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Deek RA, Ma S, Lewis J, Li H. Statistical and computational methods for integrating microbiome, host genomics, and metabolomics data. eLife 2024; 13:e88956. [PMID: 38832759 PMCID: PMC11149933 DOI: 10.7554/elife.88956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 05/10/2024] [Indexed: 06/05/2024] Open
Abstract
Large-scale microbiome studies are progressively utilizing multiomics designs, which include the collection of microbiome samples together with host genomics and metabolomics data. Despite the increasing number of data sources, there remains a bottleneck in understanding the relationships between different data modalities due to the limited number of statistical and computational methods for analyzing such data. Furthermore, little is known about the portability of general methods to the metagenomic setting and few specialized techniques have been developed. In this review, we summarize and implement some of the commonly used methods. We apply these methods to real data sets where shotgun metagenomic sequencing and metabolomics data are available for microbiome multiomics data integration analysis. We compare results across methods, highlight strengths and limitations of each, and discuss areas where statistical and computational innovation is needed.
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Affiliation(s)
- Rebecca A Deek
- Department of Biostatistics, University of PittsburghPittsburghUnited States
| | - Siyuan Ma
- Department of Biostatistics, Vanderbilt School of MedicineNashvilleUnited States
| | - James Lewis
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of PennsylvaniaPhiladelphiaUnited States
| | - Hongzhe Li
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of PennsylvaniaPhiladelphiaUnited States
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2
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Wojciechowska D, Salamon S, Wróblewska-Seniuk K. It's time to shed some light on the importance of fungi in neonatal intensive care units: what do we know about the neonatal mycobiome? Front Microbiol 2024; 15:1355418. [PMID: 38567073 PMCID: PMC10985264 DOI: 10.3389/fmicb.2024.1355418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 03/08/2024] [Indexed: 04/04/2024] Open
Abstract
The 21st century, thanks to the development of molecular methods, including DNA barcoding, using Sanger sequencing, and DNA metabarcoding, based on next-generation sequencing (NGS), is characterized by flourishing research on the human microbiome. Microbial dysbiosis is perceived as a new pathogenetic factor for neonatal diseases. Fungi are crucial, but neglected, components of the neonatal microbiome, which, despite their low abundance, significantly impact morbidity and mortality rates of premature infants hospitalized in Neonatal Intensive Care Units (NICUs). The neonatal mycobiome's composition and effect on health remain poorly studied research areas. Our knowledge about neonatal mycobiome, composed of limited genera, is mainly based on research on the bacterial microbiome. We presume it is influenced by clinical factors, including prematurity, antibiotic therapy, and type of delivery. Understanding these risk factors may be useful in prevention strategies against dysbiosis and invasive fungal infections. Despite the methodological challenges resulting from the biology of the fungal cell, this topic is an attractive area of research that may contribute to more effective treatment, especially of newborns from risk groups. In this mini review, we discuss the current state of knowledge, research gaps, study difficulties, and future research directions on the neonatal mycobiome, concerning potential future clinical applications.
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Affiliation(s)
- Dobrochna Wojciechowska
- II Department of Neonatology, Poznan University of Medical Sciences, Poznan, Poland
- Doctoral School, Poznan University of Medical Sciences, Poznan, Poland
| | - Sylwia Salamon
- Department of Plant Microbiomics, Institute of Plant Genetics, Academy of Sciences, Poznan, Poland
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Rodriguez KA, Gurung M, Talatala R, Rearick JR, Ruebel ML, Stephens KE, Yeruva L. The Role of Early Life Gut Mycobiome on Child Health. Adv Nutr 2024; 15:100185. [PMID: 38311313 PMCID: PMC10907404 DOI: 10.1016/j.advnut.2024.100185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 01/30/2024] [Accepted: 01/31/2024] [Indexed: 02/10/2024] Open
Abstract
The human gut microbiota is composed of bacteria (microbiota or microbiome), fungi (mycobiome), viruses, and archaea, but most of the research is primarily focused on the bacterial component of this ecosystem. Besides bacteria, fungi have been shown to play a role in host health and physiologic functions. However, studies on mycobiota composition during infancy, the factors that might shape infant gut mycobiota, and implications to child health and development are limited. In this review, we discuss the factors likely shaping gut mycobiota, interkingdom interactions, and associations with child health outcomes and highlight the gaps in our current knowledge of this ecosystem.
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Affiliation(s)
- Kayleigh Amber Rodriguez
- Arkansas Children's Research Institute, Little Rock, AR, United States; University of Arkansas for Medical Sciences, Department of Pediatrics, Division of Infectious Diseases, Little Rock, AR, United States
| | - Manoj Gurung
- Microbiome and Metabolism Research Unit, United States Department of Agriculture, Agriculture Research Service, Little Rock, AR, United States; Arkansas Children's Nutrition Center, Little Rock, AR, United States
| | - Rachelanne Talatala
- Microbiome and Metabolism Research Unit, United States Department of Agriculture, Agriculture Research Service, Little Rock, AR, United States
| | - Jolene R Rearick
- Microbiome and Metabolism Research Unit, United States Department of Agriculture, Agriculture Research Service, Little Rock, AR, United States; Arkansas Children's Nutrition Center, Little Rock, AR, United States
| | - Meghan L Ruebel
- Microbiome and Metabolism Research Unit, United States Department of Agriculture, Agriculture Research Service, Little Rock, AR, United States; Arkansas Children's Nutrition Center, Little Rock, AR, United States
| | - Kimberly E Stephens
- Arkansas Children's Research Institute, Little Rock, AR, United States; University of Arkansas for Medical Sciences, Department of Pediatrics, Division of Infectious Diseases, Little Rock, AR, United States.
| | - Laxmi Yeruva
- Microbiome and Metabolism Research Unit, United States Department of Agriculture, Agriculture Research Service, Little Rock, AR, United States; Arkansas Children's Nutrition Center, Little Rock, AR, United States.
