| Literature DB >> 30420587 |
Melvin C L Gay1, Petya T Koleva2, Carolyn M Slupsky3, Elloise du Toit4, Merete Eggesbo5, Christine C Johnson6, Ganesa Wegienka7, Naoki Shimojo8, Dianne E Campbell9, Susan L Prescott10,11, Daniel Munblit12,13, Donna T Geddes14, Anita L Kozyrskyj15.
Abstract
Human milk provides essential substrates for the optimal growth and development of a breastfed infant. Besides providing nutrients to the infant, human milk also contains metabolites which form an intricate system between maternal lifestyle, such as the mother's diet and the gut microbiome, and infant outcomes. This study investigates the variation of these human milk metabolites from five different countries. Human milk samples (n = 109) were collected one month postpartum from Australia, Japan, the USA, Norway, and South Africa and were analyzed by nuclear magnetic resonance. The partial least squares discriminant analysis (PLS-DA) showed separation between either maternal countries of origin or ethnicities. Variation between countries in concentration of metabolites, such as 2-oxoglutarate, creatine, and glutamine, in human milk, between countries, could provide insights into problems, such as mastitis and/or impaired functions of the mammary glands. Several important markers of milk production, such as lactose, betaine, creatine, glutamate, and glutamine, showed good correlation between each metabolite. This work highlights the importance of milk metabolites with respect to maternal lifestyle and the environment, and also provides the framework for future breastfeeding and microbiome studies in a global context.Entities:
Keywords: human milk; lactation; milk metabolites; milk metabolomics
Mesh:
Substances:
Year: 2018 PMID: 30420587 PMCID: PMC6163258 DOI: 10.3390/nu10091151
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Figure 1A representative 1H nuclear magnetic resonance (NMR) spectrum of human milk. The 1H chemical shifts for lactose are annotated 1 to 10.
Figure 2Partial Least Square Discriminant Analysis (PLS-DA) loading plot (left) and scatterplot (right) of human milk metabolites from 109 women in various countries. The score plot shows separation based on maternal country of origin (purple: Perth #1, atopic mothers; red: Perth #2, non-atopic mothers; green: Japan; aqua: US; dark green: Norway; and yellow: South Africa). The loading plot shows the milk metabolites that influence the separation based on maternal country of origin.
Comparison of milk metabolites concentrations (µmol/L) by country of origin.
| MEAN (SD) | |||||
|---|---|---|---|---|---|
| Metabolites/Countries | South Africa | Japan | Norway | US | Perth #2 |
| 2-Oxoglutarate | 79.6 (25.6) | 79.1 (49.2) ## | 30.5 (31.2) *** | 39.0 (12.7) * | 47.5 (19.9) |
| Acetone | 13.2 (6.4) | 19.8 (15.7) | 10.8 (7.6) | 11.4 (3.3) | 13.3 (7.5) |
| Alanine | 161.0 (93.5) | 233.6 (96.8) | 208.1 (84.5) | 240.1 (91.9) | 203.2 (48.4) |
| Betaine | 668.1 (201.8) | 355.3 (367.1) | 180.4 (318.8) *** | 408.4 (567.8) | 58.8 (6.6) *** |
| Caprate | 108.6 (124.7) | 193.1 (216.3) | 121.5 (120.3) | 60.0 (90.6) | 114.0 (42.9) |
| Caprylate | 157.1 (137.2) | 357.6 (497.0) | 131.6 (207.1) | 92.7 (132.5) | 82.7 (47.1) |
| Choline | 322.1 (194.9) | 192.0 (128.3) | 184.1 (163.7) | 133.0 (77.0) | 138.5 (71.1) |
| Citrate | 5614 (3920) | 2830 (1313) * | 2718 (1361) *** | 3642 (1272) | 2856 (836.1) * |
| Creatine | 274.7 (342.9) | 60.3 (28.4) * | 63.9 (26.9) *** | 56.8 (23.4) * | 66.5 (19.0) * |
| Creatine phosphate | 49.6 (54.3) | 45.2 (31.1) | 20.6 (13.1) * | 42.0 (12.7) | 23.9 (7.6) |
| Creatinine | 108.8 (82.7) | 42.9 (15.4) ** | 43.7 (15.6) *** | 57.3 (22.9) * | 45.0 (5.7) ** |
| Formate | 83.4 (79.4) | 112.2 (127.8) | 902.0 (1695.2) | 91.9 (55.7) | 127.1 (24.9) |
| Fucose | 278.5 (373.5) | 570.9 (482.9) | 330.5 (252.5) | 344.4 (216.4) | 382.3 (277.5) |
| Glucose | 1347 (852.9) | 1563 (1327) | 926.4 (747.8) | 1697 (413.5) | 1699 (935.9) |
| Glutamate | 858.9 (491.3) | 1296 (565.8) | 1467 (835.2) | 1573 (830.2) | 1554 (369.4) |
| Glutamine | 282.0 (150.9) | 103.0 (88.1) | 101.9 (119.0) | 514.2 (618.2) ### | 207.6 (178.2) |
