| Literature DB >> 35024805 |
Donald Rose1, Amelia M Willits-Smith1, Martin C Heller2.
Abstract
BACKGROUND: Human food systems substantially affect the environment, but the impacts vary widely by food. Guidance to individuals to reduce their dietary impacts would benefit from easy advice, but little is known about the specific population impacts of simple changes on self-selected diets.Entities:
Keywords: 24-h recall; NHANES; beef; carbon footprint; diet quality; diet substitutions; sustainable diets; water use
Mesh:
Substances:
Year: 2022 PMID: 35024805 PMCID: PMC8827079 DOI: 10.1093/ajcn/nqab338
Source DB: PubMed Journal: Am J Clin Nutr ISSN: 0002-9165 Impact factor: 7.045
Demographic characteristics of the study sample and those who received substitutions, NHANES 2005–2010
| Sample characteristic | Overall sample ( | Had substitutions |
|
|---|---|---|---|
| Sex | — | — | <0.001 |
| Women | 52.1 | 45.2 | |
| Men | 47.9 | 54.8 | |
| Age, y | — | — | 0.0079 |
| 18–29 | 22.1 | 23.1 | |
| 30–49 | 36.9 | 39.0 | |
| 50–65 | 25.5 | 25.3 | |
| 66+ | 15.5 | 12.5 | |
| Race-ethnicity | — | — | 0.1488 |
| Hispanic | 12.7 | 13.9 | |
| Non-Hispanic white | 70.1 | 70.1 | |
| Non-Hispanic black | 11.6 | 11.0 | |
| Other | 5.7 | 5.1 | |
| Education | — | — | 0.0257 |
| Less than high school | 19.2 | 20.1 | |
| High school graduate/GED | 25.0 | 27.3 | |
| Some college | 30.6 | 29.7 | |
| College graduate or higher | 25.2 | 22.9 | |
| Income to poverty ratio | — | — | 0.8463 |
| Missing income | 6.2 | 6.0 | |
| <1 | 13.2 | 13.4 | |
| 1 to <2 | 19.1 | 18.5 | |
| 2 to <5 | 37.0 | 37.1 | |
| 5+ | 24.4 | 25.1 | |
| Quintile of dietary GHGE | — | — | <0.001 |
| First | 20.0 | 0.8 | |
| Second | 20.0 | 2.5 | |
| Third | 20.0 | 9.6 | |
| Fourth | 20.0 | 31.9 | |
| Fifth | 20.0 | 54.3 |
One single-item substitution was made for any individual who consumed one of the high-impact foods, either ground beef or a cut of beef, on their 24-h recall day. See Supplementary Table 5 for the high-impact foods and their substitutions.
P value determined from a χ2 test.
Income to poverty ratio is the ratio of family income to the poverty guideline for each family based on its size, state of residence, and the year of observation.
GHGE is the greenhouse gas emissions associated with the diets of individuals and is measured in kilograms of carbon dioxide equivalents (kg CO2-eq/2000 kcal). Diets were ranked on this measure and divided into quintiles, the fifth being the diets with the highest impact.
Weight consumed, kilocalories, and greenhouse gas emissions of the items listed in the diet recall for 1 individual (#54,886) before and after a single-item substitution
| Item | Meal | Food description | Grams | kcal | GHGE |
|---|---|---|---|---|---|
| 1 | M1 | Granola, low fat, Kellogg's | 73.5 | 284 | 0.060 |
| 2 | M1 | Milk, cow, fluid, skim or nonfat | 122.5 | 42 | 0.168 |
| 3 | M1 | Cranberries, dried | 27.5 | 85 | 0.050 |
| 4 | M1 | Banana, raw | 118.0 | 105 | 0.058 |
| 5 | M1 | Pineapple juice | 203.1 | 108 | 0.440 |
| 6 | M1 | Coffee, espresso | 59.2 | 1 | 0.011 |
| 7 | M1 | Sugar, white, granulated or lump | 4.2 | 16 | 0.004 |
| 8 | M1 | Water, tap | 118.5 | 0 | 0.000 |
