1
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Johnson KE, Hernandez-Alvarado N, Blackstad M, Heisel T, Allert M, Fields DA, Isganaitis E, Jacobs KM, Knights D, Lock EF, Rudolph MC, Gale CA, Schleiss MR, Albert FW, Demerath EW, Blekhman R. Human cytomegalovirus in breast milk is associated with milk composition and the infant gut microbiome and growth. Nat Commun 2024; 15:6216. [PMID: 39043677 DOI: 10.1038/s41467-024-50282-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 07/03/2024] [Indexed: 07/25/2024] Open
Abstract
Human cytomegalovirus (CMV) is a highly prevalent herpesvirus that is often transmitted to the neonate via breast milk. Postnatal CMV transmission can have negative health consequences for preterm and immunocompromised infants, but any effects on healthy term infants are thought to be benign. Furthermore, the impact of CMV on the composition of the hundreds of bioactive factors in human milk has not been tested. Here, we utilize a cohort of exclusively breastfeeding full-term mother-infant pairs to test for differences in the milk transcriptome and metabolome associated with CMV, and the impact of CMV in breast milk on the infant gut microbiome and infant growth. We find upregulation of the indoleamine 2,3-dioxygenase (IDO) tryptophan-to-kynurenine metabolic pathway in CMV+ milk samples, and that CMV+ milk is associated with decreased Bifidobacterium in the infant gut. Our data indicate two opposing CMV-associated effects on infant growth; with kynurenine positively correlated, and CMV viral load negatively correlated, with infant weight-for-length at 1 month of age. These results suggest CMV transmission, CMV-related changes in milk composition, or both may be modulators of full-term infant development.
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Affiliation(s)
- Kelsey E Johnson
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA.
| | | | - Mark Blackstad
- Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Timothy Heisel
- Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Mattea Allert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - David A Fields
- Department of Pediatrics, Section of Diabetes and Endocrinology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | | | - Katherine M Jacobs
- Department of Obstetrics, Gynecology and Women's Health, Division of Maternal-Fetal Medicine, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Dan Knights
- BioTechnology Institute, College of Biological Sciences, University of Minnesota, Minneapolis, MN, USA
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA
| | - Eric F Lock
- Division of Biostatistics and Health Data Science, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Michael C Rudolph
- Harold Hamm Diabetes Center, Department of Biochemistry and Physiology, Oklahoma University Health Sciences Center, Oklahoma City, OK, USA
| | - Cheryl A Gale
- Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Mark R Schleiss
- Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Frank W Albert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Ellen W Demerath
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Ran Blekhman
- Section of Genetic Medicine, Division of Biological Sciences, University of Chicago, Chicago, IL, USA
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2
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Vahkal B, Altosaar I, Tremblay E, Gagné D, Hüttman N, Minic Z, Côté M, Blais A, Beaulieu J, Ferretti E. Gestational age at birth influences protein and RNA content in human milk extracellular vesicles. JOURNAL OF EXTRACELLULAR BIOLOGY 2024; 3:e128. [PMID: 38938674 PMCID: PMC11080785 DOI: 10.1002/jex2.128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2023] [Revised: 10/26/2023] [Accepted: 11/02/2023] [Indexed: 06/29/2024]
Abstract
Human milk extracellular vesicles (HM EVs) are proposed to protect against disease development in infants. This protection could in part be facilitated by the bioactive EV cargo of proteins and RNA. Notably, mothers birth infants of different gestational ages with unique needs, wherein the EV cargo of HM may diverge. We collected HM from lactating mothers within two weeks of a term or preterm birth. Following purification of EVs, proteins and mRNA were extracted for proteomics and sequencing analyses, respectively. Over 2000 protein groups were identified, and over 8000 genes were quantified. The total number of proteins and mRNA did not differ significantly between the two conditions, while functional bioinformatics of differentially expressed cargo indicated enrichment in immunoregulatory cargo for preterm HM EVs. In term HM EVs, significantly upregulated cargo was enriched in metabolism-related functions. Based on gene expression signatures from HM-contained single cell sequencing data, we proposed that a larger portion of preterm HM EVs are secreted by immune cells, whereas term HM EVs contain more signatures of lactocyte epithelial cells. Proposed differences in EV cargo could indicate variation in mother's milk based on infants' gestational age and provide basis for further functional characterisation.
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Affiliation(s)
- Brett Vahkal
- Department of Biochemistry, Microbiology and ImmunologyUniversity of OttawaOttawaCanada
- uOttawa Centre for Infection, Immunity, and InflammationOttawaCanada
- Ottawa Institute of Systems BiologyOttawaCanada
| | - Illimar Altosaar
- Department of Biochemistry, Microbiology and ImmunologyUniversity of OttawaOttawaCanada
| | - Eric Tremblay
- Department of Immunology and Cell BiologyUniversité de SherbrookeSherbrookeCanada
| | - David Gagné
- Department of Immunology and Cell BiologyUniversité de SherbrookeSherbrookeCanada
| | - Nico Hüttman
- Faculty of Science, John L. Holmes Mass Spectrometry FacilityUniversity of OttawaOttawaCanada
| | - Zoran Minic
- Faculty of Science, John L. Holmes Mass Spectrometry FacilityUniversity of OttawaOttawaCanada
| | - Marceline Côté
- Department of Biochemistry, Microbiology and ImmunologyUniversity of OttawaOttawaCanada
- uOttawa Centre for Infection, Immunity, and InflammationOttawaCanada
- Ottawa Institute of Systems BiologyOttawaCanada
| | - Alexandre Blais
- Department of Biochemistry, Microbiology and ImmunologyUniversity of OttawaOttawaCanada
- uOttawa Centre for Infection, Immunity, and InflammationOttawaCanada
- Ottawa Institute of Systems BiologyOttawaCanada
- Brain and Mind InstituteUniversity of OttawaOttawaCanada
- Éric Poulin Centre for Neuromuscular DiseaseOttawaCanada
| | | | - Emanuela Ferretti
- Department of Pediatrics, Division of NeonatologyChildren's Hospital of Eastern OntarioOttawaCanada
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3
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Martin Carli JF, Dzieciatkowska M, Hernandez TL, Monks J, McManaman JL. Comparative proteomic analysis of human milk fat globules and paired membranes and mouse milk fat globules identifies core cellular systems contributing to mammary lipid trafficking and secretion. Front Mol Biosci 2023; 10:1259047. [PMID: 38169886 PMCID: PMC10759240 DOI: 10.3389/fmolb.2023.1259047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 11/22/2023] [Indexed: 01/05/2024] Open
Abstract
Introduction: Human milk delivers critical nutritional and immunological support to human infants. Milk fat globules (MFGs) and their associated membranes (MFGMs) contain the majority of milk lipids and many bioactive components that contribute to neonatal development and health, yet their compositions have not been fully defined, and the mechanisms responsible for formation of these structures remain incompletely understood. Methods: In this study, we used untargeted mass spectrometry to quantitatively profile the protein compositions of freshly obtained MFGs and their paired, physically separated MFGM fractions from 13 human milk samples. We also quantitatively profiled the MFG protein compositions of 9 pooled milk samples from 18 lactating mouse dams. Results: We identified 2,453 proteins and 2,795 proteins in the majority of human MFG and MFGM samples, respectively, and 1,577 proteins in mouse MFGs. Using paired analyses of protein abundance in MFGMs compared to MFGs (MFGM-MFG; 1% FDR), we identified 699 proteins that were more highly abundant in MFGMs (MFGM-enriched), and 201 proteins that were less abundant in MFGMs (cytoplasmic). MFGM-enriched proteins comprised membrane systems (apical plasma membrane and multiple vesicular membranes) hypothesized to be responsible for lipid and protein secretion and components of membrane transport and signaling systems. Cytoplasmic proteins included ribosomal and proteasomal systems. Comparing abundance between human and mouse MFGs, we found a positive correlation (R 2 = 0.44, p < 0.0001) in the relative abundances of 1,279 proteins that were found in common across species. Discussion: Comparative pathway enrichment analyses between human and mouse samples reveal similarities in membrane trafficking and signaling pathways involved in milk fat secretion and identify potentially novel immunological components of MFGs. Our results advance knowledge of the composition and relative quantities of proteins in human and mouse MFGs in greater detail, provide a quantitative profile of specifically enriched human MFGM proteins, and identify core cellular systems involved in milk lipid secretion.
