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. 2018 Nov 10;392(10159):1923–1994. doi: 10.1016/S0140-6736(18)32225-6

Table 1.

GBD 2017 risk factor hierarchy and accompanying exposure definitions, theoretical minimum risk exposure level, and data representativeness index for each risk factor, pre-2007, 2007–17, and total (across all years)

Risk factors Exposure definition Theoretical minimum risk exposure level Data representativeness index
Before 2007 2007–17 Total
0 All .. .. 100·0% 100·0% 100·0%
1 Environmental and occupational risks .. .. 100·0% 100·0% 100·0%
2 Unsafe water, sanitation, and handwashing .. .. 80·3% 63·7% 82·4%
3 Unsafe water source Proportion of individuals with access to different water sources (unimproved, improved except piped, or piped water supply) and reported use of household water treatment methods (boiling or filtering, chlorinating or solar filtering, or no treatment) All individuals have access to water from a piped water supply that is also boiled or filtered before drinking 78·2% 61·1% 79·8%
3 Unsafe sanitation Proportion of individuals with access to different sanitation facilities (unimproved, improved except sewer, or sewer connection) All individuals have access to toilets with sewer connection 75·7% 54·9% 78·8%
3 No access to handwashing facility Proportion of individuals with access to handwashing facility with soap, water, and wash station All individuals have access to handwashing facility with soap, water, and wash station 13·5% 34·7% 39·4%
2 Air pollution .. .. 100·0% 100·0% 100·0%
3 Particulate matter pollution .. .. 82·9% 88·6% 96·4%
4 Ambient particulate matter pollution Annual average daily exposure to outdoor air concentrations of particulate matter with an aerodynamic diameter of ≤2·5 μm (PM2·5), measured in μg/m3 Joint theoretical minimum risk exposure level for both household and ambient particulate matter pollution is a uniform distribution between 2·4 and 5·9 μg/m3, with burden attributed proportionally between household and particulate matter pollution on the basis of source of PM2·5 exposure in excess of theoretical minimum risk exposure level 17·1% 57·0% 58·0%
4 Household air pollution from solid fuels Individual exposure to PM2·5 due to use of solid cooking fuel See ambient particulate matter pollution 82·9% 63·4% 85·5%
3 Ambient ozone pollution Seasonal (6-month period with highest ozone) 8-h daily maximum ozone concentrations, measured in ppb Uniform distribution between 29·1 and 35·7 ppb 100·0% 100·0% 100·0%
2 Other environmental risks .. .. 47·2% 30·1% 48·7%
3 Residential radon Average daily exposure to indoor air radon levels measured in becquerels (radon disintegrations per second) per cubic metre (Bq/m3) 10 Bq/m3, corresponding to the outdoor concentration of radon 36·8% 8·8% 36·8%
3 Lead exposure Blood lead levels in μg/dL of blood, bone lead levels in μg/g of bone 2 μg/dL, corresponding to lead levels in pre-industrial humans as natural sources of lead prevent the feasibility of zero exposure 35·8% 26·9% 40·9%
2 Occupational risks .. .. 100·0% 100·0% 100·0%
3 Occupational carcinogens .. .. 100·0% 100·0% 100·0%
4 Occupational exposure to asbestos Proportion of the population with cumulative lifetime exposure to occupational asbestos No occupational exposure to asbestos 100·0% 100·0% 100·0%
4 Occupational exposure to arsenic Proportion of the population ever exposed to arsenic at work or through their occupation No occupational exposure to arsenic 100·0% 100·0% 100·0%
4 Occupational exposure to benzene Proportion of the population ever exposed to benzene at work or through their occupation No occupational exposure to benzene 100·0% 100·0% 100·0%
4 Occupational exposure to beryllium Proportion of the population ever exposed to beryllium at work or through their occupation No occupational exposure to beryllium 100·0% 100·0% 100·0%
4 Occupational exposure to cadmium Proportion of the population ever exposed to cadmium at work or through their occupation No occupational exposure to cadmium 100·0% 100·0% 100·0%
