Abstract
Exploring global differences in life expectancy can facilitate the development of strategies to narrow regional disparities. However, few researchers have systematically examined patterns in the evolution of worldwide life expectancy over a long time period. Spatial differences among 181 countries in 4 types of worldwide life expectancy patterns from 1990 to 2019 were investigated via geographic information system (GIS) analysis. The aggregation characteristics of the spatiotemporal evolution of life expectancy were revealed by local indicators of spatial association. The analysis employed spatiotemporal sequence-based kernel density estimation and explored the differences in life expectancy among regions with the Theil index. We found that the global life expectancy progress rate shows upward then downward patterns over the last 30 years. Female have higher rates of spatiotemporal progression in life expectancy than male, with less internal variation and a wider spatial aggregation. The global spatial and temporal autocorrelation of life expectancy shows a weakening trend. The difference in life expectancy between male and female is reflected in both intrinsic causes of biological differences and extrinsic causes such as environment and lifestyle habits. Investment in education pulls apart differences in life expectancy over long time series. These results provide scientific guidelines for obtaining the highest possible level of health in countries around the world.
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The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Aballay LR, Eynard AR, Díaz MdP, Navarro A and Muñoz SE (2013) Overweight and obesity: a review of their relationship to metabolic syndrome, cardiovascular disease, and cancer in South America. Nutr Rev 71(3):168–179
Aboubacar B, Deyi X, Abdoul Razak MY, Hamidou Leyla B (2018) The effect of PM2.5 from household combustion on life expectancy in Sub-Saharan Africa. Int J Environ Res Public Health 15(4):748
Andrade FC (2010) Measuring the impact of diabetes on life expectancy and disability-free life expectancy among older adults in Mexico. J Gerontol B Psychol Sci Soc Sci 65(3):381–389
Aspers P, Corte U (2019) What is qualitative in qualitative research. Qual Sociol 42(2):139–160
Beyene SD, Kotosz B (2021) Empirical evidence for the impact of environmental quality on life expectancy in African countries. J Health Pollut 11(29):1–16
Bharmal N, Tseng C-H, Kaplan R, Wong MD (2012) State-level variations in racial disparities in life expectancy. Health Serv Res 47(1 Pt 2):544–555
Bilal U, Hessel P, Perez-Ferrer C, Michael YL, Alfaro T, Tenorio-Mucha J, Friche AA, Pina MF, Vives A, Quick H (2021) Life expectancy and mortality in 363 cities of Latin America. Nat Med 27(3):463–470
Boerma T, Hosseinpoor AR, Verdes E, Chatterji S (2016) A global assessment of the gender gap in self-reported health with survey data from 59 countries. BMC Public Health 16(1):1–9
Bor J, Herbst AJ, Newell M-L, Bärnighausen T (2013) Increases in adult life expectancy in rural South Africa: valuing the scale-up of HIV treatment. Science 339(6122):961–965
Brønnum-Hansen H, Foverskov E, Andersen I (2021) Income inequality in life expectancy and disability-free life expectancy in Denmark. J Epidemiol Community Health 75(2):145–150
Cao B, Bray F, Beltrán-Sánchez H, Ginsburg O, Soneji S, Soerjomataram I (2017) Benchmarking life expectancy and cancer mortality: global comparison with cardiovascular disease 1981–2010. BMJ 357:j2765
Cao X, Hou Y, Zhang X, Xu C, Jia P, Sun X, Sun L, Gao Y, Yang H, Cui Z (2020) A comparative, correlate analysis and projection of global and regional life expectancy, healthy life expectancy, and their GAP: 1995–2025. J Glob Health 10(2):020407
Carmel S (2019) Health and well-being in late life: gender differences worldwide. Front Med 6:218
Chetty R, Stepner M, Abraham S, Lin S, Scuderi B, Turner N, Bergeron A, Cutler D (2016) The association between income and life expectancy in the United States, 2001-2014. JAMA 315(16):1750–1766
Conceição P, Galbraith JK, Bradford P (2001) The Theil index in sequences of nested and hierarchic grouping structures: Implications for the measurement of inequality through time, with data aggregated at different levels of industrial classification. East Econ J 27(4):491–514
Cotton D (2011) Life expectancy in Africa: back to the future? Ann Intern Med 155(4):265–266