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Affiliation(s)
- Jayne F. Martin Carli
- Section of Nutrition, Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
- Division of Reproductive Sciences, Department of Obstetrics and Gynecology, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
| | - Monika Dzieciatkowska
- Department of Biochemistry and Molecular Genetics, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
| | - Teri L. Hernandez
- College of Nursing, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
| | - Jenifer Monks
- Division of Reproductive Sciences, Department of Obstetrics and Gynecology, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
| | - James L. McManaman
- Division of Reproductive Sciences, Department of Obstetrics and Gynecology, University of Colorado Anschutz Medical Campus, Aurora, CO, United States
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4
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Johnson KE, Heisel T, Fields DA, Isganaitis E, Jacobs KM, Knights D, Lock EF, Rudolph MC, Gale CA, Schleiss MR, Albert FW, Demerath EW, Blekhman R. Human Cytomegalovirus in breast milk is associated with milk composition, the infant gut microbiome, and infant growth. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.19.549370. [PMID: 37503212 PMCID: PMC10370112 DOI: 10.1101/2023.07.19.549370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Human cytomegalovirus (CMV) is a highly prevalent herpesvirus that is often transmitted to the neonate via breast milk. Postnatal CMV transmission can have negative health consequences for preterm and immunocompromised infants, but any effects on healthy term infants are thought to be benign. Furthermore, the impact of CMV on the composition of the hundreds of bioactive factors in human milk has not been tested. Here, we utilize a cohort of exclusively breastfeeding full term mother-infant pairs to test for differences in the milk transcriptome and metabolome associated with CMV, and the impact of CMV in breast milk on the infant gut microbiome and infant growth. We find upregulation of the indoleamine 2,3- dioxygenase (IDO) tryptophan-to-kynurenine metabolic pathway in CMV+ milk samples, and that CMV+ milk is associated with decreased Bifidobacterium in the infant gut. Our data indicate a complex relationship between milk CMV, milk kynurenine, and infant growth; with kynurenine positively correlated, and CMV viral load negatively correlated, with infant weight-for-length at 1 month of age. These results suggest CMV transmission, CMV-related changes in milk composition, or both may be modulators of full term infant development.
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Affiliation(s)
- Kelsey E Johnson
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, USA
| | - Timothy Heisel
- Division of Neonatology, Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - David A Fields
- Department of Pediatrics, Diabetes-Endocrinology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Elvira Isganaitis
- Pediatric, Adolescent and Young Adult Unit, Joslin Diabetes Center, Harvard Medical School, Boston, MA, USA
| | - Katherine M Jacobs
- Department of Obstetrics, Gynecology and Women's Health, Division of Maternal-Fetal Medicine, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Dan Knights
- BioTechnology Institute, College of Biological Sciences, University of Minnesota, Minneapolis, MN, USA
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA
| | - Eric F Lock
- Division of Biostatistics, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Michael C Rudolph
- Harold Hamm Diabetes Center, Department of Physiology, Oklahoma University Health Sciences Center, Oklahoma City, OK, USA
| | - Cheryl A Gale
- Division of Neonatology, Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Mark R Schleiss
- Division of Pediatric Infectious Diseases and Immunology, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Frank W Albert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, USA
| | - Ellen W Demerath
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Ran Blekhman
- Section of Genetic Medicine, Division of Biological Sciences, University of Chicago, Chicago, IL, USA
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5
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Kemeter LM, Birzer A, Heym S, Thoma-Kress AK. Milk Transmission of Mammalian Retroviruses. Microorganisms 2023; 11:1777. [PMID: 37512949 PMCID: PMC10386362 DOI: 10.3390/microorganisms11071777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 07/02/2023] [Accepted: 07/05/2023] [Indexed: 07/30/2023] Open
Abstract
The transmission of viruses from one host to another typically occurs through horizontal or vertical pathways. The horizontal pathways include transmission amongst individuals, usually through bodily fluids or excretions, while vertical transmission transpires from mother to their offspring, either during pregnancy, childbirth, or breastfeeding. While there are more than 200 human pathogenic viruses to date, only a small number of them are known to be transmitted via breast milk, including cytomegalovirus (CMV), human immunodeficiency virus type 1 (HIV-1), and human T cell lymphotropic virus type 1 (HTLV-1), the latter two belonging to the family Retroviridae. Breast milk transmission is a common characteristic among mammalian retroviruses, but there is a lack of reports summarizing our knowledge regarding this route of transmission of mammalian retroviruses. Here, we provide an overview of the transmission of mammalian exogenous retroviruses with a focus on Orthoretrovirinae, and we highlight whether they have been described or suspected to be transmitted through breast milk, covering various species. We also elaborate on the production and composition of breast milk and discuss potential entry sites of exogenous mammalian retroviruses during oral transmission.
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Affiliation(s)
- Laura M Kemeter
- Institute of Clinical and Molecular Virology, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Alexandra Birzer
- Institute of Clinical and Molecular Virology, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Stefanie Heym
- Institute of Clinical and Molecular Virology, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Andrea K Thoma-Kress
- Institute of Clinical and Molecular Virology, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
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6
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LeMaster C, Pierce SH, Geanes ES, Khanal S, Elliott SS, Scott AB, Louiselle DA, McLennan R, Maulik D, Lewis T, Pastinen T, Bradley T. The cellular and immunological dynamics of early and transitional human milk. Commun Biol 2023; 6:539. [PMID: 37202439 DOI: 10.1038/s42003-023-04910-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 05/03/2023] [Indexed: 05/20/2023] Open
Abstract
Human milk is essential for infant nutrition and immunity, providing protection against infections and other immune-mediated diseases during the lactation period and beyond in later childhood. Milk contains a broad range of bioactive factors such as nutrients, hormones, enzymes, immunoglobulins, growth factors, cytokines, and antimicrobial factors, as well as heterogeneous populations of maternal cells. The soluble and cellular components of milk are dynamic over time to meet the needs of the growing infant. In this study, we utilize systems-approaches to define and characterize 62 analytes of the soluble component, including immunoglobulin isotypes, as well as the cellular component of human milk during the first two weeks postpartum from 36 mothers. We identify soluble immune and growth factors that are dynamic over time and could be utilized to classify milk into different phenotypic groups. We identify 24 distinct populations of both epithelial and immune cells by single-cell transcriptome analysis of 128,016 human milk cells. We found that macrophage populations have shifting inflammatory profiles during the first two weeks of lactation. This analysis provides key insights into the soluble and cellular components of human milk and serves as a substantial resource for future studies of human milk.
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Affiliation(s)
- Cas LeMaster
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Stephen H Pierce
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, 66160, USA
| | - Eric S Geanes
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Santosh Khanal
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Staci S Elliott
- Division of Neonatology, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Allison B Scott
- Division of Neonatology, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Daniel A Louiselle
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Rebecca McLennan
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Devika Maulik
- Fetal Health Center, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - Tamorah Lewis
- Division of Neonatology, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
- Department of Pediatrics, UMKC School of Medicine, Kansas City, MO, 64108, USA
| | - Tomi Pastinen
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
- Department of Pediatrics, UMKC School of Medicine, Kansas City, MO, 64108, USA
| | - Todd Bradley
- Genomic Medicine Center, Children's Mercy Research Institute, Children's Mercy Kansas City, Kansas City, MO, 64108, USA.
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, 66160, USA.
- Department of Pediatrics, UMKC School of Medicine, Kansas City, MO, 64108, USA.
- Department of Pediatrics, University of Kansas Medical Center, Kansas City, KS, 66160, USA.
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7
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Smilowitz JT, Allen LH, Dallas DC, McManaman J, Raiten DJ, Rozga M, Sela DA, Seppo A, Williams JE, Young BE, McGuire MK. Ecologies, synergies, and biological systems shaping human milk composition-a report from "Breastmilk Ecology: Genesis of Infant Nutrition (BEGIN)" Working Group 2. Am J Clin Nutr 2023; 117 Suppl 1:S28-S42. [PMID: 37173059 DOI: 10.1016/j.ajcnut.2022.11.027] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 11/10/2022] [Accepted: 11/15/2022] [Indexed: 05/15/2023] Open
Abstract
Human milk is universally recognized as the preferred food for infants during the first 6 mo of life because it provides not only essential and conditionally essential nutrients in necessary amounts but also other biologically active components that are instrumental in protecting, communicating important information to support, and promoting optimal development and growth in infants. Despite decades of research, however, the multifaceted impacts of human milk consumption on infant health are far from understood on a biological or physiological basis. Reasons for this lack of comprehensive knowledge of human milk functions are numerous, including the fact that milk components tend to be studied in isolation, although there is reason to believe that they interact. In addition, milk composition can vary greatly within an individual as well as within and among populations. The objective of this working group within the Breastmilk Ecology: Genesis of Infant Nutrition (BEGIN) Project was to provide an overview of human milk composition, factors impacting its variation, and how its components may function to coordinately nourish, protect, and communicate complex information to the recipient infant. Moreover, we discuss the ways whereby milk components might interact such that the benefits of an intact milk matrix are greater than the sum of its parts. We then apply several examples to illustrate how milk is better thought of as a biological system rather than a more simplistic "mixture" of independent components to synergistically support optimal infant health.
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Affiliation(s)
- Jennifer T Smilowitz
- Department of Food Science and Technology, University of California Davis, Davis, CA, USA; Foods for Health Institute, University of California Davis, Davis, CA, USA.
| | - Lindsay H Allen
- United States Department of Agriculture, Agricultural Research Service, Western Human Nutrition Research Center, University of California Davis, Davis, CA, USA
| | - David C Dallas
- Nutrition Program, College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA
| | - James McManaman
- Division of Reproductive Sciences, University of Colorado, Aurora, CO, USA
| | - Daniel J Raiten
- Pediatric Growth and Nutrition Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Mary Rozga
- Evidence Analysis Center, Academy of Nutrition and Dietetics, Chicago, IL, USA
| | - David A Sela
- Department of Food Science, University of Massachusetts, Amherst, MA, USA; Department of Microbiology and Physiological Systems, University of Massachusetts Medical School, Worcester, MA, USA
| | - Antti Seppo
- Department of Pediatrics, Division of Allergy and Immunology, University of Rochester School of Medicine and Dentistry, Rochester, NY, USA
| | - Janet E Williams
- Department of Animal, Veterinary and Food Sciences, University of Idaho, Moscow, ID, USA
| | - Bridget E Young
- Department of Pediatrics, Division of Allergy and Immunology, University of Rochester School of Medicine and Dentistry, Rochester, NY, USA
| | - Michelle K McGuire
- Margaret Ritchie School of Family and Consumer Sciences, University of Idaho, Moscow, ID, USA.