4 Occupational exposure to chromium Proportion of the population ever exposed to chromium at work or through their occupation No occupational exposure to chromium 100·0% 100·0% 100·0%
4 Occupational exposure to diesel engine exhaust Proportion of the population ever exposed to diesel engine exhaust at work or through their occupation No occupational exposure to diesel engine exhaust 100·0% 100·0% 100·0%
4 Occupational exposure to formaldehyde Proportion of the population ever exposed to formaldehyde at work or through their occupation No occupational exposure to formaldehyde 100·0% 100·0% 100·0%
4 Occupational exposure to nickel Proportion of the population ever exposed to nickel at work or through their occupation No occupational exposure to nickel 100·0% 100·0% 100·0%
4 Occupational exposure to polycyclic aromatic hydrocarbons Proportion of the population ever exposed to polycyclic aromatic hydrocarbons at work or through their occupation No occupational exposure to polycyclic aromatic hydrocarbons 100·0% 100·0% 100·0%
4 Occupational exposure to silica Proportion of the population ever exposed to silica at work or through their occupation No occupational exposure to silica 100·0% 100·0% 100·0%
4 Occupational exposure to sulphuric acid Proportion of the population ever exposed to sulphuric acid at work or through their occupation No occupational exposure to sulphuric acid 100·0% 100·0% 100·0%
4 Occupational exposure to trichloroethylene Proportion of the population ever exposed to trichloroethylene at work or through their occupation No occupational exposure to trichloroethylene 100·0% 100·0% 100·0%
3 Occupational asthmagens Proportion of the population currently exposed to asthmagens at work or through their occupation Background asthmagen exposures 88·1% 82·9% 91·2%
3 Occupational particulate matter, gases, and fumes Proportion of the population ever exposed to particulates, gases, or fumes at work or through their occupation No occupational exposure to particulates, gases, or fumes 86·5% 81·9% 89·6%
3 Occupational noise Proportion of the population ever exposed to noise greater than 85 decibels at work or through their occupation Background noise exposure 86·5% 81·0% 89·6%
3 Occupational injuries Proportion of the population at risk to injuries related to work or through their occupation The rate of injury deaths per 100 000 person-years is zero 88·1% 82·9% 92·2%
3 Occupational ergonomic factors Proportion of the population who are exposed to ergonomic risk factors for low back pain at work or through their occupation All individuals have the ergonomic factors of clerical and related workers 84·5% 81·9% 89·6%
1 Behavioural risks .. .. 100·0% 100·0% 100·0%
2 Child and maternal malnutrition .. .. 98·5% 97·4% 98·5%
3 Suboptimal breastfeeding .. .. 75·1% 60·6% 83·4%
4 Non-exclusive breastfeeding Proportion of children younger than 6 months who receive predominant, partial, or no breastfeeding All children are exclusively breastfed for first 6 months of life 75·1% 60·6% 83·4%
4 Discontinued breastfeeding Proportion of children aged 6–23 months who do not receive any breast milk All children continue to receive breast milk until 2 years of age 75·1% 60·6% 83·4%
3 Child growth failure .. .. 76·2% 65·3% 77·2%
4 Child underweight Proportion of children ≥3 SDs, 2–3 SDs, and 1–2 SDs lower than the WHO 2006 standard weight-for-age curve All children are <1 SD below the WHO 2006 standard weight-for-age curve 75·1% 63·7% 76·7%
4 Child wasting Proportion of children ≥3 SDs, 2–3 SDs, and 1–2 SDs lower than the WHO 2006 standard weight-for-length curve All children are <1 SD below the WHO 2006 standard weight-for-height curve 75·1% 65·3% 77·2%
4 Child stunting Proportion of children ≥3 SDs, 2–3 SDs, and 1–2 SDs lower than the WHO 2006 standard height-for-age curve All children are <1 SD below the WHO 2006 standard height-for-age curve 75·1% 64·8% 77·2%
3 Low birthweight and short gestation .. .. 75·7% 78·2% 86·0%
