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Korth N, Yang Q, Van Haute MJ, Tross MC, Peng B, Shrestha N, Zwiener-Malcom M, Mural RV, Schnable JC, Benson AK. Genomic co-localization of variation affecting agronomic and human gut microbiome traits in a meta-analysis of diverse sorghum. G3 (BETHESDA, MD.) 2024; 14:jkae145. [PMID: 38979923 PMCID: PMC11373648 DOI: 10.1093/g3journal/jkae145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 03/26/2024] [Accepted: 06/05/2024] [Indexed: 07/10/2024]
Abstract
Substantial functional metabolic diversity exists within species of cultivated grain crops that directly or indirectly provide more than half of all calories consumed by humans around the globe. While such diversity is the molecular currency used for improving agronomic traits, diversity is poorly characterized for its effects on human nutrition and utilization by gut microbes. Moreover, we know little about agronomic traits' potential tradeoffs and pleiotropic effects on human nutritional traits. Here, we applied a quantitative genetics approach using a meta-analysis and parallel genome-wide association studies of Sorghum bicolor traits describing changes in the composition and function of human gut microbe communities, and any of 200 sorghum seed and agronomic traits across a diverse sorghum population to identify associated genetic variants. A total of 15 multiple-effect loci (MEL) were initially found where different alleles in the sorghum genome produced changes in seed that affected the abundance of multiple bacterial taxa across 2 human microbiomes in automated in vitro fermentations. Next, parallel genome-wide studies conducted for seed, biochemical, and agronomic traits in the same population identified significant associations within the boundaries of 13/15 MEL for microbiome traits. In several instances, the colocalization of variation affecting gut microbiome and agronomic traits provided hypotheses for causal mechanisms through which variation could affect both agronomic traits and human gut microbes. This work demonstrates that genetic factors affecting agronomic traits in sorghum seed can also drive significant effects on human gut microbes, particularly bacterial taxa considered beneficial. Understanding these pleiotropic relationships will inform future strategies for crop improvement toward yield, sustainability, and human health.
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Affiliation(s)
- Nate Korth
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Complex Biosystems Graduate Program, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Qinnan Yang
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Mallory J Van Haute
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Michael C Tross
- Complex Biosystems Graduate Program, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Bo Peng
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Nikee Shrestha
- Complex Biosystems Graduate Program, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Mackenzie Zwiener-Malcom
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Ravi V Mural
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Agronomy, Horticulture, and Plant Science, South Dakota State University, Brookings, SD 57007, USA
| | - James C Schnable
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
| | - Andrew K Benson
- Nebraska Food for Health Center, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
- Department of Food Science and Technology, University of Nebraska-Lincoln, Lincoln, NE 68588, USA
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Biswas S, Cho SB, Kim IH. An evaluation of gallic acid supplementation to corn-soybean-gluten meal-based diet in broilers. Poult Sci 2023; 102:102738. [PMID: 37244086 DOI: 10.1016/j.psj.2023.102738] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 04/05/2023] [Accepted: 04/16/2023] [Indexed: 05/29/2023] Open
Abstract
Gallic acid (GA) is an endogenous plant polyphenol found in fruits, nuts, and plants that has antioxidant, antimicrobial, and growth-promoting effects. This study aimed to assess the effect of graded doses of dietary supplemented GA on growth performance, nutrient retention, fecal score, footpad lesion score, tibia ash, and meat quality of broilers. A total of 576 one-day-old Ross 308 male broiler chicks with an average initial body weight of 41 ± 0.5 g were used in a 32 d feeding trial. Broilers were sorted into 4 treatments, 8 replications per treatment, and 18 birds per cage. Dietary treatments consisted of corn-soybean-gluten meal-based basal diet and the basal diet supplemented with 0, 0.02, 0.04, and 0.06% of GA. Feeding broilers with a graded doses of GA increased body weight gain (BWG) (P < 0.05) and feed intake (P < 0.05) linearly on phase 2 (d 9-21). Additionally, the nutrient digestibility of dry matter (P < 0.05) and energy (P < 0.05) was increased linearly by including a rising level of GA in the broiler diet. However, the excreta score, footpad lesion score, tibia ash, and meat quality presented no significant effect (P > 0.05) except meat color of yellowness. Adding GA at increasing doses to broiler diets increased growth efficiency and nutritional absorption without affecting excreta score, footpad lesion score, tibia ash, and meat quality. In conclusion, the inclusion of graded levels of GA to corn-soybean-gluten meal-based diet presented dose-dependent improvement in growth performance and nutrient digestibility of broilers.
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Affiliation(s)
- Sarbani Biswas
- Department of Animal Resource and Science, Dankook University, Cheonan, Choongnam 330-714, South Korea
| | - Sung Bo Cho
- Department of Animal Resource and Science, Dankook University, Cheonan, Choongnam 330-714, South Korea
| | - In Ho Kim
- Department of Animal Resource and Science, Dankook University, Cheonan, Choongnam 330-714, South Korea.