| 9 | S1 | Pecans | 7.5 | 52 | 0.019 |
| 10 | M2 | Ground beef, 95% or more lean, cooked | 94.3 | 153 | 3.969 |
| 11 | M2 | Bread, whole wheat, NS as to 100% | 26.0 | 68 | 0.012 |
| 12 | M2 | Wine, table, red | 102.9 | 87 | 0.122 |
| 13 | M2 | Broccoli, cooked, fat added in cooking | 241.5 | 142 | 0.242 |
| 14 | M2 | Applesauce, stewed apples, unsweetened | 366.0 | 154 | 0.121 |
| 15 | M2 | Water, tap | 118.5 | 0 | 0.000 |
| 16 | D1 | Coffee, espresso | 59.2 | 1 | 0.011 |
| 17 | D1 | Sugar, white, granulated or lump | 4.2 | 16 | 0.004 |
| 18 | D2 | Water, tap | 237.0 | 0 | 0.000 |
| 19 | M3 | Pork roast, NS as to cut, cooked, lean only | 84.0 | 175 | 0.668 |
| 20 | M3 | Bread, whole wheat, NS as to 100% | 18.0 | 47 | 0.008 |
| 21 | M3 | Olive oil | 6.8 | 60 | 0.030 |
| 22 | M3 | Olive oil | 13.5 | 119 | 0.061 |
| 23 | M3 | Tomatoes, raw | 85.0 | 15 | 0.049 |
| 24 | M3 | Lettuce, arugula, raw | 10.0 | 3 | 0.004 |
| 25 | M3 | Onions, mature, raw | 20.0 | 8 | 0.009 |
| 26 | M3 | Wine, table, red | 102.9 | 87 | 0.122 |
| 27 | M3 | Cantaloupe (muskmelon), raw | 516.8 | 176 | 0.442 |
| 28 | M3 | Water, tap | 118.5 | 0 | 0.000 |
| 29 | D3 | Water, tap | 118.5 | 0 | 0.000 |
| Total kcal and GHGE in original diet | 2004 | 6.684 | |||
| Substitution for item 10 | |||||
| 10S | M2 | Turkey, ground | 104.6 | 153 | 0.409 |
| Total kcal and GHGE in substitution diet | 2004 | 3.124 |
NS, not specified.
Meals (M), snacks (S), or drinks (D), identified here numerically in the order during the day they were eaten or drunk.
GHGE refers to greenhouse gas emissions from the production of each food and is measured in kilograms of carbon dioxide equivalents (kg CO2-eq).
Mean changes in environmental impacts after a single-item substitution among those with substitutions and for the entire sample
| Environmental impact | Before substitution, mean ± SE | After substitution, mean ± SE | Absolute difference, mean ± SE | Percentage difference, mean ± SE |
|
|---|---|---|---|---|---|
| For those with substitutions | |||||
| Carbon footprint, kg CO2-eq 2000 kcal–1 | 7.23 ± 0.07 | 3.51 ± 0.04 | –3.73 ± 0.07 | –48.4 ± 0.6 | <0.001 |
| Water scarcity footprint, liter-eq 2000 kcal–1 | 3268 ± 45 | 2297 ± 38 | –972 ± 18 | –29.9 ± 0.4 | <0.001 |
| For the entire sample | |||||
| Carbon footprint, kg CO2-eq 2000 kcal–1 | 4.42 ± 0.03 | 3.68 ± 0.03 | –0.74 ± 0.03 | –9.6 ± 0.3 | <0.001 |
| Water scarcity footprint, liter-eq 2000 kcal–1 | 2542 ± 27 | 2349 ± 26 | –192 ± 7 | –5.9 ± 0.2 | <0.001 |
One single-item substitution was made for any individual that consumed one of the high-impact foods, either ground beef or a cut of beef, on his or her 24-h recall day. If the individual consumed the food more than once on that day, only 1 instance, the one with the highest carbon footprint, was substituted. See Supplementary Table 5 for the high-impact foods and their substitutions. kg CO2-eq, kilograms of carbon dioxide equivalents; liter-eq, liter-equivalent.
P value determined from a paired t test.
These results describe mean environmental impacts assessed for the entire sample, even though substitutions were only made on a subsample of 3320 individuals.
