| Literature DB >> 31211794 |
Kelly Fellows Maxwell1, Terry Wahls2,3, Richard W Browne4, Linda Rubenstein5, Babita Bisht2, Catherine A Chenard2, Linda Snetselaar5, Bianca Weinstock-Guttman6, Murali Ramanathan1,6.
Abstract
PURPOSE: To investigate associations between lipid profiles and fatigue in a cohort of progressive multiple sclerosis (MS) patients on a diet-based multimodal intervention.Entities:
Mesh:
Substances:
Year: 2019 PMID: 31211794 PMCID: PMC6581256 DOI: 10.1371/journal.pone.0218075
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1CONSORT diagram for the lipid profile and fatigue sub-study.
Baseline demographic and clinical characteristics of study participants.
| Characteristic | Mean (SD) | |
|---|---|---|
| 18 | 51.8 (6.7) | |
| 18 | 13 (72.2) | |
| 18 | 24.5 (3.2) | |
| 18 | ||
| Caucasian | 17 (94.4) | |
| Hispanic | 1 (5.6) | |
| 18 | ||
| High school | 1 (5.6) | |
| Some college | 6 (33.3) | |
| 4-year degree | 4 (22.2) | |
| > College | 7 (38.9) | |
| 18 | ||
| SP-MS | 16 (88.9) | |
| PP-MS | 2 (11.1) | |
| 18 | 13 (72.2) | |
| 18 | 13.2 (7.6) | |
| 18 | 6.2 (1.0) | |
| 18 | 5.5 (1.3) | |
| 18 | ||
| No treatment | 12 (67%) | |
| Interferon-beta | 4 (22%) | |
| Glatiramer acetate | 1 (6%) | |
| Natalizumab | 1 (6%) |
* One patient had EDSS 8.0. This EDSS assessment could be discrepant because the patient was exhausted during the neurological examination, which was conducted on the same day after the 25-foot walk. This patient completed the get-up-and-go test (time taken: 172 seconds) and 25-foot walk (speed: 3.7 cm/s) test at baseline, though with great difficulty.
Abbreviations: SP-MS: Secondary progressive multiple sclerosis; PP-MS: Primary progressive multiple sclerosis; EDSS: Expanded Disability Status Scale (possible range 0–10); Fatigue Severity Scale (FSS9; possible range 1–7)
Average daily calorie intake and macronutrient distributions at baseline and 12 months.
| Variable | Baseline Means | 12 Months Means | Mean Changes | p-value | q-values |
|---|---|---|---|---|---|
| Energy, kcal | 1767 (1514, 2021) | 1288 (1105, 1472) | -479 (-780, -178) | 0.004 | 0.007 |
| Percent calories from | |||||
| Protein, % | 15.1 (13.6, 16.6) | 20.3 (17.7, 22.9) | 5.2 (2.7, 7.7) | 0.0004 | 0.001 |
| Carbohydrate, % | 48.4 (45.3, 51.6) | 37.3 (33.5, 41.1) | -11.1 (-15.3, -7.0) | < 0.001 | < 0.002 |
| Total sugar, % | 22.0 (18.5, 25.4) | 19.4 (16.8, 22) | -2.5 (-7.1, 2.0) | 0.26 | 0.30 |
| Added sugar, % | 11.9 (9.1, 14.6) | 5.2 (3.2, 7.2) | -6.7 (-10.3, -3.1) | 0.001 | 0.002 |
| Natural sugar, % | 10.1 (7.7, 12.4) | 14.2 (12.2, 16.2) | 4.1 (1.1, 7.2) | 0.01 | 0.02 |
| Fat, % | 34.9 (31.6, 38.2) | 43.8 (39.6, 48.0) | 9.0 (4.0, 13.9) | 0.001 | 0.002 |
