| Literature DB >> 32854644 |
Fred K Tabung1,2,3, Anne Noonan4,5, Dong Hoon Lee5,6, Mingyang Song6,7,8,9, Steven K Clinton4,5, Daniel Spakowicz4,5, Kana Wu6, En Cheng10, Jeffrey A Meyerhardt8,11, Charles S Fuchs10,12, Edward L Giovannucci6,7,8.
Abstract
BACKGROUND: The empirical dietary index for hyperinsulinemia (EDIH) score is a validated food-based dietary score that assesses the ability of whole-food diets to predict plasma c-peptide concentrations. Although the EDIH has been extensively applied and found to be predictive of risk of developing major chronic diseases, its influence on cancer survival has not been evaluated. We applied the EDIH score in a large cohort of colorectal cancer patients to assess the insulinemic potential of their dietary patterns after diagnosis and determine its influence on survival outcomes.Entities:
Keywords: C-peptide; Colorectal cancer survival; Insulin; Insulinemic dietary patterns
Year: 2020 PMID: 32854644 PMCID: PMC7450968 DOI: 10.1186/s12885-020-07288-0
Source DB: PubMed Journal: BMC Cancer ISSN: 1471-2407 Impact factor: 4.430
Fig. 1Flow chart describing the flow of participants from the full cohorts to the final analytic sample in the Nurses’ Health Study (NHS) and Health Professionals Follow-up Study (HPFS)
Postdiagnosis characteristics of colorectal cancer patients by quintiles of postdiagnosis empirical dietary index for hyperinsulinemia (EDIH) score; n = 1718
| Characteristic | Total population ( | Quintiles of the empirical dietary index for hyperinsulinemia (EDIH) scorea,b | ||||
|---|---|---|---|---|---|---|
| Quintile 1 | Quintile 2 | Quintile 3 | Quintile 4 | Quintile 5 | ||
| Female, % | 65.1 | 65.1 | 65.1 | 65.1 | 65.1 | 65.1 |
| Age at diagnosisd | 68.3 (9.2) | 68.1 (8.8) | 69.1 (8.8) | 68.9 (8.8) | 67.6 (9.6) | 67.6 (9.8) |
| Age at diagnosis by sexd | ||||||
| Female | 67.6 (9.0) | 68.0 (8.7) | 68.3 (8.6) | 68.1 (8.6) | 67.3 (9.5) | 66.0 (9.6) |
| Male | 69.7 (9.3) | 68.4 (9.2) | 70.6 (8.9) | 70.4 (8.9) | 68.2 (9.7) | 70.6 (9.7) |
| Current smoker, % | 7.1 | 4.6 | 6.6 | 9.0 | 6.4 | 9.0 |
| Pack-years of smoking | 16.3 (22.2) | 16.0 (20.8) | 16.0 (20.5) | 14.1 (22.0) | 17.8 (23.9) | 17.7 (23.4) |
| Body mass index, kg/m2 | 26.1 (4.4) | 25.1 (4.0) | 25.6 (4.1) | 25.9 (4.6) | 26.5 (4.5) | 27.3 (4.6) |
| Overweight (BMI ≥ 25, < 30), % | 42.5 | 35.7 | 41.5 | 42.7 | 47.4 | 45.0 |
| Obese (BMI ≥ 30), % | 16.0 | 10.4 | 13.0 | 14.3 | 18.1 | 25.0 |
| Physical activity, MET-h/weekc | 18.5 (22.5) | 21.8 (25.4) | 20.5 (24.3) | 18.1 (23.3) | 18.2 (20.7) | 13.8 (17.7) |