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8
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Neville MC, Demerath EW, Hahn-Holbrook J, Hovey RC, Martin-Carli J, McGuire MA, Newton ER, Rasmussen KM, Rudolph MC, Raiten DJ. Parental factors that impact the ecology of human mammary development, milk secretion, and milk composition-a report from "Breastmilk Ecology: Genesis of Infant Nutrition (BEGIN)" Working Group 1. Am J Clin Nutr 2023; 117 Suppl 1:S11-S27. [PMID: 37173058 PMCID: PMC10232333 DOI: 10.1016/j.ajcnut.2022.11.026] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 11/22/2022] [Accepted: 11/29/2022] [Indexed: 05/15/2023] Open
Abstract
The goal of Working Group 1 in the Breastmilk Ecology: Genesis of Infant Nutrition (BEGIN) Project was to outline factors influencing biological processes governing human milk secretion and to evaluate our current knowledge of these processes. Many factors regulate mammary gland development in utero, during puberty, in pregnancy, through secretory activation, and at weaning. These factors include breast anatomy, breast vasculature, diet, and the lactating parent's hormonal milieu including estrogen, progesterone, placental lactogen, cortisol, prolactin, and growth hormone. We examine the effects of time of day and postpartum interval on milk secretion, along with the role and mechanisms of lactating parent-infant interactions on milk secretion and bonding, with particular attention to the actions of oxytocin on the mammary gland and the pleasure systems in the brain. We then consider the potential effects of clinical conditions including infection, pre-eclampsia, preterm birth, cardiovascular health, inflammatory states, mastitis, and particularly, gestational diabetes and obesity. Although we know a great deal about the transporter systems by which zinc and calcium pass from the blood stream into milk, the interactions and cellular localization of transporters that carry substrates such as glucose, amino acids, copper, and the many other trace metals present in human milk across plasma and intracellular membranes require more research. We pose the question of how cultured mammary alveolar cells and animal models can help answer lingering questions about the mechanisms and regulation of human milk secretion. We raise questions about the role of the lactating parent and the infant microbiome and the immune system during breast development, secretion of immune molecules into milk, and protection of the breast from pathogens. Finally, we consider the effect of medications, recreational and illicit drugs, pesticides, and endocrine-disrupting chemicals on milk secretion and composition, emphasizing that this area needs much more research attention.
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Affiliation(s)
- Margaret C Neville
- Department of Obstetrics and Gynecology, University of Colorado, Aurora, CO, USA.
| | - Ellen W Demerath
- Division of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN, United States
| | - Jennifer Hahn-Holbrook
- Department of Psychological Sciences, University of California Merced, Merced, CA, United States
| | - Russell C Hovey
- Department of Animal Science, University of California Davis, Davis, CA, United States
| | - Jayne Martin-Carli
- Department of Pediatrics, University of Colorado, Aurora, CO, United States
| | - Mark A McGuire
- Idaho Agricultural Experiment Station, University of Idaho, Moscow, ID, United States
| | - Edward R Newton
- Department of Obstetrics and Gynecology, Brody School of Medicine, East Carolina University, Greenville, NC, United States
| | - Kathleen M Rasmussen
- Nancy Schlegel Meinig Professor of Maternal and Child Nutrition, Division of Nutritional Sciences, Cornell University, Ithaca, NY, United States
| | - Michael C Rudolph
- The University of Oklahoma Health Science Center, Oklahoma City, OK, United States
| | - Daniel J Raiten
- Pediatric Growth and Nutrition Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, United States
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9
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Fur removal promotes an earlier expression of involution-related genes in mammary gland of lactating mice. J Comp Physiol B 2023; 193:171-192. [PMID: 36650338 PMCID: PMC9992052 DOI: 10.1007/s00360-023-01474-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 12/31/2022] [Accepted: 01/06/2023] [Indexed: 01/19/2023]
Abstract
Peak lactation occurs when milk production is at its highest. The factors limiting peak lactation performance have been subject of intense debate. Milk production at peak lactation appears limited by the capacity of lactating females to dissipate body heat generated as a by-product of processing food and producing milk. As a result, manipulations that enhance capacity to dissipate body heat (such as fur removal) increase peak milk production. We investigated the potential correlates of shaving-induced increases in peak milk production in laboratory mice. By transcriptomic profiling of the mammary gland, we searched for the mechanisms underlying experimentally increased milk production and its consequences for mother-young conflict over weaning, manifested by advanced or delayed involution of mammary gland. We demonstrated that shaving-induced increases in milk production were paradoxically linked to reduced expression of some milk synthesis-related genes. Moreover, the mammary glands of shaved mice had a gene expression profile indicative of earlier involution relative to unshaved mice. Once provided with enhanced capacity to dissipate body heat, shaved mice were likely to rear their young to independence faster than unshaved mothers.
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10
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Couvillion SP, Mostoller KE, Williams JE, Pace RM, Stohel IL, Peterson HK, Nicora CD, Nakayasu ES, Webb-Robertson BJM, McGuire MA, McGuire MK, Metz TO. Interrogating the role of the milk microbiome in mastitis in the multi-omics era. Front Microbiol 2023; 14:1105675. [PMID: 36819069 PMCID: PMC9932517 DOI: 10.3389/fmicb.2023.1105675] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 01/16/2023] [Indexed: 02/05/2023] Open
Abstract
There is growing interest in a functional understanding of milk-associated microbiota as there is ample evidence that host-associated microbial communities play an active role in host health and phenotype. Mastitis, characterized by painful inflammation of the mammary gland, is prevalent among lactating humans and agricultural animals and is associated with significant clinical and economic consequences. The etiology of mastitis is complex and polymicrobial and correlative studies have indicated alterations in milk microbial community composition. Recent evidence is beginning to suggest that a causal relationship may exist between the milk microbiota and host phenotype in mastitis. Multi-omic approaches can be leveraged to gain a mechanistic, molecular level understanding of how the milk microbiome might modulate host physiology, thereby informing strategies to prevent and ameliorate mastitis. In this paper, we review existing studies that have utilized omics approaches to investigate the role of the milk microbiome in mastitis. We also summarize the strengths and challenges associated with the different omics techniques including metagenomics, metatranscriptomics, metaproteomics, metabolomics and lipidomics and provide perspective on the integration of multiple omics technologies for a better functional understanding of the milk microbiome.
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Affiliation(s)
- Sneha P. Couvillion
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States,*Correspondence: Sneha P. Couvillion, ✉
| | - Katie E. Mostoller
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States
| | - Janet E. Williams
- Department of Animal, Veterinary, and Food Sciences, University of Idaho, Moscow, ID, United States
| | - Ryan M. Pace
- Margaret Ritchie School of Family and Consumer Sciences, University of Idaho, Moscow, ID, United States
| | - Izabel L. Stohel
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States
| | - Haley K. Peterson
- Department of Animal, Veterinary, and Food Sciences, University of Idaho, Moscow, ID, United States
| | - Carrie D. Nicora
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States
| | - Ernesto S. Nakayasu
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States
| | - Bobbie-Jo M. Webb-Robertson
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States
| | - Mark A. McGuire
- Department of Animal, Veterinary, and Food Sciences, University of Idaho, Moscow, ID, United States
| | - Michelle K. McGuire
- Margaret Ritchie School of Family and Consumer Sciences, University of Idaho, Moscow, ID, United States
| | - Thomas O. Metz
- Pacific Northwest National Laboratory, Earth and Biological Sciences Directorate, Richland, WA, United States,Thomas O. Metz, ✉
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11
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Johnson KE, Heisel T, Allert M, Fürst A, Yerabandi N, Knights D, Jacobs KM, Lock EF, Bode L, Fields DA, Rudolph MC, Gale CA, Albert FW, Demerath EW, Blekhman R. Human milk variation is shaped by maternal genetics and impacts the infant gut microbiome. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.24.525211. [PMID: 36747843 PMCID: PMC9900818 DOI: 10.1101/2023.01.24.525211] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Human milk is a complex mix of nutritional and bioactive components that provide complete nutrition for the infant. However, we lack a systematic knowledge of the factors shaping milk composition and how milk variation influences infant health. Here, we used multi-omic profiling to characterize interactions between maternal genetics, milk gene expression, milk composition, and the infant fecal microbiome in 242 exclusively breastfeeding mother-infant pairs. We identified 487 genetic loci associated with milk gene expression unique to the lactating mammary gland, including loci that impacted breast cancer risk and human milk oligosaccharide concentration. Integrative analyses uncovered connections between milk gene expression and infant gut microbiome, including an association between the expression of inflammation-related genes with IL-6 concentration in milk and the abundance of Bifidobacteria in the infant gut. Our results show how an improved understanding of the genetics and genomics of human milk connects lactation biology with maternal and infant health.