| Saturated fat, % | 11.4 (10, 12.9) | 8.6 (7.8, 9.4) | -2.8 (-4.4, -1.1) | 0.002 | 0.0046 |
| Trans fat, % | 1.2 (1.0, 1.3) | 0.6 (0.5, 0.7) | -0.6 (-0.8, -0.4) | < 0.0001 | < 0.0005 |
| Monounsaturated fat, % | 12.7 (11.4, 14.0) | 18.9 (16.6, 21.1) | 6.2 (3.5, 8.8) | < 0.0002 | < 0.0008 |
| Polyunsaturated fat, % | 7.5 (6.2, 8.8) | 12.5 (10.1, 14.9) | 5.0 (2.4, 7.7) | < 0.001 | 0.002 |
| Alcohol, % | 3.7 (0.6, 6.8) | 2.5 (0.4, 4.5) | -1.2 (-3.3, -0.9) | 0.23 | 0.29 |
| Cholesterol, mg/1000 kcal | 108 (93, 122) | 114 (91, 137) | 7.0 (-13.0, 26.0) | 0.48 | 0.50 |
| Dietary fiber, g/1000 kcal | 11.1 (9.5, 12.6) | 18.6 (17.0, 20.2) | 7.5 (5.8, 9.3) | < 0.0001 | < 0.0005 |
| Glycemic index | 51.9 (49.6, 54.1) | 41.5 (38.3, 44.8) | -10.4 (-13.4, -7.3) | < 0.0001 | < 0.0005 |
| Glycemic load | 110 (94, 126) | 51.6 (39.1, 64.0) | -58.1 (-75.8, -40.4) | < 0.0001 | < 0.0005 |
| Omega-3 fatty acids, fish | 0.08 (0.05, 0.11) | 0.3 (0.1, 0.5) | 0.2 (0.1, 0.3) | < 0.005 | < 0.008 |
| Omega-3 fatty acids, fish and fish oil, | 0.2 (0.1, 0.3) | 0.7 (0.5, 0.9) | 0.5 (0.3, 0.8) | < 0.0002 | < 0.0008 |
| Omega-3 fatty acids total, | 1.0 (0.7, 1.3) | 2.7 (2.1, 3.3) | 1.7 (1.2, 2.1) | < 0.0001 | < 0.0005 |
| Omega-3 fatty acids total without supplements, | 0.8 (0.6, 0.9) | 1.8 (1.4, 2.3) | 1.0 (0.6, 1.4) | 0.0001 | 0.0005 |
| Omega-6 fatty acids, | 7.0 (5.9, 8.0) | 11.7 (9.2, 14.1) | 4.7 (1.8, 7.5) | <0.003 | < 0.006 |
| Omega-6 fatty acids without supplements, | 6.9 (5.9, 8.0) | 11.5 (9.0, 14.0) | 4.6 (1.7, 7.4) | <0.004 | < 0.007 |
| Protein, g | 68.0 (54.7, 81.2) | 66.5 (52.4, 80.7) | -1.4 (-19.7, 16.8) | 0.87 | 0.87 |
| Carbohydrate, g | 212.7 (180.6, 244.8) | 119.6 (98.4, 140.9) | -93.1 (-129.4, -56.7) | <0.0001 | < 0.0005 |
| Total sugar g | 99.4 (74.1, 124.7) | 61.4 (50.8, 71.9) | -38.0 (-9.3, -66.7) | 0.012 | 0.018 |
| Added sugar g | 52.8 (37.4, 68.2) | 16.4 (9.8, 22.9) | -36.4 (-54.-18.9) | 0.004 | 0.007 |
| Natural sugar g | 46.6 (29.9, 63.3) | 45.0 (36.6, 53.4) | -1.6 (-21.0, 17.8) | 0.86 | 0.87 |
| Total fat g | 69.0 (56, 82.1) | 63.0 (52.1, 73.8) | -6.1 (-22.1, 10.0) | 0.44 | 0.47 |
| Saturated fat g | 23.2 (17.4, 29.1) | 12.6 (10.1, 15.1) | -10.6 (-17.1.-4.1) | 0.003 | 0.006 |
| Trans fat g | 2.4 (1.9, 2.8) | 0.9 (0.6, 1.1) | -1.5 (-2.0,-1.0) | <0.0001 | < 0.0005 |
| Monounsaturated fat g | 24.9 (20.7, 29.2) | 27.3 (22.2, 32.4) | 2.3 (-3.8, 8.5) | 0.43 | 0.47 |
| Polyunsaturated fat g | 14.5 (11.3, 17.6) | 17.6 (13.8, 21.3) | 3.1 (-1.9, 8.1) | 0.20 | 0.26 |
| Alcohol g | 8.3 (2.4, 14.2) | 3.6 (1.0, 6.3) | -4.7 (-8.5, -0.9) | 0.018 | 0.025 |
| Cholesterol mg | 196 (151.3, 240.3) | 151 (110, 192) | -45 (-100, 10) | 0.10 | 0.13 |
| Dietary fiber g | 18.9 (16.0, 21.7) | 23.4 (20.5, 26.4) | 4.5 (1.3, 7.8) | 0.009 | 0.014 |
