles of equity and health.Health Promot Int,6,217-228.
  39. Wilkinson, RG(1996).Unhealthy Societies: From Inequality to Well-Being.England, UK:Routledge.
  40. Zauber, AG,Winawer, SJ,O’Brien, MJ(2012).Colonoscopic polypectomy and long-term prevention of colorectal-cancer deaths.N Engl J Med,366,687-696.
  41. 中央研究院地理資訊科學研究專題中心:台灣標準化死亡率地圖。http://mortality.geohealth.tw/。引用2021/01/21。Center for GIS, RCHSS, Academia Sinica. Taiwan standardized mortality map. Available at: http://mortality.geohealth.tw/. Accessed January 21, 2021.
  42. 中央研究院地理資訊科學研究專題中心:台灣癌症發生率地圖。http://cancer.geohealth.tw/。引用2021/01/21。Center for GIS, RCHSS, Academia Sinica. Taiwan cancer incidence map. Available at: http://cancer.geohealth.tw/. Accessed January 21, 2021.
  43. 李妙純(編譯), MC(Compiled),江心怡(編譯), HY(Compiled),徐惠蘋(編譯), HP(Compiled),賴紅汝(編譯), HJ(Compiled)(2009).健康不均理論、概念與方法.台北=Taipei:五南圖書=Wu-Nan Book Inc..
  44. 林宜平, YP,呂宗學, TH(2004)。談社經因素在流行病學研究之角色。台灣衛誌,23,335-337。
  45. 孫樹根, SG,劉俊賢, JS(2006)。從台灣城鄉嬰幼兒死亡率差異探討社會不公平問題。農業推廣學報,21,33-58。
  46. 溫在弘, TH(2015).空間分析:方法與應用.台北=Taipei:雙葉書廊=Yeh Yeh Book Gallery.
  47. 廖勇柏, TP,李文宗, WC,陳建仁, CJ(1998)。趨勢面分析法在癌症地圖繪製上的應用:以台灣的乳癌死亡率為例。台灣衛誌,17,474-484。
  48. 廖勇柏:台灣癌症地圖(1972-2011)。http://taiwancancermap.csmu-liawyp.tw/。 引用2021/01/21。Liaw YP. Taiwan cancer map(1972-2011). Available at: http://taiwancancermap.csmu-liawyp.tw/. Accessed January 21, 2021.
  49. 衛生福利部:民國103年台灣結腸、直腸癌死亡率分布圖。https://dep.mohw.gov.tw/DOS/lp-1783-113.html。引用 2021/01/21。Ministry of Health and Welfare, R.O.C. (Taiwan). Distribution of mortality rate from colon and rectal cancers in Taiwan in 2014. Available at: https://dep.mohw.gov.tw/DOS/lp-1783-113.html. Accessed January 21, 2021. [In Chinese]
  50. 衛生福利部國民健康署:大腸癌防治概況。https://www.hpa.gov.tw/Pages/Detail.aspx?nodeid=615&pid=1126。引用 2021/01/21。Health Promotion Administration, Ministry of Health and Welfare, R.O.C. (Taiwan). Overview of colorectal cancer prevention. Available at: https://www.hpa.gov.tw/Pages/Detail.aspx?nodeid=615&pid=1126. Accessed January 21, 2021. [In Chinese]
被引用次数
  1. 郭柔芸,梁穎誼,余清祥(2022)。地理加權迴歸在視覺化分析之探討。中國統計學報,60(4),208-232。
  2. 梁穎誼,梁舒涵,余清祥(2023)。空間異質性檢測方法之比較及其在臺灣主要死因的應用。人口學刊,66,1-40。
  3. (2023)。中型城市建築物火災空間資料分析-以彰化市為例。規劃學報,41(2),35-59。