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Affiliation(s)
- Kelsey E Johnson
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, USA
| | - Timothy Heisel
- Division of Neonatology, Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Mattea Allert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, USA
| | - Annalee Fürst
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Nikhila Yerabandi
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Dan Knights
- BioTechnology Institute, College of Biological Sciences, University of Minnesota, Minneapolis, MN, USA
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA
| | - Katherine M Jacobs
- Department of Obstetrics, Gynecology and Women's Health, Division of Maternal-Fetal Medicine, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Eric F Lock
- Division of Biostatistics, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Lars Bode
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
- Human Milk Institute (HMI) and Mother-Milk-Infant Center of Research Excellence (MOMI CORE), University of California, San Diego, La Jolla, CA, USA
| | - David A Fields
- Department of Pediatrics, the University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Michael C Rudolph
- Harold Hamm Diabetes Center, Department of Physiology, the University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Cheryl A Gale
- Division of Neonatology, Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Frank W Albert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, USA
| | - Ellen W Demerath
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN, USA
| | - Ran Blekhman
- Section of Genetic Medicine, Division of Biological Sciences, University of Chicago, Chicago, IL, USA
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12
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Varshney R, Das S, Trahan GD, Farriester JW, Mullen GP, Kyere-Davies G, Presby DM, Houck JA, Webb PG, Dzieciatkowska M, Jones KL, Rodeheffer MS, Friedman JE, MacLean PS, Rudolph MC. Neonatal intake of Omega-3 fatty acids enhances lipid oxidation in adipocyte precursors. iScience 2023; 26:105750. [PMID: 36590177 PMCID: PMC9800552 DOI: 10.1016/j.isci.2022.105750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 09/26/2022] [Accepted: 12/02/2022] [Indexed: 12/12/2022] Open
Abstract
Establishing metabolic programming begins during fetal and postnatal development, and early-life lipid exposures play a critical role during neonatal adipogenesis. We define how neonatal consumption of a low omega-6 to -3 fatty acid ratio (n6/n3 FA ratio) establishes FA oxidation in adipocyte precursor cells (APCs) before they become adipocytes. In vivo, APCs isolated from mouse pups exposed to the low n6/n3 FA ratio had superior FA oxidation capacity, elevated beige adipocyte mRNAs Ppargc1α, Ucp2, and Runx1, and increased nuclear receptor NR2F2 protein. In vitro, APC treatment with NR2F2 ligand-induced beige adipocyte mRNAs and increased mitochondrial potential but not mass. Single-cell RNA-sequencing analysis revealed low n6/n3 FA ratio yielded more mitochondrial-high APCs and linked APC NR2F2 levels with beige adipocyte signatures and FA oxidation. Establishing beige adipogenesis is of clinical relevance, because fat depots with energetically active, smaller, and more numerous adipocytes improve metabolism and delay metabolic dysfunction.
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Affiliation(s)
- Rohan Varshney
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Snehasis Das
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - G. Devon Trahan
- Department of Pediatrics, University of Colorado Denver Anschutz Medical Campus, Aurora, CO, USA
| | - Jacob W. Farriester
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Gregory P. Mullen
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Gertrude Kyere-Davies
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - David M. Presby
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, CO, USA
| | - Julie A. Houck
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, CO, USA
| | - Patricia G. Webb
- Department of Reproductive Science, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, CO, USA
| | - Monika Dzieciatkowska
- Department of Biochemistry & Molecular Genetics, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, CO, USA
| | - Kenneth L. Jones
- Department of Cell Biology and Harold Hamm Diabetes Center, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Matthew S. Rodeheffer
- Department of Molecular, Cellular and Developmental Biology, Department of Comparative Medicine, Yale University, New Haven, CT, USA
| | - Jacob E. Friedman
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Paul S. MacLean
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, CO, USA
| | - Michael C. Rudolph
- Harold Hamm Diabetes Center and Department of Physiology, The University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
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13
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Hannan FM, Elajnaf T, Vandenberg LN, Kennedy SH, Thakker RV. Hormonal regulation of mammary gland development and lactation. Nat Rev Endocrinol 2023; 19:46-61. [PMID: 36192506 DOI: 10.1038/s41574-022-00742-y] [Citation(s) in RCA: 41] [Impact Index Per Article: 41.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/17/2022] [Indexed: 12/14/2022]
Abstract
Lactation is critical to infant short-term and long-term health and protects mothers from breast cancer, ovarian cancer and type 2 diabetes mellitus. The mammary gland is a dynamic organ, regulated by the coordinated actions of reproductive and metabolic hormones. These hormones promote gland development from puberty onwards and induce the formation of a branched, epithelial, milk-secreting organ by the end of pregnancy. Progesterone withdrawal following placental delivery initiates lactation, which is maintained by increased pituitary secretion of prolactin and oxytocin, and stimulated by infant suckling. After weaning, local cytokine production and decreased prolactin secretion trigger large-scale mammary cell loss, leading to gland involution. Here, we review advances in the molecular endocrinology of mammary gland development and milk synthesis. We discuss the hormonal functions of the mammary gland, including parathyroid hormone-related peptide secretion that stimulates maternal calcium mobilization for milk synthesis. We also consider the hormonal composition of human milk and its associated effects on infant health and development. Finally, we highlight endocrine and metabolic diseases that cause lactation insufficiency, for example, monogenic disorders of prolactin and prolactin receptor mutations, maternal obesity and diabetes mellitus, interventions during labour and delivery, and exposure to endocrine-disrupting chemicals such as polyfluoroalkyl substances in consumer products and other oestrogenic compounds.
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Affiliation(s)
- Fadil M Hannan
- Larsson-Rosenquist Foundation Oxford Centre for the Endocrinology of Human Lactation, Nuffield Department of Women's & Reproductive Health, University of Oxford, Oxford, UK.
| | - Taha Elajnaf
- Larsson-Rosenquist Foundation Oxford Centre for the Endocrinology of Human Lactation, Nuffield Department of Women's & Reproductive Health, University of Oxford, Oxford, UK
| | - Laura N Vandenberg
- Department of Environmental Health Sciences, University of Massachusetts Amherst, Amherst, MA, USA
| | - Stephen H Kennedy
- Larsson-Rosenquist Foundation Oxford Centre for the Endocrinology of Human Lactation, Nuffield Department of Women's & Reproductive Health, University of Oxford, Oxford, UK
| | - Rajesh V Thakker
- Academic Endocrine Unit, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
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14
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Dastmalchi F, Xu K, Jones H, Lemas DJ. Assessment of human milk in the era of precision health. Curr Opin Clin Nutr Metab Care 2022; 25:292-297. [PMID: 35838294 PMCID: PMC9710510 DOI: 10.1097/mco.0000000000000860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE OF REVIEW Precision health provides an unprecedented opportunity to improve the assessment of infant nutrition and health outcomes. Breastfeeding is positively associated with infant health outcomes, yet only 58.3% of children born in 2017 were still breastfeeding at 6 months. There is an urgent need to examine the application of precision health tools that support the development of public health interventions focused on improving breastfeeding outcomes. RECENT FINDINGS In this review, we discussed the novel and highly sensitive techniques that can provide a vast amount of omics data and clinical information just by evaluating small volumes of milk samples, such as RNA sequencing, cytometry by time-of-flight, and human milk analyzer for clinical implementation. These advanced techniques can run multiple samples in a short period of time making them ideal for the routine clinical evaluation of milk samples. SUMMARY Precision health tools are increasingly used in clinical research studies focused on infant nutrition. The integration of routinely collected multiomics human milk data within the electronic health records has the potential to identify molecular biomarkers associated with infant health outcomes.
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Affiliation(s)
- Farhad Dastmalchi
- Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville, FL, United States of America
| | - Ke Xu
- Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville, FL, United States of America
| | - Helen Jones
- Department of Physiology and Functional Genomics, University of Florida, Gainesville, FL, United States of America
- Center for Research in Perinatal Outcomes, University of Florida, Gainesville, FL, United States of America
- Department of Obstetrics & Gynecology, University of Florida College of Medicine, Gainesville, Florida
| | - Dominick J Lemas
- Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville, FL, United States of America
- Center for Research in Perinatal Outcomes, University of Florida, Gainesville, FL, United States of America
- Department of Obstetrics & Gynecology, University of Florida College of Medicine, Gainesville, Florida
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15
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Gleeson JP, Chaudhary N, Fein KC, Doerfler R, Hredzak-Showalter P, Whitehead KA. Profiling of mature-stage human breast milk cells identifies six unique lactocyte subpopulations. SCIENCE ADVANCES 2022; 8:eabm6865. [PMID: 35767604 PMCID: PMC9242445 DOI: 10.1126/sciadv.abm6865] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Accepted: 05/11/2022] [Indexed: 06/15/2023]
Abstract
Breast milk is chock-full of nutrients, immunological factors, and cells that aid infant development. Maternal cells are the least studied breast milk component, and their unique properties are difficult to identify using traditional techniques. Here, we characterized the cells in mature-stage breast milk from healthy donors at the protein, gene, and transcriptome levels. Holistic analysis of flow cytometry, quantitative polymerase chain reaction, and single-cell RNA sequencing data identified the predominant cell population as epithelial with smaller populations of macrophages and T cells. Two percent of epithelial cells expressed four stem cell markers: SOX2, TRA-1-60, NANOG, and SSEA4. Furthermore, milk contained six distinct epithelial lactocyte subpopulations, including three previously unidentified subpopulations programmed toward mucosal defense and intestinal development. Pseudotime analysis delineated the differentiation pathways of epithelial progenitors. Together, these data define healthy human maternal breast milk cells and provide a basis for their application in maternal and infant medicine.