| Omega-3 fatty acids fish | 0.15 (0.1, 0.2) | 0.4 (0.2,0.5) | 0.2 (0.1, 0.3) | 0.005 | 0.008 |
| Omega-3 fatty acids fish and fish oil | 0.3 (0.2, 0.4) | 0.8 (0.6, 1.1) | 0.5 (0.3, 0.8) | 0.001 | 0.002 |
| Omega-3 fatty acids total | 1.7 (1.3, 2.2) | 3.2 (2.6, 3.7) | 1.4 (0.8, 2.1) | 0.0002 | 0.0008 |
| Omega-3 fatty acids total without supplements | 1.4 (1.1, 1.7) | 2.2 (1.7, 2.8) | 0.8 (0.2, 1.5) | 0.016 | 0.023 |
| Omega-6 fatty acids | 12.2 (9.5, 14.9) | 14.9 (11.3, 18.6) | 2.7 (-2.1, 7.6) | 0.25 | 0.30 |
| Omega-6 fatty acids without supplements | 12.1 (9.4, 14.9) | 14.8 (11.1, 18.4) | 2.6 (-2.3, 7.5) | 0.27 | 0.31 |
A Unadjusted means and 95% confidence intervals(CI), except where noted as mean percentages and 95% CI
B The means for baseline and 12 month changes is calculated by taking the differences for each participant and then calculating the mean of the individual changes
C p-values are for the mean of individual differences and generated via t-tests
D Sum of 20:5 (n-3) eicosapentaenoic acid and 22:6 (n-3) docosahexaenoic acid from food (fish) only
E Sum of 20:5 (n-3) eicosapentaenoic acid and 22:6 (n-3) docosahexaenoic acid from food and supplements
F Sum of 18:3(n-3) alpha-linolenic acid, 20:3(n-3) eicosatrienoic acid, 20:5(n-3) eicosapentaenoic acid, 22:3(n-3) 13c,16c,19c-docasatrienoic fatty acid, 22:5(n-3) docosapentaenoic acid, and 22:6(n-3) docosahexaenoic acid from food and supplements
G Sum of 18:3(n-3) alpha-linolenic acid, 20:3(n-3) eicosatrienoic acid, 20:5(n-3) eicosapentaenoic acid, 22:3(n-3) 13c,16c,19c-docasatrienoic fatty acid, 22:5(n-3) docosapentaenoic acid, and 22:6(n-3) docosahexaenoic acid from food only
H Sum of 18:2(n-6) linoleic acid, 18:3(n-6) gamma-linolenic acid, 20:2(n-6) eicosadienoic acid, 20:3(n-6) dihomo-gamma-linolenic acid, 20:4(n-6) arachidonic acid, 22:2(n-6) docosadienoic acid, and 22:4(n-6) adrenic acid from food and supplements
I Sum of 18:2(n-6) linoleic acid, 18:3(n-6) gamma-linolenic acid, 20:2(n-6) eicosadienoic acid, 20:3(n-6) dihomo-gamma-linolenic acid, 20:4(n-6) arachidonic acid, 22:2(n-6) docosadienoic acid, and 22:4(n-6) adrenic acid from food only
J glucose reference.
k q-values after Benjamini-Hochberg adjustment.
Fig 2Mean Fatigue Status Scale (FSS) scores at baseline (0 months), 3, 6, 9 and 12 months.
Error bars are standard error of the mean.
Fig 3Body mass index (A), triglycerides (B), total cholesterol (C), high density lipoprotein cholesterol (D), low density lipoprotein cholesterol (E), total cholesterol to high density lipoprotein cholesterol ratio (F) and triglycerides to high density lipoprotein cholesterol ratio (G) at baseline and 12 months. Error bars are standard error of the mean. P-values generated via paired t-tests.