Crises CH, McCullough E (2007) Tools and methods for estimating populations at risk from natural disasters and complex humanitarian crises. National Academies Press
Cuijpers P, Vogelzangs N, Twisk J, Kleiboer A, Li J, Penninx BW (2014) Is excess mortality higher in depressed men than in depressed women? A meta-analytic comparison. J Affect Disord 161:47–54
Danaei G, Rimm EB, Oza S, Kulkarni SC, Murray CJ, Ezzati M (2010) The promise of prevention: the effects of four preventable risk factors on national life expectancy and life expectancy disparities by race and county in the United States. PLoS Med 7(3):e1000248
De Aretxabala X, Riedeman P, Burgos L, Roa I, Araya J, Echeverría X, Toledo M, Charles M, Espinoza O, Wenzel C (1995) Gallbladder cancer. Case-control study. Rev Med Chil 123(5):581–586
Dehnad K (1987) Density estimation for statistics and data analysis. Taylor & Francis
DuGoff EH, Canudas-Romo V, Buttorff C, Leff B, Anderson GF (2014) Multiple chronic conditions and life expectancy: a life table analysis. Med Care:688–694
Dwyer-Lindgren L, Kendrick P, Kelly YO, Sylte DO, Schmidt C, Blacker BF, Daoud F, Abdi AA, Baumann M, Mouhanna F (2022) Life expectancy by county, race, and ethnicity in the USA, 2000–19: a systematic analysis of health disparities. The Lancet 400(10345):25–38
Dyussenbayev A (2017) Age periods of human life. Adv J Soc Sci Res J 4(6)
Enroth L, Jasilionis D, Németh L, Strand BH, Tanjung I, Sundberg L, Fors S, Jylhä M, Brønnum-Hansen H (2022) Changes in socioeconomic differentials in old age life expectancy in four Nordic countries: the impact of educational expansion and education-specific mortality. Eur J Ageing:1–12
Faber M, Wenhold F (2007) Nutrition in contemporary South Africa. Water Sa 33(3):393–400
Ferlay J, Shin HR, Bray F, Forman D, Mathers C, Parkin DM (2010) Estimates of worldwide burden of cancer in 2008: GLOBOCAN 2008. Int J Cancer 127(12):2893–2917
Freeman T, Gesesew HA, Bambra C, Giugliani ERJ, Popay J, Sanders D, Macinko J, Musolino C, Baum F (2020) Why do some countries do better or worse in life expectancy relative to income? An analysis of Brazil, Ethiopia, and the United States of America. Int J Equity Health 19(1):1–19
Gaye A, Klugman J, Kovacevic M, Twigg S, Zambrano E (2010) Measuring key disparities in human development: the gender inequality index. Hum Dev Res 46(41)
Goosen J, Bowley DM, Degiannis E, Plani F (2003) Trauma care systems in South Africa. Injury 34(9):704–708
Han X, Hou C, Yang H, Chen W, Ying Z, Hu Y, Sun Y, Qu Y, Yang L, Valdimarsdóttir UA (2021) Disease trajectories and mortality among individuals diagnosed with depression: a community-based cohort study in UK Biobank. Mol Psychiatry 26(11):6736–6746
Hashimoto S, Kawado M, Seko R, Murakami Y, Hayashi M, Kato M, Noda T, Ojima T, Nagai M, Tsuji I (2010) Trends in disability-free life expectancy in Japan, 1995–2004. J Epidemiol 20(4):308–312
Hendi AS, Elo IT, Martikainen P (2021) The implications of changing education distributions for life expectancy gradients. Soc Sci Med 272:113712
How Kernel Density works. (2021). ArcGIS Pro. Retrieved 18 Dec from https://pro.arcgis.com/zhcn/pro-app/latest/tool-reference/spatial-analyst/how-kernel-density-works.htm
Ibrahim RL (2022) Beyond COP26: can income level moderate fossil fuels, carbon emissions, and human capital for healthy life expectancy in Africa? Environ Sci Pollut R 29(58):87568–87582
Kabir M (2008) Determinants of life expectancy in developing countries. The journal of Developing Areas 41:185–204
Kaplan RM, Spittel ML, Zeno TL (2014) Educational attainment and life expectancy. Policy Insights Behav Brain Sci 1(1):189–194
Kesteloot HE, Zhang J (2006) Differences in breast cancer mortality worldwide: unsolved problems. Eur J Cancer Prev:416–423
Kinsella KG (1992) Changes in life expectancy 1900–1990. Am J Clin Nutr 55(6):1196S–1202S
Knudsen AK, Allebeck P, Tollånes MC, Skogen JC, Iburg KM, McGrath JJ, Juel K, Agardh EE, Ärnlöv J, Bjørge T (2019) Life expectancy and disease burden in the Nordic countries: results from the Global Burden of Diseases, Injuries, and Risk Factors Study 2017. Lancet Public Health 4(12):e658–e669
Kyu HH, Abate D, Abate KH, Abay SM, Abbafati C, Abbasi N, Abbastabar H, Abd-Allah F, Abdela J, Abdelalim A (2018) Global, regional, and national disability-adjusted life-years (DALYs) for 359 diseases and injuries and healthy life expectancy (HALE) for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet 392(10159):1859–1922