| Physical activity, MET-h/weekc,d by sex | ||||||
| Female | 15.1 (19.8) | 17.4 (19.9) | 17.4 (23.5) | 14.1 (20.8) | 14.5 (19.0) | 11.9 (13.5) |
| Male | 25.0 (25.7) | 30.4 (31.3) | 26.2 (24.7) | 25.3 (24.4) | 25.8 (23.1) | 17.1 (22.6) |
| Non-alcohol drinkers, % | 40.2 | 24.3 | 38.3 | 39.1 | 46.3 | 53.0 |
| Regular aspirin use, % | 30.4 | 30.7 | 30.8 | 31.2 | 26.6 | 33.0 |
| Location of cancer in the colon, % | ||||||
| Proximal colon | 43.7 | 45.4 | 45.7 | 41.1 | 43.7 | 42.6 |
| Distal colon | 33.3 | 33.1 | 31.2 | 31.5 | 37.0 | 32.9 |
| Rectum | 22.3 | 21.0 | 22.0 | 26.7 | 17.9 | 24.2 |
| Unspecified | 0.7 | 0.5 | 1.1 | 0.8 | 1.4 | 0.2 |
| Stage at diagnosis, % | ||||||
| Stage I | 37.7 | 39.9 | 36.0 | 35.1 | 39.7 | 36.1 |
| Stage II | 33.8 | 32.2 | 35.7 | 35.5 | 31.4 | 34.9 |
| Stage III | 28.5 | 27.9 | 28.3 | 29.3 | 29.0 | 29.0 |
| Median survival time, years | 10.8 (7.3) | 11.5 (7.3) | 11.2 (7.7) | 11.0 (7.2) | 10.1 (7.2) | 10.2 (6.9) |
| Median survival time by stage,d years | ||||||
| Stage I | 10.7 | 13.0 | 11.6 | 11.7 | 8.6 | 9.9 |
| Stage II | 9.9 | 9.8 | 9.9 | 9.9 | 9.1 | 10.6 |
| Stage III | 8.0 | 9.2 | 8.2 | 8.5 | 10.0 | 6.1 |
| Weight change categoriesd, % | ||||||
| Stable weight (−2.5 to 2.5 kg) | 41.6 | 47.5 | 41.0 | 39.5 | 40.4 | 38.4 |
| Gained more than 2.5 kg | 24.7 | 19.8 | 28.9 | 25.1 | 22.4 | 26.6 |
| Lost more than 2.5 kg | 33.7 | 32.7 | 30.1 | 35.4 | 37.2 | 34.9 |
aValues are means (SD) for continuous variables and percentages for categorical variables and are standardized to the age distribution of the study population
bEDIH scores were adjusted for total energy intake
cMetabolic equivalents from recreational and leisure-time activities
dValue is not age adjusted
Median (5th, 95th percentile) food and nutrient intake profiles of colorectal cancer patients by quintiles of post-diagnosis empirical dietary index for hyperinsulinemia (EDIH) score
| Total population ( | Quintiles of the empirical dietary index for hyperinsulinemia (EDIH) scorea,b | |||||
|---|---|---|---|---|---|---|
| Quintile 1 ( | Quintile 2 ( | Quintile 3 ( | Quintile 4 ( | Quintile 5 ( | ||
| Processed meat | 1 (0, 5) | 0.5 (0, 3.6) | 1 (0, 4) | 1 (0, 4) | 1.1 (0, 6) | 1.7 (0, 8.5) |
| Red meat | 2 (0, 7.6) | 1.5 (0, 5.1) | 1.7 (0, 6.5) | 2 (0, 6) | 2.5 (0.5, 9) | 3.9 (0.5, 10) |
| High-energy sugary beverages | 0.5 (0, 7.1) | 0 (0, 3.9) | 0.5 (0, 4.1) | 0.5 (0, 7) | 0.6 (0, 7.6) | 0.8 (0, 17.5) |
| Low-energy sugary beverages | 0.5 (0, 21) | 0 (0, 7.6) | 0 (0, 7.5) | 0.5 (0, 17.5) | 1 (0, 18.6) | 1.5 (0, 70) |