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Allert M, Ferretti P, Johnson KE, Heisel T, Gonia S, Knights D, Fields DA, Albert FW, Demerath EW, Gale CA, Blekhman R. Assembly, stability, and dynamics of the infant gut microbiome are linked to bacterial strains and functions in mother's milk. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.28.577594. [PMID: 38328166 PMCID: PMC10849666 DOI: 10.1101/2024.01.28.577594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/09/2024]
Abstract
The establishment of the gut microbiome in early life is critical for healthy infant development. Although human milk is recommended as the sole source of nutrition for the human infant, little is known about how variation in milk composition, and especially the milk microbiome, shapes the microbial communities in the infant gut. Here, we quantified the similarity between the maternal milk and the infant gut microbiome using 507 metagenomic samples collected from 195 mother-infant pairs at one, three, and six months postpartum. We found that the microbial taxonomic overlap between milk and the infant gut was driven by bifidobacteria, in particular by B. longum. Infant stool samples dominated by B. longum also showed higher temporal stability compared to samples dominated by other species. We identified two instances of strain sharing between maternal milk and the infant gut, one involving a commensal (B. longum) and one a pathobiont (K. pneumoniae). In addition, strain sharing between unrelated infants was higher among infants born at the same hospital compared to infants born in different hospitals, suggesting a potential role of the hospital environment in shaping the infant gut microbiome composition. The infant gut microbiome at one month compared to six months of age was enriched in metabolic pathways associated with de-novo molecule biosynthesis, suggesting that early colonisers might be more versatile and metabolically independent compared to later colonizers. Lastly, we found a significant overlap in antimicrobial resistance genes carriage between the mother's milk and their infant's gut microbiome. Taken together, our results suggest that the human milk microbiome has an important role in the assembly, composition, and stability of the infant gut microbiome.
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Affiliation(s)
- Mattea Allert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Pamela Ferretti
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Kelsey E Johnson
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Timothy Heisel
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Sara Gonia
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Dan Knights
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, USA
- BioTechnology Institute, College of Biological Sciences, University of Minnesota, Minneapolis, MN, USA
| | - David A Fields
- Department of Pediatrics, the University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Frank W Albert
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Ellen W Demerath
- Department of Genetics, Cell Biology, and Development, University of Minnesota, Minneapolis, MN, USA
| | - Cheryl A Gale
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Ran Blekhman
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
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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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Tejesvi MV, Turunen J, Salmi S, Reunanen J, Paalanne N, Tapiainen T. Delivery Mode and Perinatal Antibiotics Influence the Infant Gut Bacteriome and Mycobiome: A Network Analysis. J Fungi (Basel) 2023; 9:718. [PMID: 37504707 PMCID: PMC10381809 DOI: 10.3390/jof9070718] [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: 06/06/2023] [Revised: 06/28/2023] [Accepted: 06/29/2023] [Indexed: 07/29/2023] Open
Abstract
Both exposure to antibiotics at birth and delivery via Caesarean section influence the gut bacteriome's development in infants. Using 16S rRNA and internal transcribed spacer sequencing on the Ion Torrent platform, we employed network analysis to investigate the bacterial and fungal interkingdom relationships in the gut microbiome from birth to age 18 months in a prospective cohort study of 140 infants. The gut microbiome at ages six and 18 months revealed distinctive microbial interactions, including both positive and negative associations between bacterial and fungal genera in the gut ecosystem. Perinatal factors, delivery mode and intrapartum antibiotic exposure affected the associations between bacterial and fungal species. In infants exposed and unexposed to perinatal antibiotics, the gut microbiome formed distinct networks for the bacteriome and mycobiome. The fungi Saccharomyces, Trichosporon, Pezoloma, Cystofilobasidium, Rigidoporus and Fomitopsis were strongly associated with exposure to antibiotics at birth. Hyaloscypha, Trichosporon, Fomitopsis and Vishniacozyma were strongly associated with the control group that was not exposed to antibiotics. Five distinct networks were formed according to delivery mode. The present study confirms that bacteria and fungi clearly interact in the infant gut ecosystem. Furthermore, perinatal factors appear to influence the relationships between bacteria and fungi in the developing gut microbiome.
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Affiliation(s)
- Mysore V Tejesvi
- Research Unit of Clinical Medicine, University of Oulu, 90014 Oulu, Finland
- Ecology and Genetics, Faculty of Science, University of Oulu, 90014 Oulu, Finland
| | - Jenni Turunen
- Research Unit of Clinical Medicine, University of Oulu, 90014 Oulu, Finland
- Biocenter Oulu, University of Oulu, 90014 Oulu, Finland
| | - Sonja Salmi
- Biocenter Oulu, University of Oulu, 90014 Oulu, Finland
- Research Unit of Translational Medicine, University of Oulu, 90014 Oulu, Finland
- Disease Networks Research Unit, University of Oulu, 90014 Oulu, Finland
| | - Justus Reunanen
- Biocenter Oulu, University of Oulu, 90014 Oulu, Finland
- Research Unit of Translational Medicine, University of Oulu, 90014 Oulu, Finland
| | - Niko Paalanne
- Research Unit of Clinical Medicine, University of Oulu, 90014 Oulu, Finland
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, 90014 Oulu, Finland
| | - Terhi Tapiainen
- Research Unit of Clinical Medicine, University of Oulu, 90014 Oulu, Finland
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, 90014 Oulu, Finland
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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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