Mean changes in the Healthy Eating Index (HEI) component and overall scores after a single-item substitution among those with substitutions
| HEI component score | Before substitution | After substitution | Absolute difference | Percentage difference |
|
|---|---|---|---|---|---|
| For those with substitutions ( | |||||
| Total fruit | 1.9 ± 0.1 | 1.9 ± 0.1 | — | — | — |
| Whole fruit | 1.8 ± 0.1 | 1.8 ± 0.1 | — | — | — |
| Total vegetables | 3.0 ± 0.0 | 3.0 ± 0.0 | 0.01 ± 0.00 | 0.3 ± 0.1 | <0.001 |
| Greens and beans | 1.2 ± 0.1 | 1.2 ± 0.1 | 0.02 ± 0.00 | 4.2 ± 1.2 | <0.001 |
| Whole grains | 1.7 ± 0.1 | 1.7 ± 0.1 | — | — | — |
| Dairy | 5.0 ± 0.1 | 5.0 ± 0.1 | — | — | — |
| Total protein foods | 4.6 ± 0.0 | 4.7 ± 0.0 | 0.08 ± 0.01 | 2.5 ± 0.2 | <0.001 |
| Seafood and plant proteins | 1.6 ± 0.1 | 1.5 ± 0.1 | –0.02 ± 0.01 | –1.2 ± 0.3 | <0.001 |
| Fatty acids | 3.8 ± 0.1 | 4.9 ± 0.1 | 1.11 ± 0.03 | 116.4 ± 13.6 | <0.001 |
| Refined grains | 6.8 ± 0.1 | 6.8 ± 0.1 | — | — | — |
| Sodium | 5.1 ± 0.1 | 4.6 ± 0.1 | −0.52 ± 0.03 | −12.3 ± 0.7 | <0.001 |
| Empty calories | 11.4 ± 0.1 | 12.2 ± 0.1 | 0.83 ± 0.03 | 19.6 ± 3.1 | <0.001 |
| Total HEI score | 48.1 ± 0.5 | 49.6 ± 0.5 | 1.5 ± 0.04 | 3.6 ± 0.1 | <0.001 |
One single-item substitution was made for any individual who consumed one of the high-impact foods, either ground beef or a cut of beef, on his or her 24-h recall day. See Supplementary Table 5 for the high-impact foods and their substitutions. Values are mean ± SE. The Healthy Eating Index (HEI) is an overall index of diet quality based on the Dietary Guidelines for Americans. The 2010 version was used for this analysis (28). See Supplementary Table 1 for additional details about scoring. Component scores with dashes in the 3rd, 4th, and 5th data columns were not affected by the substitutions.
Differences in scores between the original and new diets, as well as percentage differences, were calculated for each individual and then averaged across those with substitutions.
Determined by paired t test.
Percentage changes often have a different number than the subsample of 3320 because a number of people started with scores of zero. In the percentage difference column, numbers for greens and beans, seafood and plant proteins, fatty acids, sodium, and empty calories were 3310, 3319, 3126, 3303, and 3272, respectively.
“Total protein foods” in the HEI refers to protein-rich foods, such as meats, poultry, fish, eggs, legumes, nuts, and seeds.
“Seafood and plant proteins” refers to fish, seafood, legumes, nuts, and seeds. They are grouped together for scoring purposes because they are underconsumed in the US diet.
Higher component scores are considered beneficial. Thus, for refined grains, sodium, and empty calories, higher scores indicate diets that contain less of these items.
Calories from solid fats, added sugars, and alcohol. For alcohol, intakes ≤13 g/1000 kcal do not influence scoring.
Mean absolute and percentage changes in environmental impacts after single-item substitutions for selected additional foods
| Carbon footprint | Water scarcity footprint | |||||||
|---|---|---|---|---|---|---|---|---|
| Original food | Substituted food |
| Absolute change, mean ± SE, kg CO2-eq/2000 kcal | Percentage change, mean ± SE, % |
| Absolute change, mean ± SE, liter-eq/2000 kcal | Percentage change, mean ± SE, % |
|
| Grapes | Apples | 1144 (7.1) | –0.01 ± 0.00 | –0.4 ± 0.1 | <0.001 | –573 ± 20 | –16.7 ± 0.5 | <0.001 |
| Lemon juice | Orange juice | 447 (2.3) | –0.00 ± 0.00 | –0.1 ± 0.0 | <0.001 | –193 ± 25 | –6.7 ± 0.6 | <0.001 |
| Asparagus | Peas | 160 (1.3) | –0.27 ± 0.02 | –6.5 ± 0.5 | <0.001 | –3352 ± 197 | –48.2 ± 1.6 | <0.001 |
| Broccoli | Brussel sprouts | 644 (4.1) | –0.05 ± 0.00 | –1.3 ± 0.1 | <0.001 | –652 ± 31 | –18.0 ± 0.6 | <0.001 |
| White bread | Whole-wheat bread | 6087 (37.6) | –0.00 ± 0.00 | –0.0 ± 0.0 | 0.6934 | 2 ± 0 | 0.1 ± 0.0 | <0.001 |
| White rice | Bulgur wheat | 1617 (8.7) | –0.11 ± 0.00 | –3.5 ± 0.1 | <0.001 | –116 ± 3 | –5.5 ± 0.2 | <0.001 |
| Dairy milk | Soymilk | 6995 (43.1) | –0.28 ± 0.00 | –8.1 ± 0.1 | <0.001 | –99 ± 2 | –5.0 ± 0.1 | <0.001 |
| Almonds | Peanuts | 315 (2.4) | –0.07 ± 0.00 | –2.5 ± 0.3 | <0.001 | –1397 ± 97 | –30.4 ± 1.4 | <0.001 |
| Shrimp | Cod | 480 (2.6) | –2.82 ± 0.25 | –34.1 ± 1.3 | <0.001 | –131 ± 12 | –6.1 ± 0.5 | <0.001 |
| Beef | Chicken/pork | 3320 (19.8) | –3.73 ± 0.07 | –48.4 ± 0.6 | <0.001 | –972 ± 18 | –29.9 ± 0.4 | <0.001 |
Single-item substitutions were made for any individual who consumed one of the above foods. If the individual consumed the food more than once on the 24-h recall day, only 1 instance, the one with the highest carbon footprint, was substituted. See Supplementary Table 9 for the specific foods that were substituted. kg CO2-eq, kilograms of carbon dioxide equivalents; liter-eq, liter-equivalent.