| Margarine | 1 (0, 17.5) | 0.5 (0, 17.5) | 1 (0, 17.5) | 1 (0, 17.5) | 3 (0, 17.5) | 3 (0, 17.5) |
| Butter | 0 (0, 17.5) | 0 (0, 7) | 0 (0, 7) | 0 (0, 7) | 0 (0, 7) | 0.5 (0, 17.5) |
| French fries | 0 (0, 1) | 0 (0, 1) | 0 (0, 1) | 0 (0, 1) | 0.5 (0, 1) | 0.5 (0, 3) |
| Non-dark fish | 1.1 (0, 4.5) | 1.1 (0, 5) | 1 (0, 4.5) | 1.5 (0, 4.1) | 1.5 (0, 4.1) | 1.5 (0, 4.5) |
| Eggs | 1 (0, 5.5) | 1 (0, 3) | 1 (0, 3) | 1 (0, 3) | 1 (0, 5.5) | 3 (0, 7) |
| Low-fat dairy | 2 (0, 18.5) | 3 (0, 19) | 3 (0, 18.1) | 2.5 (0, 18.6) | 2.2 (0, 14.5) | 1.5 (0, 18.5) |
| Cream soup | 0 (0, 1) | 0 (0, 1) | 0 (0, 1) | 0 (0, 1) | 0.5 (0, 1) | 0.5 (0, 3) |
| Refined grains | 6.4 (0, 25) | 6 (0, 23.5) | 5.7 (0.5, 26.5) | 5.5 (0, 19.5) | 7.0 (0, 24.9) | 7.5 (0, 26.2) |
| Tomato | 4.0 (0.6, 10.5) | 4 (0.6, 10) | 3.6 (0.5, 10) | 4 (0.6, 10) | 4.1 (1, 10.5) | 4 (1, 12) |
| Poultry | 1.1 (0, 5.5) | 1 (0, 5.5) | 1 (0, 5.5) | 1 (0, 4) | 1.5 (0, 5.5) | 1.5 (0, 6) |
| Dark fish | 1.5 (0, 5.5) | 1.7 (0, 6) | 1.1 (0, 5.5) | 1.5 (0, 4.6) | 1.5 (0, 5) | 1.5 (0, 6.7) |
| Full-fat dairy | 4.0 (0.5, 17.5) | 4.5 (0, 23) | 3.6 (0.5, 13) | 4 (0, 14.6) | 4.0 (0.5, 14.5) | 4 (0.5, 14) |
| Coffee | 7.5 (0, 35) | 17.5 (0, 42) | 14 (0, 38) | 7 (0, 35) | 7 (0, 35) | 7 (0, 35) |
| Tea | 1 (0, 31.5) | 1 (0, 29) | 3 (0, 24) | 1 (0, 31.5) | 1 (0, 21.6) | 1 (0, 42.6) |
| Whole fruit | 10 (1.5, 28.6) | 14 (2.5, 36.5) | 11.3 (1.7, 25.7) | 9.4 (1.5, 24) | 9.5 (1.5, 22) | 7.4 (1, 28.1 |
| Fruit juice | 3.5 (0, 18.1) | 4 (0, 21) | 3 (0, 17.5) | 3.5 (0, 17.5) | 3.5 (0, 14.1) | 3 (0, 28) |
| Potatoes | 3.0 (0, 7) | 3 (0, 14) | 3 (0, 7) | 3 (0.5, 7) | 3 (0.5, 7) | 3 (0, 14) |
| Green-leafy vegetables | 4 (0.5, 12.5) | 6 (1, 15) | 4 (0.5, 11.6) | 3.6 (0.5, 12.7) | 3.5 (0.5, 11) | 3 (0.5, 10) |
| Dark-yellow vegetables | 2 (0, 8) | 2.9 (0, 9) | 2.1 (0, 9) | 2 (0, 8) | 2 (0.5, 7.1) | 1.7 (0, 7.1) |
| Other vegetables | 7.5 (1, 32.6) | 9.1 (1, 34.3) | 7.3 (1, 31.2) | 7.4 (1.1, 32.6) | 6.4 (1, 29.2) | 6.9 (1.0, 38.6) |
| Nuts | 1.5 (0, 9) | 1.5 (0, 14) | 1.5 (0, 9) | 1.1 (0, 8.5) | 1.5 (0, 9) | 1.1 (0, 8) |
| Total alcohol intake, drinks/week | 1 (0, 18.6) | 4 (0, 24.5) | 1 (0, 18) | 1 (0, 18) | 0.5 (0, 18.1) | 0 (0, 17.5) |
| Whole grains | 6.6 (0, 24.5) | 8.1 (0, 29) | 7 (0, 25) | 7 (0, 21) | 5.6 (0, 23) | 4 (0, 22.5) |
| Total carbohydrates, g/d | 223 (163, 297) | 229 (166, 313) | 230 (167, 301) | 226 (165, 298) | 219 (165, 283) | 215 (149, 280) |
