4. Comparative Quantification of Mortality and Burden of Disease Attributable to Selected Risk Factors

Table 4.1: CRA Risk Factors, Exposure Variables, Theoretical-Minimum-Risk Exposure Distributions, and Disease Outcomes

CRA Risk Factors, Exposure Variables, Theoretical-Minimum-Risk Exposure Distributions, and Disease Outcomes
Risk factorExposure variableTheoretical-minimum-risk exposure distributionDisease outcomesa
Childhood and maternal undernutrition
Childhood underweightChildren < -1 SD weight-for-age compared to the international reference group in 1 SD incrementsSame proportion of children below -1 SD weight-for-age as the international reference groupMortality and acute morbidity from diarrhea, malaria, measles, pneumonia, and selected other Group I (communicable, maternal, perinatal, and nutritional) diseases; long-term risks of undernutrition
Iron-deficiency anemiaHemoglobin concentration distribution, estimated from prevalence of anemiaHemoglobin distributions that are estimated to occur if all iron deficiency were eliminatedbAnemia and its sequelae (including cognitive impairment), maternal and perinatal mortality
Vitamin A deficiencyPrevalence of vitamin A deficiency, estimated as low serum retinol concentrations (< 0.70 Mumol/L) among children aged 0-4 years and among pregnant women (aged 15-44 years)No vitamin A deficiencyMortality due to diarrhea, measles, malaria, and miscellaneous infectious causes of disease (children under five), morbidity due to malaria (children under five), maternal mortality (pregnant women), vitamin A deficiency and its sequelae (all age groups); maternal morbidity, low birthweight, and other perinatal conditions
Zinc deficiencyLess than the U.S. recommended dietary allowances for zincThe entire population consuming sufficient dietary zinc to meet physiological needs, taking into account routine and illness-related losses and bioavailabilityDiarrhea, pneumonia, malaria; adult and pregnancy outcomes
Other nutrition-related risk factors and physical activity
High blood pressureUsual level of systolic blood pressure115 SD 6 mmHgIHD, stroke, hypertensive disease, and selected other cardiovascular diseases; renal failure
High cholesterolUsual level of total blood cholesterol3.8 SD 0.6 mmol/LIHD, stroke; other cardiovascular diseases
Overweight and obesity (high BMI)BMI (height/weight squared)21 SD 1 kg/m2IHD, stroke, hypertensive disease, diabetes, osteoarthritis, endometrial and colon cancers, postmenopausal breast cancer; gallbladder cancer, kidney cancer, breathlessness, back pain, dermatitis, menstrual disorders and infertility, gallstones, psychological effects
Low fruit and vegetable intakeDaily fruit and vegetable intake600 SD 50 g intake per day for adultsIHD, stroke, colorectal cancer, gastric cancer, lung cancer, esophageal cancer
Physical inactivityThree categories of inactive, insufficiently active (< 2.5 hours per week of moderate-intensity activity, or less than 4,000 KJ/week), and sufficiently active. Activity in discretionary-time, work, and transport consideredAll having at least 2.5 hours per week of moderate-intensity activity or equivalent (4,000 KJ/week)IHD, breast cancer, colorectal cancer, diabetes; falls and osteoporosis, osteoarthritis, lower back pain, prostate cancer
Addictive substances
SmokingCurrent levels of smoking impact ratio (indirect indicator of accumulated smoking risk based on excess lung cancer mortality)No smokingLung cancer, upper aerodigestive cancer, stomach cancer, liver cancer, pancreas cancer, cervix uteri cancer, bladder cancer, leukemia, COPD, other respiratory diseases, IHD, stroke, selected other cardiovascular diseases except hypertensive heart disease, and selected other medical causes in adults over 30 years of age; fire injuries, maternal outcomes, and perinatal conditionsc
Alcohol useCurrent alcohol consumption volumes and patternsNo alcohol usedIHD, stroke, hypertensive disease, diabetes, liver cancer, mouth and oropharynx cancer, breast cancer, esophageal cancer, selected other cancers, cirrhosis of the liver, epilepsy, alcohol use disorders, depression, intentional and unintentional injuries; selected other cardiovascular diseases and cancers, social consequences
Illicit drug useUse of amphetamine, cocaine, heroin, or other opioids, and intravenous drug useNo illicit drug useHIV/AIDS, overdose, drug use disorder, suicide, and trauma; other neuropsychological diseases, social consequences, hepatitis B and hepatitis C
Sexual and reproductive health
Unsafe sexSex with an infected partner without any measures to prevent infectionNo unsafe sexHIV/AIDS, sexually transmitted infections, and cervical cancer
Non-use and use of ineffective methods of contraceptionPrevalence of traditional methods or non-use of contraceptionUse of modern contraceptives for all women who want to space or limit future pregnanciesMaternal mortality and morbidity; increased perinatal and child mortality with lower birth intervals
Environmental risks
Unsafe water, sanitation, and hygieneSix scenarios, ranging from regulated water and sanitation with hygiene to no improved water supply and no improved sanitationAbsence of transmission of diarrheal disease through water, sanitation, and hygieneDiarrheal diseases
Urban air pollutionEstimated annual average particulate matter concentration for particles with aerodynamic diameters less than 2.5 or 10 microns (PM2.5 or PM10)7.5 Mug/m3 for PM2.5SFTRET15 Mug/m3 for PM10Mortality from combined respiratory and selected cardiovascular causes in adults over 30, lung cancer, acute respiratory infection mortality in children under five; cardiovascular and respiratory morbidity
Indoor smoke from household use of solid fuelsHousehold use of solid fuels and ventilationNo household solid fuel useAcute lower respiratory infections in children under five, COPD, lung cancer (coal);e low birthweight, cataracts, tuberculosis, asthma, lung cancer from biomass
Other selected risks
Contaminated injections in health care settingsExposure to at least one contaminated injectionNo contaminated injectionsAcute infection with hepatitis B virus (HBV), hepatitis C virus (HCV), and HIV, cirrhosis and liver cancer
Child sexual abusePrevalence of noncontact abuse, contact abuse, and intercourseNo abuseDepression, panic disorder, alcohol abuse/dependence, drug abuse/dependence, post-traumatic stress disorder and suicide in adulthood; non-mental health outcomes, such as sexually transmitted diseases, unwanted pregnancies, and injuries