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Affiliation(s)
- John P. Gleeson
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | - Namit Chaudhary
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | - Katherine C. Fein
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | - Rose Doerfler
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA
| | | | - Kathryn A. Whitehead
- Department of Chemical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA
- Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA
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16
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Kellman BP, Richelle A, Yang JY, Chapla D, Chiang AWT, Najera JA, Liang C, Fürst A, Bao B, Koga N, Mohammad MA, Bruntse AB, Haymond MW, Moremen KW, Bode L, Lewis NE. Elucidating Human Milk Oligosaccharide biosynthetic genes through network-based multi-omics integration. Nat Commun 2022; 13:2455. [PMID: 35508452 PMCID: PMC9068700 DOI: 10.1038/s41467-022-29867-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Accepted: 04/04/2022] [Indexed: 12/18/2022] Open
Abstract
Human Milk Oligosaccharides (HMOs) are abundant carbohydrates fundamental to infant health and development. Although these oligosaccharides were discovered more than half a century ago, their biosynthesis in the mammary gland remains largely uncharacterized. Here, we use a systems biology framework that integrates glycan and RNA expression data to construct an HMO biosynthetic network and predict glycosyltransferases involved. To accomplish this, we construct models describing the most likely pathways for the synthesis of the oligosaccharides accounting for >95% of the HMO content in human milk. Through our models, we propose candidate genes for elongation, branching, fucosylation, and sialylation of HMOs. Our model aggregation approach recovers 2 of 2 previously known gene-enzyme relations and 2 of 3 empirically confirmed gene-enzyme relations. The top genes we propose for the remaining 5 linkage reactions are consistent with previously published literature. These results provide the molecular basis of HMO biosynthesis necessary to guide progress in HMO research and application with the goal of understanding and improving infant health and development. Human milk oligosaccharides are fundamental to infant health. Here the authors deploy a multi-omics systems biology approach to elucidate their biosynthetic network, including the associated enzymes and likely structures of ambiguous oligosaccharides.
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Affiliation(s)
- Benjamin P Kellman
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA.,Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, 92093, USA.,Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Anne Richelle
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Jeong-Yeh Yang
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, USA
| | - Digantkumar Chapla
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, USA
| | - Austin W T Chiang
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Julia A Najera
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Chenguang Liang
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA.,Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Annalee Fürst
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Bokan Bao
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA.,Bioinformatics and Systems Biology Graduate Program, University of California, San Diego, La Jolla, CA, 92093, USA.,Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Natalia Koga
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Mahmoud A Mohammad
- Department of Pediatrics, Children's Nutrition Research Center, US Department of Agriculture/Agricultural Research Service, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Anders Bech Bruntse
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Morey W Haymond
- Department of Pediatrics, Children's Nutrition Research Center, US Department of Agriculture/Agricultural Research Service, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Kelley W Moremen
- Complex Carbohydrate Research Center, University of Georgia, Athens, GA, USA
| | - Lars Bode
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA.,Larsson-Rosenquist Foundation Mother-Milk-Infant Center of Research Excellence (MOMI CORE), University of California, San Diego, La Jolla, CA, 92093, USA
| | - Nathan E Lewis
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA. .,Department of Bioengineering, University of California, San Diego, La Jolla, CA, 92093, USA.
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17
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Pannaraj PS, da Costa-Martins AG, Cerini C, Li F, Wong SS, Singh Y, Urbanski AH, Gonzalez-Dias P, Yang J, Webby RJ, Nakaya HI, Aldrovandi GM. Molecular alterations in human milk in simulated maternal nasal mucosal infection with live attenuated influenza vaccination. Mucosal Immunol 2022; 15:1040-1047. [PMID: 35739193 PMCID: PMC9225800 DOI: 10.1038/s41385-022-00537-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 05/24/2022] [Accepted: 05/31/2022] [Indexed: 02/04/2023]
Abstract
Breastfeeding protects against mucosal infections in infants. The underlying mechanisms through which immunity develops in human milk following maternal infection with mucosal pathogens are not well understood. We simulated nasal mucosal influenza infection through live attenuated influenza vaccination (LAIV) and compared immune responses in milk to inactivated influenza vaccination (IIV). Transcriptomic analysis was performed on RNA extracted from human milk cells to evaluate differentially expressed genes and pathways on days 1 and 7 post-vaccination. Both LAIV and IIV vaccines induced influenza-specific IgA that persisted for at least 6 months. Regulation of type I interferon production, toll-like receptor, and pattern recognition receptor signaling pathways were highly upregulated in milk on day 1 following LAIV but not IIV at any time point. Upregulation of innate immunity in human milk may provide timely protection against mucosal infections until antigen-specific immunity develops in the human milk-fed infant.
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Affiliation(s)
- Pia S Pannaraj
- Division of Infectious Diseases, Department of Pediatrics, Children's Hospital Los Angeles, Los Angeles, CA, USA.
- Department of Molecular Microbiology and Immunology, University of Southern California, Los Angeles, CA, USA.
| | - André Guilherme da Costa-Martins
- School of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo, Brazil
- Scientific Platform Pasteur-University of São Paulo, São Paulo, Brazil
| | - Chiara Cerini
- Division of Infectious Diseases, Department of Pediatrics, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Fan Li
- Division of Infectious Diseases, Department of Pediatrics, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Sook-San Wong
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
- School of Public Health, The University of Hong Kong, Pok Fu Lam, Hong Kong
| | - Youvika Singh
- School of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo, Brazil
- Scientific Platform Pasteur-University of São Paulo, São Paulo, Brazil
| | - Alysson H Urbanski
- School of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo, Brazil
| | - Patrícia Gonzalez-Dias
- Hospital Israelita Albert Einstein, São Paulo, Brazil
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Liverpool, United Kingdom
| | - Juliana Yang
- School of Pharmaceutical Sciences, University of Sao Paulo, Sao Paulo, Brazil
| | - Richard J Webby
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Helder I Nakaya
- Scientific Platform Pasteur-University of São Paulo, São Paulo, Brazil
- Hospital Israelita Albert Einstein, São Paulo, Brazil
| | - Grace M Aldrovandi
- Department of Pediatrics, University of California Los Angeles, Los Angeles, CA, USA
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18
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Nyquist SK, Gao P, Haining TKJ, Retchin MR, Golan Y, Drake RS, Kolb K, Mead BE, Ahituv N, Martinez ME, Shalek AK, Berger B, Goods BA. Cellular and transcriptional diversity over the course of human lactation. Proc Natl Acad Sci U S A 2022; 119:e2121720119. [PMID: 35377806 PMCID: PMC9169737 DOI: 10.1073/pnas.2121720119] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 02/14/2022] [Indexed: 12/04/2022] Open
Abstract
Human breast milk (hBM) is a dynamic fluid that contains millions of cells, but their identities and phenotypic properties are poorly understood. We generated and analyzed single-cell RNA-sequencing (scRNA-seq) data to characterize the transcriptomes of cells from hBM across lactational time from 3 to 632 d postpartum in 15 donors. We found that the majority of cells in hBM are lactocytes, a specialized epithelial subset, and that cell-type frequencies shift over the course of lactation, yielding greater epithelial diversity at later points. Analysis of lactocytes reveals a continuum of cell states characterized by transcriptional changes in hormone-, growth factor-, and milk production-related pathways. Generalized additive models suggest that one subcluster, LC1 epithelial cells, increases as a function of time postpartum, daycare attendance, and the use of hormonal birth control. We identify several subclusters of macrophages in hBM that are enriched for tolerogenic functions, possibly playing a role in protecting the mammary gland during lactation. Our description of the cellular components of breast milk, their association with maternal–infant dyad metadata, and our quantification of alterations at the gene and pathway levels provide a detailed longitudinal picture of hBM cells across lactational time. This work paves the way for future investigations of how a potential division of cellular labor and differential hormone regulation might be leveraged therapeutically to support healthy lactation and potentially aid in milk production.