Lam CS, Arnott C, Beale AL, Chandramouli C, Hilfiker-Kleiner D, Kaye DM, Ky B, Santema BT, Sliwa K, Voors AA (2019) Sex differences in heart failure. Eur Heart J 40(47):3859–3868c
Lawson RA, Murphy RH, Williamson CR (2016) The relationship between income, economic freedom, and BMI. Public health 134:18–25
Lee IM, Shiroma EJ, Lobelo F, Puska P, Blair SN, Katzmarzyk PT, Group, L. P. A. S. W (2012) Effect of physical inactivity on major non-communicable diseases worldwide: an analysis of burden of disease and life expectancy. Lancet 380(9838):219–229
Lelieveld J, Pozzer A, Pöschl U, Fnais M, Haines A, Münzel T (2020) Loss of life expectancy from air pollution compared to other risk factors: a worldwide perspective. Cardiovasc Res 116(11):1910–1917
Li Y, Pan A, Wang DD, Liu X, Dhana K, Franco OH, Kaptoge S, Di Angelantonio E, Stampfer M, Willett WC (2018) Impact of healthy lifestyle factors on life expectancies in the US population. Circulation 138(4):345–355
Li Y, Schoufour J, Wang DD, Dhana K, Pan A, Liu X, Song M, Liu G, Shin HJ, Sun Q (2020) Healthy lifestyle and life expectancy free of cancer, cardiovascular disease, and type 2 diabetes: prospective cohort study. BMJ 368:l6669
Lin R-T, Chen Y-M, Chien L-C, Chan C-C (2012) Political and social determinants of life expectancy in less developed countries: a longitudinal study. BMC Public Health 12(1):1–8
Logie D (1999) AIDS cuts life expectancy in Sub-Saharan Africa by a quarter. British Medical Journal Publishing Group
Lutz W, Kebede E (2018) Education and health: redrawing the Preston curve. Popul Dev Rev 44(2):343–361
Mackenbach JP, Valverde JR, Bopp M, Brønnum-Hansen H, Deboosere P, Kalediene R, Kovács K, Leinsalu M, Martikainen P, Menvielle G (2019) Determinants of inequalities in life expectancy: an international comparative study of eight risk factors. Lancet Public Health 4(10):e529–e537
Martínez-Alés G, Jiang T, Keyes KM, Gradus JL (2022) The recent rise of suicide mortality in the United States. Annu Rev Public Health:99–116
Mathers CD, Stevens GA, Boerma T, White RA, Tobias MI (2015) Causes of international increases in older age life expectancy. Lancet 385(9967):540–548
McCartney G, Mahmood L, Leyland AH, Batty GD, Hunt K (2011) Contribution of smoking-related and alcohol-related deaths to the gender gap in mortality: evidence from 30 European countries. Tob Control 20(2):166–168
McCarty EJ, Nagarajan MK, Halloran SR, Brady RE, House SA, Leyenaar JK (2022) Healthcare quality during pediatric mental health boarding: a qualitative analysis. J Hosp Med 17(10):783–792
Min J, Zhao Y, Slivka L, Wang Y (2018) Double burden of diseases worldwide: coexistence of undernutrition and overnutrition-related non-communicable chronic diseases. Obes Rev 19(1):49–61
Mondal MNI, Shitan M (2013) Impact of socio-health factors on life expectancy in the low and lower middle income countries. Iran J Public Health 42(12):1354–1362
Mondal MNI, Shitan M (2014) Relative importance of demographic, socioeconomic and health factors on life expectancy in low-and lower-middle-income countries. J Epidemiol 24(2):117–124
Moreno X, Lera L, Moreno F, Albala C (2021) Socioeconomic inequalities in life expectancy and disability-free life expectancy among Chilean older adults: evidence from a longitudinal study. BMC Geriatr 21(1):1–7
Murray CJ (2011) Why is Japanese life expectancy so high? Lancet 378(9797):1124–1125
Muschik D, Tetzlaff J, Lange K, Epping J, Eberhard S, Geyer S (2017) Change in life expectancy with type 2 diabetes: a study using claims data from lower Saxony, Germany. Popul Health Metrics 15(1):1–10
Nigri A, Barbi E, Levantesi S (2022) The relay for human longevity: country-specific contributions to the increase of the best-practice life expectancy. Qual Quant 56(6):4061–4073
Onwuegbuzie AJ, Leech NL, Collins KM (2012) Qualitative analysis techniques for the review of the literature. Qual Rep 17(56):1–28
Osei B, Kunawotor ME, Appiah-Konadu P (2023) Mortality rate and life expectancy in Africa: the role of flood occurrence. Int J Soc Econ
Prados de la Escosura L (2022) Health, income, and the Preston curve: a long view. Econ Human Biol 48:101212
Pu H, Wang S, Wang Z, Ran Z, Jiang M (2022) Non-linear relations between life expectancy, socio-economic, and air pollution factors: a global assessment with spatial disparities. Environ Sci Pollut Res 29(35):53306–53318