4 Low birthweight for gestation Proportion of births occurring in 2-week gestational age categories from [0–24) weeks to [40–42) weeks, for each 500-g birthweight category starting from [0–500) g to [4000–4500) g* 500-g birthweight category with lowest risk within each gestational age category 75·7% 78·2% 86·0%
4 Short gestation for birthweight Proportion of births occurring in 500-g birthweight categories from [0–500) g to [4000–4500) g, for each 2-week gestational age category starting from [0–24) weeks to [40–42) weeks* 2-week gestational age category with lowest risk within each birthweight category 75·7% 78·2% 86·0%
3 Iron deficiency Peripheral blood haemoglobin concentration in g/L for all iron-responsive causes Counterfactual haemoglobin concentration in the absence of iron deficiency in g/L for all iron-responsive causes 75·1% 78·2% 86·0%
3 Vitamin A deficiency Proportion of children aged 0–5 years with serum retinol concentration <0·7 μmol/L No childhood vitamin A deficiency 63·7% 43·5% 64·8%
3 Zinc deficiency Proportion of the population with inadequate zinc intake versus loss No inadequate zinc intake 92·2% 92·2% 92·2%
2 Tobacco .. .. 99·0% 99·0% 100·0%
3 Smoking Prevalence of current use of any smoked tobacco product and prevalence of former use of any smoked tobacco product; among current smokers, cigarette equivalents smoked per smoker per day and cumulative pack-years of exposure; among former smokers, number of years since quitting All individuals are lifelong non-smokers 98·5% 98·5% 99·5%
3 Chewing tobacco Current use of any chewing tobacco product All individuals are lifelong non-users of chewing tobacco products 33·2% 70·5% 73·6%
3 Second-hand smoke Average daily exposure to air particulate matter from second-hand smoke with an aerodynamic diameter smaller than 2·5 μg, measured in μg/m3, among non-smokers No second-hand smoke exposure 80·3% 73·1% 88·1%
2 Alcohol use Average daily alcohol consumption of pure alcohol (measured in g per day) in current drinkers who had consumed alcohol during the past 12 months Estimated distribution 0–10 g per day 52·3% 33·2% 59·6%
2 Drug use Proportion of the population dependent upon opioids, cannabis, cocaine, or amphetamines; proportion of the population who have ever injected drugs No drug use 17·6% 30·1% 39·4%
2 Dietary risks .. .. 100·0% 100·0% 100·0%
3 Diet low in fruits Average daily consumption of fruits (fresh, frozen, cooked, canned, or dried, excluding fruit juices and salted or pickled fruits) Consumption of fruit 200–300 g per day 68·9% 38·3% 78·8%
3 Diet low in vegetables Average daily consumption of vegetables (fresh, frozen, cooked, canned, or dried, excluding legumes and salted or pickled vegetables, juices, nuts and seeds, and starchy vegetables such as potatoes or corn) Consumption of vegetables 290–430 g per day 100·0% 100·0% 100·0%
3 Diet low in legumes Average daily consumption of legumes (fresh, frozen, cooked, canned, or dried legumes) Consumption of legumes 50–70 g per day 100·0% 100·0% 100·0%
3 Diet low in whole grains Average daily consumption of whole grains (bran, germ, and endosperm in their natural proportion) from breakfast cereals, bread, rice, pasta, biscuits, muffins, tortillas, pancakes, and other sources Consumption of whole grains 100–150 g per day 58·6% 28·0% 68·9%
3 Diet low in nuts and seeds Average daily consumption of nut and seed foods Consumption of nuts and seeds 16–25 g per day 100·0% 100·0% 100·0%
3 Diet low in milk Average daily consumption of milk, including non-fat, low-fat, and full-fat milk, excluding soy milk and other plant derivatives Consumption of milk 350–520 g per day 100·0% 100·0% 100·0%
3 Diet high in red meat Average daily consumption of red meat (beef, pork, lamb, and goat but excluding poultry, fish, eggs, and all processed meats) Consumption of red meat 18–27 g per day 100·0% 100·0% 100·0%
3 Diet high in processed meat Average daily consumption of meat preserved by smoking, curing, salting, or addition of chemical preservatives Consumption of processed meat 0–4 g per day 100·0% 100·0% 100·0%