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Affiliation(s)
- Sarah K. Nyquist
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Program in Computational and Systems Biology, Massachusetts Institute of Technology; Cambridge, MA 02139
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
- Computer Science and Artificial Intelligence Laboratory, Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Patricia Gao
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Tessa K. J. Haining
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Michael R. Retchin
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Yarden Golan
- Department of Bioengineering and Therapeutic Sciences, Institute for Human Genetics, University of California, San Francisco, CA 94143
| | - Riley S. Drake
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139
| | - Kellie Kolb
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Benjamin E. Mead
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Nadav Ahituv
- Department of Bioengineering and Therapeutic Sciences, Institute for Human Genetics, University of California, San Francisco, CA 94143
| | | | - Alex K. Shalek
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Program in Computational and Systems Biology, Massachusetts Institute of Technology; Cambridge, MA 02139
- Department of Chemistry and Institute for Medical Engineering & Science, Massachusetts Institute of Technology, Cambridge, MA 02139
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139
- Division of Health Science & Technology, Harvard Medical School, Boston, MA 02115
- Department of Immunology, Massachusetts General Hospital, Boston, MA 02114
| | - Bonnie Berger
- Broad Institute of MIT and Harvard, Cambridge, MA 02142
- Computer Science and Artificial Intelligence Laboratory, Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA 02139
| | - Brittany A. Goods
- Thayer School of Engineering, Program in Quantitative Biomedical Sciences, Dartmouth College, Hanover, NH 03755
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19
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Choi Y, Nagel EM, Kharoud H, Johnson KE, Gallagher T, Duncan K, Kharbanda EO, Fields DA, Gale CA, Jacobs K, Jacobs DR, Demerath EW. Gestational Diabetes Mellitus Is Associated with Differences in Human Milk Hormone and Cytokine Concentrations in a Fully Breastfeeding United States Cohort. Nutrients 2022; 14:nu14030667. [PMID: 35277026 PMCID: PMC8838140 DOI: 10.3390/nu14030667] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Revised: 01/28/2022] [Accepted: 02/01/2022] [Indexed: 01/25/2023] Open
Abstract
It is unclear whether gestational diabetes mellitus (GDM) alters breast milk composition. We prospectively examined associations of GDM status with concentrations of six potentially bioactive elements (glucose, insulin, C-reactive protein (CRP), interleukin-6 (IL-6), leptin, and adiponectin) in human milk. These were measured at both 1 and 3 months postpartum in 189 fully breastfeeding women. Mixed-effects linear regression assessed GDM status-related differences in these milk bioactives, adjusting for demographics, maternal factors, and diet. At 1 and 3 months postpartum, milk CRP was higher (1.46 ± 0.31 ng/mL; p < 0.001 and 1.69 ± 0.31 ng/mL; p < 0.001) in women with GDM than in women without GDM, whereas milk glucose (−5.23 ± 2.22 mg/dL; p = 0.02 and −5.70 ± 2.22; p = 0.01) and milk insulin (−0.38 ± 0.17 μIU/mL; p = 0.03 and −0.53 ± 0.17; p = 0.003) were lower in women with GDM. These significant associations remained similar after additional adjustment for maternal weight status and its changes. No difference was found for milk IL-6, leptin, and adiponectin. There was no evidence of association between these milk bioactive compounds and 1 h non-fasting oral glucose challenge serum glucose in the women without GDM. This prospective study provides evidence that potentially bioactive elements of human milk composition are altered in women with GDM.
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Affiliation(s)
- Yuni Choi
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN 55454, USA; (E.M.N.); (H.K.); (T.G.); (D.R.J.J.); (E.W.D.)
- Correspondence: ; Tel.: +1-612-624-1818; Fax: +1-612-624-0315
| | - Emily M. Nagel
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN 55454, USA; (E.M.N.); (H.K.); (T.G.); (D.R.J.J.); (E.W.D.)
| | - Harmeet Kharoud
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN 55454, USA; (E.M.N.); (H.K.); (T.G.); (D.R.J.J.); (E.W.D.)
| | - Kelsey E. Johnson
- Department of Genetics, Cell Biology, and Development, University of Minnesota-Twin Cities, Minneapolis, MN 55454, USA;
| | - Tipper Gallagher
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN 55454, USA; (E.M.N.); (H.K.); (T.G.); (D.R.J.J.); (E.W.D.)
| | - Katy Duncan
- Department of Pediatrics, University of Oklahoma College of Medicine, Oklahoma City, OK 73104, USA; (K.D.); (D.A.F.)
| | | | - David A. Fields
- Department of Pediatrics, University of Oklahoma College of Medicine, Oklahoma City, OK 73104, USA; (K.D.); (D.A.F.)
| | - Cheryl A. Gale
- Division of Neonatology, Department of Pediatrics, University of Minnesota Medical School, Minneapolis, MN 55454, USA;
| | - Katherine Jacobs
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology & Women’s Health, University of Minnesota School of Medicine, Minneapolis, MN 55455, USA;
| | - David R. Jacobs
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN 55454, USA; (E.M.N.); (H.K.); (T.G.); (D.R.J.J.); (E.W.D.)
| | - Ellen W. Demerath
- Division of Epidemiology and Community Health, University of Minnesota School of Public Health, Minneapolis, MN 55454, USA; (E.M.N.); (H.K.); (T.G.); (D.R.J.J.); (E.W.D.)
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20
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Twigger AJ, Engelbrecht LK, Bach K, Schultz-Pernice I, Pensa S, Stenning J, Petricca S, Scheel CH, Khaled WT. Transcriptional changes in the mammary gland during lactation revealed by single cell sequencing of cells from human milk. Nat Commun 2022; 13:562. [PMID: 35091553 PMCID: PMC8799659 DOI: 10.1038/s41467-021-27895-0] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Accepted: 12/17/2021] [Indexed: 01/09/2023] Open
Abstract
Under normal conditions, the most significant expansion and differentiation of the adult mammary gland occurs in response to systemic reproductive hormones during pregnancy and lactation to enable milk synthesis and secretion to sustain the offspring. However, human mammary tissue remodelling that takes place during pregnancy and lactation remains poorly understood due to the challenge of acquiring samples. We report here single-cell transcriptomic analysis of 110,744 viable breast cells isolated from human milk or non-lactating breast tissue, isolated from nine and seven donors, respectively. We found that human milk largely contains epithelial cells belonging to the luminal lineage and a repertoire of immune cells. Further transcriptomic analysis of the milk cells identified two distinct secretory cell types that shared similarities with luminal progenitors, but no populations comparable to hormone-responsive cells. Taken together, our data offers a reference map and a window into the cellular dynamics that occur during human lactation and may provide further insights on the interplay between pregnancy, lactation and breast cancer. Human mammary tissue remodelling that takes place during pregnancy and lactation remains poorly understood. Here the authors characterize cells in human milk, identifying epithelial cells resembling luminal progenitors and immune cells, contributing insights into this process.
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Affiliation(s)
- Alecia-Jane Twigger
- Department of Pharmacology, University of Cambridge, Cambridge, England. .,Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, England. .,Institute of Stem Cell Research, Helmholtz Zentrum München, Munich, Germany.
| | - Lisa K Engelbrecht
- Institute of Stem Cell Research, Helmholtz Zentrum München, Munich, Germany
| | - Karsten Bach
- Department of Pharmacology, University of Cambridge, Cambridge, England.,Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, England
| | | | - Sara Pensa
- Department of Pharmacology, University of Cambridge, Cambridge, England.,Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, England
| | - Jack Stenning
- Department of Pharmacology, University of Cambridge, Cambridge, England.,Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, England
| | - Stefania Petricca
- Institute of Stem Cell Research, Helmholtz Zentrum München, Munich, Germany.,Biomedical Center (BMC), Division of Physiological Genomics, Faculty of Medicine, LMU Munich, Munich, Germany
| | - Christina H Scheel
- Institute of Stem Cell Research, Helmholtz Zentrum München, Munich, Germany. .,Department of Dermatology, Ruhr-University Bochum, Bochum, Germany.
| | - Walid T Khaled
- Department of Pharmacology, University of Cambridge, Cambridge, England. .,Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, England.
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21
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De Jong NP, Rudolph MC, Jackman MR, Sharp RR, Jones K, Houck J, Pan Z, Reusch JEB, MacLean PS, Bessesen DH, Bergouignan A. Short-Term Adaptations in Skeletal Muscle Mitochondrial Oxidative Capacity and Metabolic Pathways to Breaking up Sedentary Behaviors in Overweight or Obese Adults. Nutrients 2022; 14:nu14030454. [PMID: 35276813 PMCID: PMC8838620 DOI: 10.3390/nu14030454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 01/14/2022] [Accepted: 01/16/2022] [Indexed: 12/04/2022] Open
Abstract
Breaking up sedentary behavior with short-frequent bouts of physical activity (PA) differentially influences metabolic health compared with the performance of a single-continuous bout of PA matched for total active time. However, the underlying mechanisms are unknown. We compared skeletal muscle mitochondrial respiration (high-resolution respirometry) and molecular adaptations (RNA sequencing) following 4-day exposure to breaks vs. energy-matched single-continuous PA bout in inactive adults with overweight/obesity. Participants (9M/10F, 32.2 ± 6.4 years, 30.3 ± 3.0 kg/m2) completed three 4-day interventions of a randomized cross-over study: SED, sedentary control; MICRO, 5 min brisk walking each hour for 9 h; ONE: 45 min/d continuous brisk walking bout. Fasted muscle biopsies were collected on day 5. Mitochondrial coupling in the presence of lipid-associated substrates was higher after ONE (4.8 ± 2.5) compared to MICRO (3.1 ± 1.1, p = 0.02) and SED (2.3 ± 1.0, p = 0.001). Respiratory rates did not differ across groups with carbohydrate-associated substrates. In pathways associated with muscle contraction transcription signaling, ONE and MICRO similarly enhanced Oxidative Phosphorylation and Sirtuin Signaling expression (p < 0.0001, for both). However, ONE (p < 0.001, for all), but not MICRO, had greater pathway enrichment, including Ca++, mTOR, AMPK, and HIF1α signaling, than SED. Although breaking up sedentary behavior triggered skeletal muscle molecular adaptations favoring oxidative capacity, it did not improve mitochondrial function over the short term.