| Total protein, g/d | 73 (49, 102) | 70 (48, 96) | 73 (49, 99) | 72 (51, 99) | 75 (53, 100) | 76 (49, 114) |
| Branched-chain amino acids, g/d | 12.7 (8.4, 18) | 12.2 (7.9, 16.8) | 12.6 (8.4, 17.6) | 12.5 (8.6, 17.5) | 13.0 (8.9, 17.7) | 13.4 (8.2, 19.5) |
| Total fat, g/d | 58 (36, 83) | 53 (32, 78) | 56 (35, 77) | 58 (39, 82) | 59 (39, 84) | 63 (40, 91) |
| Total fiber, g/d | 20.1 (11.8, 32.6) | 22.5 (13.1, 35.7) | 21.5 (13.6, 33.6) | 19.6 (12.1, 32.7) | 19.3 (11.7, 29) | 18.3 (10.1, 29.3) |
aValues are means (SD) for continuous variables and percentages for categorical variables and are standardized to the age distribution of the study population
bEDIH scores were adjusted for total energy intake
Fig. 2Kaplan–Meier curves of (a) colorectal cancer-specific and (b) overall survival among patients with colorectal cancer by quintile of post-diagnosis empirical dietary index for hyperinsulinemia (EDIH) score. Log-rank p-values were calculated to test group differences (quintile 1 vs. 5) and adjusted for post-diagnosis total energy intake and post-diagnosis body mass index
Hazard ratios (95% CI) for colorectal cancer-specific and all-cause mortality among patients with colorectal cancer by quintile of post-diagnosis EDIH score
| Quintiles of the empirical dietary index for hyperinsulinemia (EDIH) score | P-trend | |||||
|---|---|---|---|---|---|---|
| Statistical model | Quintile 1 | Quintile 2 | Quintile 3 | Quintile 4 | Quintile 5 | |
| Deaths/Patients alive | 43/300 | 60/284 | 56/288 | 57/287 | 56/287 | |
| Minimally-adjusted model | 1 (reference) | 1.39 (0.94, 20.6) | 1.27 (0.85, 1.90) | 1.41 (0.94, 2.11) | 1.62 (1.08, 2.42) | 0.03 |
| Fully adjusted model | 1 (reference) | 1.44 (0.96, 2.18) | 1.33 (0.87, 2.02) | 1.45 (0.94, 2.26) | 1.66 (1.03, 2.69) | 0.07 |
| Deaths/Patients alive | 178/165 | 204/140 | 204/140 | 215/129 | 207/136 | |
| Minimally-adjusted model | 1 (reference) | 1.22 (1.00, 1.49) | 1.21 (0.99, 1.48) | 1.46 (1.19, 1.78) | 1.35 (1.10, 1.65) | 0.002 |
| Fully adjusted model | 1 (reference) | 1.23 (1.00, 1.52) | 1.20 (0.97, 1.49) | 1.39 (1.11, 1.73) | 1.24 (0.97, 1.58) | 0.08 |
The minimally-adjusted models was adjusted for age at diagnosis, post-diagnosis body mass index, total energy intake, sex, race, year of diagnosis, cancer stage, grade of tumor differentiation, and location of primary tumor within the colon; the fully-adjusted model was additionally adjusted for post-diagnosis physical activity, post-diagnosis pack years of smoking, post-diagnosis regular aspirin use, weight change pre to post-diagnosis, post-diagnosis total alcohol intake, and pre-diagnosis EDIH score