| Glycine | 2796 (759.9) | 3135 (1373) | 2512 (1191) | 1641 (1777) | 1919 (949.5) |
| Guanidoacetate | 4771 (1048) | 3777 (1747) | 3373 (2944) | 3435 (1770) | 1622 (286.5) * |
| Isoleucine | 20.8 (12.2) | 24.1 (25.9) | 24.2 (21.1) | 10.9 (2.6) | 12.0 (4.0) |
| Lactate | 213.7 (63.1) | 3215 (5561) **## | 443.5 (693.6) | 137.8 (102.0) | 125.7 (41.5) |
| Lactose | 189,874 (34,234) | 139,161 (83,333) | 101,351 (84,404) * | 161,160 (123,638) | 83,524 (23,509) * |
| Leucine | 33.7 (21.1) | 49.9 (61.2) | 66.2 (76.2) | 30.9 (8.9) | 34.0 (7.8) |
| Methanol | 78.0 (17.6) | 97.7 (49.2) ### | 46.1 (19.3) *** | 89.2 (6.7) ### | 72.0 (6.8) # |
| Phosphocholine | 636.9 (328.6) | 784.7 (470.6) | 463.7 (326.7) | 698.3 (231.2) | 488.4 (145.6) |
| Pyruvate | 53.3 (29.5) | 68.6 (69.8) ## | 20.0 (26.3) * | 31.7 (39.7) | 6.3 (2.5) * |
| Succinate | 48.3 (67.0) | 47.9 (25.9) | 210.8 (515.7) | 21.2 (9.6) | 49.3 (15.7) |
| Valine | 35.3 (11.9) | 63.9 (33.5) | 65.6 (32.7) * | 50.2 (21.1) | 57.4 (17.6) |
| Glycerophosphocholine | 797.6 (439.3) | 645.0 (393.0) | 414.9 (346.0) * | 589.2 (239.7) | 517.4 (118.5) |
| # metabolite differences with South Africa | na | 4 | 11 | 3 | 7 |
| # metabolite differences with Norway | - | 4 | na | 2 | 1 |
* p < 0.05, ** p < 0.01, *** p < 0.001 when reference = South Africa; # p < 0.05, ## p < 0.01, ### p < 0.001 when reference = Norway; na: not applicable.
Figure 3Correlation plot of 28 human milk metabolites from non-atopic mothers. Values shows Pearson correlation coefficients between pairs of metabolites. Positive correlation, zero correlation and negative correlation are represented by colors ranging from blue to white to red, respectively.
Figure 4PLS-DA loading plot (left) and scatterplot (right) of human milk metabolites from women of different ethnic groups. The score plot shows separation based on maternal ethnicity (purple: Caucasian; green: Asian; and dark green: Black). The loading plot shows the milk metabolites that influence the separation based on maternal ethnicity.
Comparison of milk metabolite concentrations (µmol/L) by maternal ethnicity.
| MEAN (SD) | |||
|---|---|---|---|
| Metabolites/Countries | Black | Caucasian | Asian |
| 2-Oxoglutarate | 75.4 (31.1) | 37.6 (29.2) ** | 55.3 (47.1) |
| Acetone | 12.9 (5.3) | 11.9 (7.4) | 14.2 (13.0) |
| Alanine | 164.4 (87.9) | 210.6 (82.1) | 222.3 (90.9) |
| Betaine | 581.1 (283.6) | 204.9 (352.7) * | 354.3 (390.1) |
| Caprate | 77.2 (87.8) | 109.8 (112.3) | 185.1 (168.3) |
| Caprylate | 134.7 (136.2) | 118.1 (184.1) | 266.9 (375.3) |
| Choline | 285.1 (167.0) | 170.2 (154.4) | 218.7 (145.5) |
| Citrate | 4892 (3687) | 3123 (1833) | 2776 (1061) |
| Creatine | 229.4 (326.5) | 77.6 (101.1) * | 63.2 (28.5) * |
| Creatine phosphate | 54.0 (56.2) | 24.1 (13.7) ** | 35.9 (26.8) |
| Creatinine | 89.7 (68.2) | 51.6 (37.0) * | 44.2 (15.0) * |
| Formate | 86.5 (79.3) | 582.6 (1363) | 534.5 (1350) |
| Fucose | 328.0 (376.9) | 306.0 (236.6) # | 556.4 (391.5) |
| Glucose | 1264 (672.2) | 1263 (866.0) | 1148 (1083) |
| Glutamate | 1021 (614.5) | 1478 (791.6) | 1272 (536.3) |
| Glutamine | 252.4 (122.0) | 204.7 (310.6) | 89.5 (79.2) |
| Glycine | 2646 (1051) | 2360 (1307) | 2596 (1169) |
| Guanidoacetate | 4405 (1378) | 2912 (2538) | 4544 (1916) |
| Isoleucine | 17.3 (11.5) | 20.5 (18.4) | 23.4 (21.8) |
| Lactate | 198.2 (82.2) | 339.5 (600.5) # | 1918 (4213) |
| Lactose | 178,365 (50,934) | 110,060 (86,787) | 131,284 (85,509) |
| Leucine | 31.5 (14.8) | 52.1 (56.4) | 64.0 (87.0) |
| Methanol | 80.4 (15.7) | 59.3 (23.6) | 71.0 (46.6) |
| Phosphocholine | 584.6 (305.1) | 521.9 (304.1) | 642.5 (435.6) |
| Pyruvate | 46.5 (25.3) | 21.4 (29.6) | 47.2 (58.8) |
| Succinate | 36.1 (53.0) | 152.7 (446.7) | 100.8 (124.4) |
| Valine | 34.6 (12.0) | 61.1 (26.2) * | 63.9 (40.5) |
| Glycerophosphocholine | 846.4 (424.6) | 467.7 (319.9) ** | 518.9 (327.7) |
| # metabolite differences with Black race | na | 7 | 2 |
| # metabolite differences with Asian race | 3 | na | 2 |
* p < 0.05, ** p < 0.01, when reference = Black; # p < 0.05, when reference = Asian; na: not applicable.