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Affiliation(s)
- Nathan P. De Jong
- Division of Endocrinology, Metabolism, Diabetes and Anschutz Health and Wellness Center, University of Colorado School of Medicine, Aurora, CO 80045, USA; (N.P.D.J.); (D.H.B.)
| | - Michael C. Rudolph
- Department of Physiology, Harold Hamm Diabetes Center, Oklahoma University Health Sciences Center, Oklahoma City, OK 73104, USA; (M.C.R.); (R.R.S.)
| | - Matthew R. Jackman
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, Anschutz Medical Campus, University of Colorado, Aurora, CO 80045, USA; (M.R.J.); (J.H.); (P.S.M.)
| | - Rachel R. Sharp
- Department of Physiology, Harold Hamm Diabetes Center, Oklahoma University Health Sciences Center, Oklahoma City, OK 73104, USA; (M.C.R.); (R.R.S.)
- Laboratory of Molecular Biology and Cytometric Research, Oklahoma University Health Sciences Center, Oklahoma City, OK 73104, USA;
| | - Ken Jones
- Laboratory of Molecular Biology and Cytometric Research, Oklahoma University Health Sciences Center, Oklahoma City, OK 73104, USA;
| | - Julie Houck
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, Anschutz Medical Campus, University of Colorado, Aurora, CO 80045, USA; (M.R.J.); (J.H.); (P.S.M.)
| | - Zhaoxing Pan
- Department of Biostatistics and Informatics, Anschutz Medical Campus, University of Colorado, Aurora, CO 80045, USA;
| | - Jane E. B. Reusch
- Center for Women’s Health Research, University of Colorado School of Medicine, Aurora, CO 80045, USA;
- Department of Medicine, University of Colorado, Anschutz Medical Campus, Aurora, CO 80045, USA
- Rocky Mountain Regional Veterans Affairs Medical Center, Aurora, CO 80045, USA
| | - Paul S. MacLean
- Division of Endocrinology, Metabolism, and Diabetes, Department of Medicine, Anschutz Medical Campus, University of Colorado, Aurora, CO 80045, USA; (M.R.J.); (J.H.); (P.S.M.)
| | - Daniel H. Bessesen
- Division of Endocrinology, Metabolism, Diabetes and Anschutz Health and Wellness Center, University of Colorado School of Medicine, Aurora, CO 80045, USA; (N.P.D.J.); (D.H.B.)
- Denver Health Medical Center, Denver, CO 80204, USA
| | - Audrey Bergouignan
- Division of Endocrinology, Metabolism, Diabetes and Anschutz Health and Wellness Center, University of Colorado School of Medicine, Aurora, CO 80045, USA; (N.P.D.J.); (D.H.B.)
- Institut Pluridisciplinaire Hubert Curien, Université de Strasbourg, Centre National de la Recherche Scientifique (CNRS), UMR7178, 67037 Strasbourg, France
- Correspondence: or
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22
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Jeong J, Kadegowda AKG, Meyer TJ, Jenkins LM, Dinan JC, Wysolmerski JJ, Weigert R, Mather IH. The butyrophilin 1a1 knockout mouse revisited: Ablation of Btn1a1 leads to concurrent cell death and renewal in the mammary epithelium during lactation. FASEB Bioadv 2021; 3:971-997. [PMID: 34938960 PMCID: PMC8664049 DOI: 10.1096/fba.2021-00059] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2021] [Revised: 08/13/2021] [Accepted: 08/17/2021] [Indexed: 01/28/2023] Open
Abstract
Butyrophilin 1A1 (BTN1A1) is implicated in the secretion of lipid droplets from mammary epithelial cells as a membrane receptor, which forms a secretion complex with the redox enzyme, xanthine oxidoreductase (XDH). The first evidence that BTN1A1 functions in this process was the generation of Btn1a1 -/- mouse lines, in which lipid secretion was disrupted and large unstable droplets were released into alveolar spaces with fragmented surface membranes. We have revisited one of these mutant mouse lines using RNAseq and proteomic analysis to assess the consequences of ablating the Btn1a1 gene on the expression of other genes and proteins. Disruption of intact Btn1a1 protein expression led to a large build-up of Xdh in the cytoplasm, induction of acute phase response genes and Lif-activation of Stat3 phosphorylation. At peak lactation, approx. 10% of the cells were dying, as assessed by TUNEL-analysis of nuclear DNA. Possible cell death pathways included expression of caspase 8 and activated caspase 3, autophagy, Slc5a8-mediated inactivation of survivin (Birc5), and pStat3-mediated lysosomal lysis, the latter of which is the principal death route in involuting wild type cells. Milk secretion was prolonged by renewal of the secretory epithelium, as evidenced by the upregulation of Ki67 in approx. 10% of cell nuclei and expression of cyclins and Fos/Jun. These data highlight the plasticity of the mammary epithelium and the importance of functional BTN1A1 expression for maintenance of terminally differentiated secretory cells and optimal milk production throughout lactation.
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Affiliation(s)
- Jaekwang Jeong
- Department of Animal and Avian SciencesUniversity of MarylandCollege ParkMarylandUSA
- Present address:
Section of Endocrinology and MetabolismDepartment of Internal MedicineYale University School of MedicineNew HavenConnecticut06520USA
| | - Anil K. G. Kadegowda
- Department of Animal and Avian SciencesUniversity of MarylandCollege ParkMarylandUSA
- Present address:
Department of Animal SciencesUniversity of Agricultural Sciences DharwadHubliKarnataka580005India
| | - Thomas J. Meyer
- CCR Collaborative Bioinformatics ResourceNational Cancer InstituteNational Institutes of HealthBethesdaMarylandUSA
- Advanced Biomedical Computational ScienceFrederick National Laboratory for Cancer ResearchFrederickMarylandUSA
| | - Lisa M. Jenkins
- Laboratory of Cell BiologyNational Cancer InstituteNational Institutes of HealthBethesdaMarylandUSA
| | - Jerry C. Dinan
- Laboratory of Cell BiologyNational Cancer InstituteNational Institutes of HealthBethesdaMarylandUSA
| | - John J. Wysolmerski
- Department of Internal MedicineYale University School of MedicineNew HavenConnecticutUSA
| | - Roberto Weigert
- Laboratory of Cellular and Molecular BiologyCenter for Cancer ResearchNational Cancer InstituteNational Institutes of HealthBethesdaMarylandUSA
| | - Ian H. Mather
- Department of Animal and Avian SciencesUniversity of MarylandCollege ParkMarylandUSA
- Laboratory of Cellular and Molecular BiologyCenter for Cancer ResearchNational Cancer InstituteNational Institutes of HealthBethesdaMarylandUSA
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23
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Lengi A, Makris M, Corl B. A flow cytometric method for measuring and isolating mammary epithelial cells from bovine milk. JDS COMMUNICATIONS 2021; 2:426-430. [PMID: 36337102 PMCID: PMC9623637 DOI: 10.3168/jdsc.2021-0135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 07/25/2021] [Indexed: 11/19/2022]
Abstract
Flow cytometry using an antibody against butyrophilin allows quantification of mammary epithelial cells in milk. Sorting butyrophilin-positive or CD45-negative cells isolates epithelial cells from milk. Selection for cytokeratin was not effective in this flow cytometry application.
Sampling frequent time points of mammary signaling pathways is not possible with tissue biopsies. We have validated a flow cytometry and cell sorting procedure for isolating live bovine mammary epithelial cells from somatic cell populations in milk using butyrophilin 1A1 as a marker for mammary epithelial cells and CD45 as a marker for hematopoietic cells. Hoechst 33342 staining and propidium iodide exclusion were used to select for nucleated live cells. Positive selection of butyrophilin (BTN)-expressing cells was performed by fluorescence-activated cell sorting. Quantitative real-time PCR performed on mRNA isolated from these cells showed a 226-fold increase in κ-casein (CSN3) mRNA expression in BTN single-positive cells compared with unsorted cells, whereas CD45 single-positive cells showed a significant decrease. A negative selection strategy for cells not expressing the hematopoietic cell marker CD45 also resulted in a cell population with a 196-fold increase in CSN3 mRNA expression compared with unsorted cells. We found no enrichment of CSN3 mRNA expression after sorting cells using cytokeratin antibodies. The noninvasive assays described here allow for daily or more frequent sampling time points for measurement of mammary epithelial cells during the course of lactation.