Fig. 3Hazard ratios for the association of change in dietary insulinemic potential between pre-diagnosis diet and post-diagnosis diet and risk of dying form colorectal cancer (CRC-survival) and from all causes combined (overall survival). EDIH scores were dichotomized at the median: Low-Low, the reference category, represents participants who persistently consumed low insulinemic diets (below the median EDIH) from pre to post-diagnosis period; Low-High are those who changed from low insulinemic diets towards more hyperinsulinemic diets; High-Low represents those who changed from consuming hyperinsulinemic diets prior to diagnosis towards consuming low insulinemic diets after diagnosis, whereas High-High represents those who persistently consumed hyperinsulinemic diets prior to diagnosis and after diagnosis. The number of deaths / patients alive in the four categories were as follows: CRC-survival: Low-Low 97/541, Low-High 33/196, High-Low 30/205, High-High 112/504; Overall survival: Low-Low 347/291, Low-High 140/89, High-Low 139/96, High-High 382/234. Models were adjusted for age at diagnosis, post-diagnosis body mass index, total energy intake, sex, race, year of diagnosis, cancer stage, grade of tumor differentiation, location of primary tumor within the colon, post-diagnosis physical activity, post-diagnosis pack years of smoking, post-diagnosis regular aspirin use, weight change pre to post-diagnosis, post-diagnosis total alcohol intake, and pre-diagnosis EDIH score
Subgroup analyses of the association between dietary insulinemic potential and colorectal cancer-specific and all-cause mortality
| Subgroup | Deaths/Patients alive | EDIH quintiles | P-trend | P-interaction | |||
|---|---|---|---|---|---|---|---|
| Quartile 1 | Quartile 2 | Quartile 3 | Quartile 4 | ||||
| Sex | 0.48 | ||||||
| Men | 83/517 | 1 (ref) | 1.15 (0.60, 2.18) | 1.09 (0.56, 2.12) | 1.02 (0.50, 2.08) | 0.98 | |
| Women | 189/929 | 1 (ref) | 1.19 (0.76, 1.89) | 1.41 (0.90, 2.21) | 1.71 (1.01, 2.88) | 0.03 | |
| Weight change (post minus pre-diagnosis weight) | 0.18 | ||||||
| Stable weight (−2.5 to 2.5 kg) | 98/616 | 1 (ref) | 1.13 (0.63, 2.05) | 1.37 (0.76, 2.48) | 1.04 (0.51, 2.13) | 0.73 | |
| Weight gain > 2.5 kg | 66/359 | 1 (ref) | 1.01 (0.50, 2.02) | 0.99 (0.46, 2.14) | 1.18 (0.50, 2.80) | 0.73 | |
| Weight loss > 2.5 kg | 108/471 | 1 (ref) | 1.38 (0.70, 2.32) | 1.91 (0.99, 3.68) | 2.76 (1.32, 5.60) | 0.003 | |