Associations of nutrient intake changes with lipid profile changes.
| Unadjusted β Coefficients (95% CI) and | |||||||
|---|---|---|---|---|---|---|---|
| TC | HDL-C | LDL-C | TG | TC to HDL-C ratio | TG to HDL-C ratio | ||
| Lipid Profile Mean Changes (95% CI), mg/dl | -10.2 | +6.0 | -10.4 | -29.2 | -0.4 | -0.6 | |
| Cholesterol, mg | -45 (-100, 10) | ||||||
| Total fat, g | -6.1 (-22.1, 10.0) | 0.13 (0.04, 0.21) | 0.48 (0.03, 0.9) | ||||
| Saturated fat, g | -10.6 (-17.1.-4.1) | ||||||
| Monounsaturated fat, g | 2.3 (-3.8, 8.5) | ||||||
| Polyunsaturated fat, g | 3.1 (-1.9, 8.1) | -0.03 (-0.1, 0.0) | |||||
| Trans fat, g | -1.5 (-2.0,-1.0) | 15.6 (0.7, 30.6) | |||||
| Omega-3 fatty acids, fish and fish oil, g | 0.5 (0.3, 0.8) | ||||||
| Omega-3 fatty acids total, g | 1.4 (1.1, 1.7) | ||||||
| Omega-3 fatty acids total without supplements, g | 0.8 (0.2, 1.5) | ||||||
| Omega-6 fatty acids total, g | 2.7 (-2.1, 7.6) | -0.03 (-0.1, 0.0) | |||||
| Omega -6 fatty acids without supplements, g | 2.6 (-2.3, 7.5) | -0.03 (-0.1, 0.0) | |||||
| Dietary fiber, g | 4.5 (1.3, 7.8) | -0.88 (-1.8, -0.01) | 1.6 (0.05–3.1) | ||||
| Carbohydrate, g | -93.1 (-129.4, -56.7) | 0 | |||||
| Total sugar, g | 38.0 (9.3, 66.7) | -0.005 (-0.009, 0.0) | |||||
| Natural sugar, g | -1.6 (-21.0, 17.8) | -0.16 (-0.3, -0.01) | -0.01 (-0.0, 0.1) | ||||
| Added sugar, g | -36.4 (-54.-18.9) | ||||||
| Energy, kcal | -479 (606) | 0.02 (0.01,0.03) | |||||
| Alcohol, g | -4.7 (7.6) | ||||||
A Mean and 95% confidence intervals (CI) for participants’ mean lipid profile changes between baseline and 12-month visits
B Mean and CI for participants’ mean intake changes between baseline and 12-month visits
C Statistically significant p-values for the association of intake mean changes and lipid profile mean changes
D Sum of 20:5 (n-3) eicosapentaenoic acid and 22:6 (n-3) docosahexaenoic fatty acids from food and supplements
E Sum of 18:3 (n-3) alpha-linolenic acid, 20:3 (n-3) eicosatrienoic acid, 20:5 (n-3) eicosapentaenoic acid, 22:3 (n-3) 13c,16c,19c-docasatrienoic fatty acid, 22:5 (n-3) docosapentaenoic acid, and 22:6 (n-3) docosahexaenoic acid from food and supplements
F Sum of 18:3 (n-3) alpha linolenic acid, 20:3 (n-3) eicosatrienoic acid, 20:5 (n-3) eicosapentaenoic acid, 22:3 (n-3) 13c,16c,19c-docasatrienoic fatty acid, 22:5 (n-3) docosapentaenoic acid, and 22:6 (n-3) docosahexaenoic acid from food only
G Sum of 18:2 (n-6) linoleic acid, 18:3 (n-6) gamma-linolenic acid, 20:2 (n-6) eicosadienoic acid, 20:3 (n-6) dihomo-gamma-linolenic acid, 20:4 (n-6) arachidonic acid, 22:2 (n-6) docosadienoic acid, and 22:4 (n-6) adrenic acid from food and supplements
H Sum of 18:2 (n-6) linoleic acid, 18:3 (n-6) gamma-linolenic acid, 20:2 (n-6) eicosadienoic acid, 20:3 (n-6) dihomo-gamma-linolenic acid, 20:4 (n-6) arachidonic acid, 22:2 (n-6) docosadienoic acid, and 22:4 (n-6) adrenic acid from food only.
I Adjusted for dependent variable baseline value.
Fig 4A schematic summarizing the hypothesized relationships between diet, lipid variables and MS fatigue.
We hypothesize that diet-induced lipid changes can influence MS fatigue via effects on MS disease processes and muscle respiration. MS fatigue is associated with comorbidities, muscle injury and disability.