Sources: Table 1 in Ezzati and others 2002, and individual risk factor chapters in Ezzati and others 2004 for data sources.

Note: BMI = body mass index, COPD = chronic obstructive pulmonary disease, IHD = ischemic heart disease, KJ = kilo joules, SD = standard deviation. New disease outcomes are used here when more recent epidemiological analyses enabled improvements over those of the CRA project (for example, multiple cancer sites assessed separately, versus grouped together, for smoking). Several risk factors (lead exposure, global climate change, and selected occupational risks) were included in the CRA project but not in the current analysis because of conceptual and empirical difficulties in converting estimates of exposure and/or hazards from the GBD analysis subregions to the World Bank regions.

a. Outcomes in italic are those that are likely to be causal but not quantified due to lack of sufficient evidence on the magnitude of hazardous effect.

b. The resulting hemoglobin levels vary across regions and age-sex groups because the other risks for anemia (for example, malaria) vary.

c. In estimating years of life lost because of disability (YLD) due to smoking in the CRA project (Ezzati and Lopez 2004), population attributable fractions (PAFs) for disease incidence were assumed to be the same as PAFs for mortality for cancers and COPD, and one-half of PAFs for mortality for all other diseases. In the current analysis, PAFs for disease incidence were assumed to be the same as those for mortality for cancers, COPD, and cardiovascular diseases—for which smoking is expected to increase mortality through increasing incidence—and zero for all other diseases. The estimated total disease burden from smoking is robust to assumptions about the effects of smoking on incidence of diseases other than major chronic diseases (cancers, COPD, and cardiovascular diseases).

d. The theoretical-minimum-risk exposure level for alcohol is zero, the global theoretical minimum. Specific population subgroups or diseases may have a non-zero theoretical-minimum-risk exposure (see figure 4.2) (Rehm and others 2004).

e. In the CRA project, PAFs for indoor smoke from household use of solid fuels were applied to COPD and lung cancer mortality and disease burden after subtracting the smoking-attributable burden (Smith, Mehta, and Maeusezahl-Feuz 2004). This overlooks multicausality of COPD and lung cancer, which is also illustrated empirically in the analysis of the hazards of smoking in China (Liu and others 1998). Therefore, we applied PAFs to total mortality from COPD and lung cancer.

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