| Pre-diagnosis EDIH score | 0.06 | ||||||
| < Median | 130/737 | 1 (ref) | 1.19 (0.77, 1.83) | 0.86 (0.51, 1.45) | 0.92 (0.45, 1.87) | 0.66 | |
| ≥ Median | 142/708 | 1 (ref) | 1.19 (0.52, 2.71) | 2.00 (0.95, 4.24) | 2.13 (0.99, 4.58) | 0.01 | |
| Age group at diagnosis | 0.54 | ||||||
| < 65 years | 107/487 | 1 (ref) | 0.89 (0.49, 1.62) | 1.03 (0.58, 1.83) | 1.39 (0.73, 2.64) | 0.29 | |
| ≥ 65 years | 165/959 | 1 (ref) | 1.29 (0.80, 2.07) | 1.58 (0.97, 2.58) | 1.32 (0.76, 2.29) | 0.28 | |
| Time since diagnosis | 0.41 | ||||||
| < 5 years | 207/221 | 1 (ref) | 0.91 (0.58, 1.43) | 0.98 (0.63, 1.52) | 1.40 (0.86, 2.30) | 0.16 | |
| ≥ 5 years | 65/1225 | 1 (ref) | 0.97 (0.47, 2.01) | 1.08 (0.53, 2.23) | 0.56 (0.22, 1.38) | 0.26 | |
| Sex | 0.001 | ||||||
| Men | 398/202 | 1 (ref) | 1.13 (0.85, 1.52) | 0.84 (0.61, 1.16) | 0.90 (0.65, 1.25) | 0.36 | |
| Women | 610/508 | 1 (ref) | 1.23 (0.96, 1.57) | 1.62 (1.27, 2.08) | 1.72 (1.29, 2.31) | < 0.0001 | |
| Weight change (post minus prediagnosis weight) | 0.57 | ||||||
| Stable weight (−2.5 to 2.5 kg) | 379/335 | 1 (ref) | 1.35 (1.00, 1.81) | 1.46 (1.07, 2.00) | 1.30 (0.91, 1.86) | 0.13 | |
| Weight gain > 2.5 kg | 241/184 | 1 (ref) | 0.85 (0.57, 1.28) | 1.09 (0.72, 1.66) | 1.28 (0.80, 2.06) | 0.18 | |
| Weight loss > 2.5 kg | 388/191 | 1 (ref) | 1.22 (0.89, 1.67) | 1.30 (0.94, 1.80) | 1.57 (1.10, 2.25) | 0.01 | |
| Prediagnosis EDIH score | 0.16 | ||||||
| < Median | 487/380 | 1 (ref) | 1.27 (1.01, 1.59) | 1.12 (0.85, 1.48) | 1.42 (1.02, 1.96) | 0.05 | |
| ≥ Median | 521/330 | 1 (ref) | 1.15 (0.79, 1.66) | 1.48 (1.06, 2.08) | 1.36 (0.96, 1.93) | 0.07 | |
| Age group at diagnosis | 0.75 | ||||||
| < 65 years | 265/329 | 1 (ref) | 1.10 (0.74, 1.63) | 1.41 (0.96, 2.05) | 1.67 (1.10, 2.52) | 0.009 | |
| ≥ 65 years | 743/381 | 1 (ref) | 1.16 (0.94, 1.44) | 1.26 (1,00, 1.58) | 1.22 (0.94, 1.57) | 0.12 | |
| Time since diagnosis | 0.79 | ||||||
| < 5 years | 394/34 | 1 (ref) | 1.09 (0.79, 1.48) | 1.18 (0.86, 1.62) | 1.34 (0.94, 1.93) | 0.08 | |
| ≥ 5 years | 614/676 | 1 (ref) | 1.10 (0.87, 1.39) | 1.22 (0.95, 1.56) | 1.26 (0.95, 1.66) | 0.09 | |
Models were adjusted for age at diagnosis, postdiagnosis body mass index, total energy intake, sex, race, year of diagnosis, cancer stage, grade of tumor differentiation, and location of primary tumor within the colon, postdiagnosis physical activity, postdiagnosis pack years of smoking, postdiagnosis regular aspirin use, weight change pre to postdiagnosis and postdiagnosis total alcohol intake, and pre-diagnosis EDIH score