Number and percentage of respondents who consumed this food and for whom the substituted food was tested.
P value determined from a paired t-test.
This is the main substitution from Table 3 that is displayed again here for convenience.
Mean changes in environmental impacts across the entire sample after a single-item substitution of selected additional foods among those who consumed them
| Carbon footprint | Water scarcity footprint | |||||||
|---|---|---|---|---|---|---|---|---|
| Original food | Substituted food |
| Absolute change, mean ± SE, kg CO2-eq/2000 kcal | Percentage change, mean ± SE, % |
| Absolute change, mean ± SE, liter-eq/2000 kcal | Percentage change, mean ± SE, % |
|
| Grapes | Apples | 1144 (7.1) | 0.00 ± 0.00 | 0.0 ± 0.0 | <0.001 | –41 ± 2 | –1.2 ± 0.1 | <0.001 |
| Lemon juice | Orange juice | 447 (2.3) | 0.00 ± 0.00 | 0.0 ± 0.0 | <0.001 | –4 ± 1 | –0.2 ± 0.0 | <0.001 |
| Asparagus | Peas | 160 (1.3) | 0.00 ± 0.00 | –0.1 ± 0.0 | <0.001 | –43 ± 7 | –0.6 ± 0.1 | <0.001 |
| Broccoli | Brussel sprouts | 644 (4.1) | 0.00 ± 0.00 | –0.1 ± 0.0 | <0.001 | –27 ± 2 | –0.7 ± 0.1 | <0.001 |
| White bread | Whole-wheat bread | 6087 (37.6) | 0.00 ± 0.00 | 0.0 ± 0.0 | 0.6932 | 1 ± 0 | 0.0 ± 0.0 | <0.001 |
| White rice | Bulgur wheat | 1617 (8.7) | –0.01 ± 0.00 | –0.3 ± 0.0 | <0.001 | –10 ± 1 | –0.5 ± 0.0 | <0.001 |
| Dairy milk | Soymilk | 6995 (43.1) | –0.12 ± 0.00 | –3.5 ± 0.1 | <0.001 | –43 ± 1 | –2.2 ± 0.1 | <0.001 |
| Almonds | Peanuts | 315 (2.4) | 0.00 ± 0.00 | –0.1 ± 0.0 | <0.001 | –34 ± 4 | –0.7 ± 0.1 | <0.001 |
| Shrimp | Cod | 480 (2.6) | –0.07 ± 0.01 | –0.9 ± 0.1 | <0.001 | –3 ± 0 | –0.2 ± 0.0 | <0.001 |
| Beef | Chicken/pork | 3320 (19.8) | –0.74 ± 0.03 | –9.6 ± 0.3 | <0.001 | –192 ± 7 | –5.9 ± 0.2 | <0.001 |
Single-item substitutions were made for individuals who consumed one of the foods in the first column above. If the individual consumed the food more than once on the 24-h recall day, only 1 instance, the one with the highest carbon footprint, was substituted. Changes in environmental impacts are averaged across the entire sample and include those individuals who did not consume these foods and therefore had zero change in impact. See Supplementary Table 9 for these foods and their substitutions. kg CO2-eq, kilograms of carbon dioxide equivalents; liter-eq, liter-equivalent.
Number and percentage of respondents who consumed this food.
P value determined from a paired t test.
This is the main substitution from Table 3 that is displayed again here for convenience.