3 Diet high in sugar-sweetened beverages Average daily consumption of beverages with ≥50 kcal per 226·8 g serving, including carbonated beverages, sodas, energy drinks, fruit drinks, but excluding 100% fruit and vegetable juices Consumption of sugar-sweetened beverages 0–5 g per day 13·0% 16·1% 26·9%
3 Diet low in fibre Average daily intake of fibre from all sources including fruits, vegetables, grains, legumes, and pulses Consumption of fibre 19–28 g per day 100·0% 100·0% 100·0%
3 Diet low in calcium Average daily intake of calcium from all sources, including milk, yogurt, and cheese Consumption of calcium 1·0–1·5 g per day 100·0% 100·0% 100·0%
3 Diet low in seafood omega 3 fatty acids Average daily intake of eicosapentaenoic acid and docosahexaenoic acid Consumption of seafood omega 3 fatty acids 200–300 mg per day 100·0% 100·0% 100·0%
3 Diet low in polyunsaturated fatty acids Average daily intake of omega 6 fatty acids from all sources, mainly liquid vegetable oils, including soybean oil, corn oil, and safflower oil Consumption of polyunsaturated fatty acids as 9–13% of total daily energy 61·1% 31·1% 67·9%
3 Diet high in trans fatty acids Average daily intake of trans fat from all sources, mainly partially hydrogenated vegetable oils and ruminant products Consumption of trans fatty acids as 0–1% of total daily energy 35·8% 36·8% 36·8%
3 Diet high in sodium 24-h urinary sodium measured in g per day 24-h urinary sodium 1–5 g per day 13·5% 17·6% 21·8%
2 Intimate partner violence Proportion of the population who have ever experienced one or more acts of physical or sexual violence by a present or former intimate partner since age 15 years No intimate partner violence 65·8% 70·5% 84·5%
2 Childhood maltreatment .. .. 44·6% 62·2% 70·5%
3 Childhood sexual abuse Proportion of the population ever having had the experience of intercourse or other contact abuse (ie, fondling and other sexual touching) when aged 15 years or younger, and the perpetrator or partner was more than 5 years older than the victim No childhood sexual abuse 31·1% 20·7% 38·9%
3 Bullying victimisation Proportion of population attending school who have been exposed to bullying victimisation within the past year No bullying victimisation 26·4% 52·3% 58·6%
2 Unsafe sex Proportion of the population with exposure to sexual encounters that convey the risk of disease No exposure to disease-causing pathogen through sex 18·7% 49·2% 50·3%
2 Low physical activity Average weekly physical activity at work, home, transport-related and recreational measured by MET min per week All adults experience 3000–4500 MET min per week 51·3% 32·1% 67·4%
1 Metabolic risks .. .. 100·0% 100·0% 100·0%
2 High fasting plasma glucose Serum fasting plasma glucose measured in mmol/L 4·8–5·4 mmol/L 50·3% 50·3% 67·9%
2 High low-density lipoprotein cholesterol Serum low-density lipoprotein, measured in mmol/L 0·7–1·3 mmol/L 49·7% 48·2% 71·5%
2 High systolic blood pressure Systolic blood pressure, measured in mm Hg 110–115 mm Hg 61·1% 64·8% 81·4%
2 High body-mass index Body-mass index, measured in kg/m2 20–25 kg/m2 100·0% 100·0% 100·0%
2 Low bone mineral density Standardised mean bone mineral density values measured by dual x-ray absorptiometry at the femoral neck in g/cm2 99th percentile of NHANES 1988–2014 by age and sex 23·8% 10·4% 25·9%
2 Impaired kidney function Proportion of the population with ACR >30 mg/g or GFR <60 mL/min/1·73 m2, excluding end-stage renal disease GFR >60 mL/min/1·73 m2 and ACR <30 mg/g 16·1% 28·5% 31·1%

The data representativeness index is calculated as the percentage of locations for which we have data in a given time period. ACR=albumin-to-creatine ratio. GBD=Global Burden of Diseases, Injuries, and Risk Factors Study. GFR=glomerular filtration rate. MET=metabolic equivalent. NHANES=National Health and Nutrition Examination Survey. PM2·5=particulate matter with an aerodynamic diameter smaller than 2·5 μm, measured in μm/m3. ppb=parts per billion.

*

In numbered intervals, square brackets indicate included endpoints and round brackets indicate excluded endpoints.