Ranabhat CL, Atkinson J, Park M-B, Kim C-B, Jakovljevic M (2018) The influence of universal health coverage on life expectancy at birth (LEAB) and healthy life expectancy (HALE): a multi-country cross-sectional study. Front Pharmacol 9:960
Randi G, Franceschi S, La Vecchia C (2006) Gallbladder cancer worldwide: geographical distribution and risk factors. Int J Cancer 118(7):1591–1602
Reynolds MM, Avendano M (2018) Social policy expenditures and life expectancy in high-income countries. Am J Prev Med 54(1):72–79
Ross CE, Wu Cl (1995) The links between education and health. Am Sociol Rev 60(5):719–745
Sanderson SC, Waller J, Jarvis MJ, Humphries SE, Wardle J (2009) Awareness of lifestyle risk factors for cancer and heart disease among adults in the UK. Patient Educ Couns 74(2):221–227
Sede PI, Ohemeng W (2015) Socio-economic determinants of life expectancy in Nigeria (1980–2011). Heal Econ Rev 5(1):1–11
Sharmin M, Dey SR, Islam MT (2022) Measuring economic, social and environmental wellbeing of Asian economies. Environ Sci Pollut Res 29(13):18591–18604
Shi P, Yang A, Zhao Q, Chen Z, Ren X, Dai Q (2021) A hypothesis of gender differences in self-reporting symptom of depression: implications to solve under-diagnosis and under-treatment of depression in males. Front Psych 12:589687
Singh GK, Kogan MD, Slifkin RT (2017) Widening disparities in infant mortality and life expectancy between Appalachia and the rest of the United States, 1990–2013. Health Aff 36(8):1423–1432
Solé-Auró A, Martín U, Domínguez Rodríguez A (2020) Educational inequalities in life and healthy life expectancies among the 50-plus in Spain. Int J Environ Res Public Health 17:3558
Tepanosyan G, Sahakyan L, Zhang C, Saghatelyan A (2019) The application of local Moran’s I to identify spatial clusters and hot spots of Pb, Mo and Ti in urban soils of Yerevan. Appl Geochem 104:116–123
Tian Q, Zhao T, Yuan R (2021) An overview of the inequality in China’s carbon intensity 1997–2016: a Theil index decomposition analysis. Clean Techn Environ Policy 23(5):1581–1601
Tschaftary A, Oertelt-Prigione S (2014) Sex and gender differences in cardiovascular prevention. Dtsch Med Wochenschr (1946) 139(49):2541–2545
Van Baal P, Peters F, Mackenbach J, Nusselder W (2016) Forecasting differences in life expectancy by education. Popul Stud 70(2):201–216
Wang S, Liu Y, Zhao C, Pu H (2019) Residential energy consumption and its linkages with life expectancy in mainland China: a geographically weighted regression approach and energy-ladder-based perspective. Energy 177:347–357
Wang X-Q, Song G, Yang Z, Chen R-J, Zheng Y-L, Hu H-Y, Su X, Chen P-J (2020) Association between ageing population, median age, life expectancy and mortality in coronavirus disease (COVID-19). Aging (Albany NY) 12(24):24570–24578
Wen M, Gu D (2012) Air pollution shortens life expectancy and health expectancy for older adults: the case of China. J Gerontol A Biol Sci Med Sci 67(11):1219–1229
World Health Organization (2003) Prevention and management of osteoporosis: report of a WHO scientific group, WHO 921:1–164
Yumashev A, Ślusarczyk B, Kondrashev S, Mikhaylov A (2020) Global indicators of sustainable development: evaluation of the influence of the human development index on consumption and quality of energy. Energies 13:2768
Zheng XY, Han YL, Chao G, Zhang L, Yue Q, Gong C (2014) Progress in research of nutrition and life expectancy. Biomed Environ Sci 27(3):155–161
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This research was supported by the National Natural Science Foundation of China (NFSC) (Grant No. 41930104 and Grant No. 41971341).
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All authors contributed to the study conception and design. Material preparation, data collection, and analysis were performed by Yaxing Li, Xiaoming Li, Weixi Wang, and Xiaojin Huang. The first draft of the manuscript was written by Renzhong Guo and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript. The authors would like to thank the three reviewers and the editor for their suggestions, based on which we have revised this article.
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Li, Y., Li, X., Wang, W. et al. Spatiotemporal evolution and characteristics of worldwide life expectancy. Environ Sci Pollut Res 30, 87145–87157 (2023). https://doi.org/10.1007/s11356-023-28330-1
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DOI: https://doi.org/10.1007/s11356-023-28330-1