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Affiliation(s)
- A.J. Lengi
- Department of Dairy Science, Virginia Tech, Blacksburg 24061-0315
| | - M. Makris
- Flow Cytometry Laboratory, Virginia-Maryland College of Veterinary Medicine, Virginia Tech, Blacksburg 24061
| | - B.A. Corl
- Department of Dairy Science, Virginia Tech, Blacksburg 24061-0315
- Corresponding author
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24
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Geddes DT, Gridneva Z, Perrella SL, Mitoulas LR, Kent JC, Stinson LF, Lai CT, Sakalidis V, Twigger AJ, Hartmann PE. 25 Years of Research in Human Lactation: From Discovery to Translation. Nutrients 2021; 13:3071. [PMID: 34578947 PMCID: PMC8465002 DOI: 10.3390/nu13093071] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 08/26/2021] [Accepted: 08/26/2021] [Indexed: 02/06/2023] Open
Abstract
Researchers have recently called for human lactation research to be conceptualized as a biological framework where maternal and infant factors impacting human milk, in terms of composition, volume and energy content are studied along with relationships to infant growth, development and health. This approach allows for the development of evidence-based interventions that are more likely to support breastfeeding and lactation in pursuit of global breastfeeding goals. Here we summarize the seminal findings of our research programme using a biological systems approach traversing breast anatomy, milk secretion, physiology of milk removal with respect to breastfeeding and expression, milk composition and infant intake, and infant gastric emptying, culminating in the exploration of relationships with infant growth, development of body composition, and health. This approach has allowed the translation of the findings with respect to education, and clinical practice. It also sets a foundation for improved study design for future investigations in human lactation.
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Affiliation(s)
- Donna Tracy Geddes
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | - Zoya Gridneva
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | - Sharon Lisa Perrella
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | - Leon Robert Mitoulas
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
- Medela, AG, Lättichstrasse 4b, 6340 Baar, Switzerland
| | - Jacqueline Coral Kent
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | - Lisa Faye Stinson
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | - Ching Tat Lai
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | - Vanessa Sakalidis
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
| | | | - Peter Edwin Hartmann
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (Z.G.); (S.L.P.); (L.R.M.); (J.C.K.); (L.F.S.); (C.T.L.); (V.S.); (P.E.H.)
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25
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Single-cell RNA sequencing of freshly isolated bovine milk cells and cultured primary mammary epithelial cells. Sci Data 2021; 8:177. [PMID: 34267220 PMCID: PMC8282601 DOI: 10.1038/s41597-021-00972-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 06/07/2021] [Indexed: 11/08/2022] Open
Abstract
Bovine mammary function at molecular level is often studied using mammary tissue or primary bovine mammary epithelial cells (pbMECs). However, bulk tissue and primary cells are heterogeneous with respect to cell populations, adding further transcriptional variation in addition to genetic background. Thus, understanding of the variation in gene expression profiles of cell populations and their effect on function are limited. To investigate the mononuclear cell composition in bovine milk, we analyzed a single-cell suspension from a milk sample. Additionally, we harvested cultured pbMECs to characterize gene expression in a homogeneous cell population. Using the Drop-seq technology, we generated single-cell RNA datasets of somatic milk cells and pbMECs. The final datasets after quality control filtering contained 7,119 and 10,549 cells, respectively. The pbMECs formed 14 indefinite clusters displaying intrapopulation heterogeneity, whereas the milk cells formed 14 more distinct clusters. Our datasets constitute a molecular cell atlas that provides a basis for future studies of milk cell composition and gene expression, and could serve as reference datasets for milk cell analysis.
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26
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Twigger AJ, Khaled WT. Mammary gland development from a single cell 'omics view. Semin Cell Dev Biol 2021; 114:171-185. [PMID: 33810979 PMCID: PMC8158430 DOI: 10.1016/j.semcdb.2021.03.013] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 03/09/2021] [Accepted: 03/21/2021] [Indexed: 02/06/2023]
Abstract
Understanding the complexity and heterogeneity of mammary cell subpopulations is vital to delineate the mechanisms behind breast cancer development, progression and prevention. Increasingly sophisticated tools for investigating these cell subtypes has led to the development of a greater understanding of these cell subtypes, complex interplay of certain subtypes and their developmental potential. Of note, increasing accessibility and affordability of single cell technologies has led to a plethora of studies being published containing data from mammary cell subtypes and their differentiation potential in both mice and human data sets. Here, we review the different types of single cell technologies and how they have been used to improve our understanding of mammary gland development.
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Affiliation(s)
- Alecia-Jane Twigger
- Department of Pharmacology, University of Cambridge, Cambridge, UK; Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK.
| | - Walid T Khaled
- Department of Pharmacology, University of Cambridge, Cambridge, UK; Wellcome-MRC Cambridge Stem Cell Institute, Cambridge, UK.
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27
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Sadovnikova A, Garcia SC, Hovey RC. A Comparative Review of the Cell Biology, Biochemistry, and Genetics of Lactose Synthesis. J Mammary Gland Biol Neoplasia 2021; 26:181-196. [PMID: 34125364 PMCID: PMC8236053 DOI: 10.1007/s10911-021-09490-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 05/20/2021] [Indexed: 12/18/2022] Open
Abstract
Lactose is the primary carbohydrate in the milk of most mammals and is unique in that it is only synthesized by epithelial cells in the mammary glands. Lactose is also essential for the development and nutrition of infants. Across species, the concentration of lactose in milk holds a strong positive correlation with overall milk volume. Additionally, there is a range of examples where the onset of lactose synthesis as well as the content of lactose in milk varies between species and throughout a lactation. Despite this diversity, the precursors, genes, proteins and ions that regulate lactose synthesis have not received the depth of study they likely deserve relative to the significance of this simple and abundant molecule. Through this review, our objective is to highlight the requirements for lactose synthesis at the biochemical, cellular and temporal levels through a comparative approach. This overview also serves as the prelude to a companion review describing the dietary, hormonal, molecular, and genetic factors that regulate lactose synthesis.
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Affiliation(s)
- Anna Sadovnikova
- Graduate Group in Nutritional Biology, Physician Scientist Training Program, University of California, Davis, CA, USA.
- Department of Animal Science, University of California, Davis, CA, USA.
| | - Sergio C Garcia
- School of Life and Environmental Sciences, University of Sydney, Sydney, Australia
| | - Russell C Hovey
- Department of Animal Science, University of California, Davis, CA, USA
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28
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Martin Carli JF, Trahan GD, Rudolph MC. Resolving Human Lactation Heterogeneity Using Single Milk-Derived Cells, a Resource at the Ready. J Mammary Gland Biol Neoplasia 2021; 26:3-8. [PMID: 34097179 PMCID: PMC8956113 DOI: 10.1007/s10911-021-09489-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 05/02/2021] [Indexed: 10/21/2022] Open
Abstract
Single cell RNA sequencing (scRNAseq) of human milk-derived cells (HMDCs) makes highly detailed analyses of the biology of human lactation possible. We explore this powerful application as an exciting tool to inspect the cellular composition of human milk. We point out some important challenges unique to this approach and highlight the importance of collaborations between biologists and well-trained bioinformaticians to utilize these data to their maximum potential. We extend this focus by discussing the first two such studies that describe HMDCs via scRNAseq and a variety of important questions in the field that warrant attention through further research. The stage is set to apply scRNAseq in human lactation biology, potentially leading to new insights regarding the molecular and cellular diversity of human secretory mammary epithelial cells.
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Affiliation(s)
- Jayne F Martin Carli
- Section of Nutrition, Denver Anschutz Medical Campus Department of Pediatrics, University of Colorado, Aurora, CO, 80045, USA.
| | - G Devon Trahan
- Section of Hematology, Oncology, and Bone Marrow Transplant, Denver Anschutz Medical Campus Department of Pediatrics, University of Colorado, Aurora, CO, 80045, USA
| | - Michael C Rudolph
- Department of Physiology, Oklahoma University Health Sciences Center, Oklahoma City, OK, 73104, USA
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Monkkonen T, Traustadóttir GÁ, Koledova Z. Unraveling the Breast: Advances in Mammary Biology and Cancer Methods. J Mammary Gland Biol Neoplasia 2020; 25:233-236. [PMID: 33479879 PMCID: PMC7819143 DOI: 10.1007/s10911-020-09476-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 12/20/2020] [Indexed: 11/06/2022] Open
Abstract
The field of mammary gland biology and breast cancer research encompasses a wide range of topics and scientific questions, which span domains of molecular, cell and developmental biology, cancer research, and veterinary and human medicine, with interdisciplinary overlaps to non-biological domains. Accordingly, mammary gland and breast cancer researchers employ a wide range of molecular biology methods, in vitro techniques, in vivo approaches as well as in silico analyses. The list of techniques is ever-expanding; together with the refinement of established, staple techniques in the field, new technologies keep emerging thanks to technological advances and scientific creativity. This issue of the Journal of Mammary Gland Biology and Neoplasia represents a compilation of original articles and reviews focused on methods used in mammary gland biology and breast cancer research.
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Affiliation(s)
- Teresa Monkkonen
- Department of Pathology, University of California, San Francisco, USA
| | - Gunnhildur Ásta Traustadóttir
- Stem Cell Research Unit, Department of Anatomy, Faculty of Medicine, School of Health Sciences, Biomedical Center, University of Iceland, Reykjavík, Iceland
| | - Zuzana Koledova
- Department of Histology and Embryology, Faculty of Medicine, Masaryk University, Brno, Czech Republic.
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