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Yang Q, Van Haute M, Korth N, Sattler SE, Toy J, Rose DJ, Schnable JC, Benson AK. Genetic analysis of seed traits in Sorghum bicolor that affect the human gut microbiome. Nat Commun 2022; 13:5641. [PMID: 36163368 PMCID: PMC9513080 DOI: 10.1038/s41467-022-33419-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 09/16/2022] [Indexed: 12/20/2022] Open
Abstract
Prebiotic fibers, polyphenols and other molecular components of food crops significantly affect the composition and function of the human gut microbiome and human health. The abundance of these, frequently uncharacterized, microbiome-active components vary within individual crop species. Here, we employ high throughput in vitro fermentations of pre-digested grain using a human microbiome to identify segregating genetic loci in a food crop, sorghum, that alter the composition and function of human gut microbes. Evaluating grain produced by 294 sorghum recombinant inbreds identifies 10 loci in the sorghum genome associated with variation in the abundance of microbial taxa and/or microbial metabolites. Two loci co-localize with sorghum genes regulating the biosynthesis of condensed tannins. We validate that condensed tannins stimulate the growth of microbes associated with these two loci. Our work illustrates the potential for genetic analysis to systematically discover and characterize molecular components of food crops that influence the human gut microbiome. Diet affects the human gut microbiome, but studies linking crop genetics to seed traits that influence the human gut microbiome are lacking. Here, the authors develop an in vitro microbiome screening method and reveal the association between sorghum genes regulating condensed tannin biosynthesis and human gut microbiome.
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Affiliation(s)
- Qinnan Yang
- Department of Food Science and Technology, University of Nebraska, Lincoln, NE, USA.,Nebraska Food for Health Center, University of Nebraska, Lincoln, NE, USA
| | - Mallory Van Haute
- Department of Food Science and Technology, University of Nebraska, Lincoln, NE, USA.,Nebraska Food for Health Center, University of Nebraska, Lincoln, NE, USA
| | - Nate Korth
- Nebraska Food for Health Center, University of Nebraska, Lincoln, NE, USA.,Complex Biosystems Graduate Program, University of Nebraska, Lincoln, NE, USA
| | - Scott E Sattler
- Wheat, Sorghum and Forage Research Unit, USDA-ARS, Lincoln, NE, USA.,Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA
| | - John Toy
- Wheat, Sorghum and Forage Research Unit, USDA-ARS, Lincoln, NE, USA.,Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA
| | - Devin J Rose
- Department of Food Science and Technology, University of Nebraska, Lincoln, NE, USA.,Nebraska Food for Health Center, University of Nebraska, Lincoln, NE, USA.,Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA
| | - James C Schnable
- Nebraska Food for Health Center, University of Nebraska, Lincoln, NE, USA.,Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE, USA.,Center for Plant Science Innovation, University of Nebraska, Lincoln, NE, USA
| | - Andrew K Benson
- Department of Food Science and Technology, University of Nebraska, Lincoln, NE, USA. .,Nebraska Food for Health Center, University of Nebraska, Lincoln, NE, USA.
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Application of metabolomics to decipher the role of bioactive compounds in plant and animal foods. Curr Opin Food Sci 2022. [DOI: 10.1016/j.cofs.2022.100851] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Brugaletta G, De Cesare A, Laghi L, Manfreda G, Zampiga M, Oliveri C, Pérez-Calvo E, Litta G, Lolli S, Sirri F. A multi-omics approach to elucidate the mechanisms of action of a dietary muramidase administered to broiler chickens. Sci Rep 2022; 12:5559. [PMID: 35365750 PMCID: PMC8976025 DOI: 10.1038/s41598-022-09546-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 03/17/2022] [Indexed: 12/01/2022] Open
Abstract
A novel dietary muramidase has been shown to have positive effects on broiler chickens. However, very little is known about its mechanisms of action. The present multi-omics investigation sought to address this knowledge gap. A total of 2,340 day-old male broilers were assigned to 3 groups (12 replicates each) fed, from 0 to 42 d, a basal diet (control group—CON) or the basal diet supplemented with muramidase at 25,000 (low-dose group—MUL) or 45,000 LSU(F)/kg feed (high-dose group—MUH). MUH significantly outperformed CON in terms of cumulative feed intake (4,798 vs 4,705 g), body weight (2,906 vs 2,775 g), and feed conversion ratio (1.686 vs 1.729), while MUL exhibited intermediate performance. At caecal level, MUH showed the lowest alpha diversity, a significantly different beta diversity, a reduction in Firmicutes, and a rise in Bacteroidetes, especially compared with MUL. MUH also exhibited a considerable decrease in Clostridiaceae and an overrepresentation of Bacteroidaceae and Lactobacillaceae. At blood level, MUH had lower hypoxanthine—probably due to its drop at caecal level—histidine, and uracil, while greater pyruvate, 2-oxoglutarate, and glucose. This study sheds light on the mode of action of this muramidase and lays the groundwork for future investigations on its effects on the intestinal ecosystem and systemic metabolism of broiler chickens.
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Affiliation(s)
- Giorgio Brugaletta
- Department of Agricultural and Food Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy
| | - Alessandra De Cesare
- Department of Veterinary Medical Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy.
| | - Luca Laghi
- Department of Agricultural and Food Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy
| | - Gerardo Manfreda
- Department of Agricultural and Food Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy
| | - Marco Zampiga
- Department of Agricultural and Food Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy
| | - Chiara Oliveri
- Department of Agricultural and Food Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy
| | - Estefanía Pérez-Calvo
- Research Center for Animal Nutrition and Health, DSM Nutritional Products, Village-Neuf, Saint Louis, 68305, France
| | - Gilberto Litta
- DSM Nutritional Products, Animal Nutrition and Health, Segrate, Milano, 20054, Italy
| | - Susanna Lolli
- DSM Nutritional Products, Animal Nutrition and Health, Segrate, Milano, 20054, Italy
| | - Federico Sirri
- Department of Agricultural and Food Sciences, Alma Mater Studiorum - University of Bologna, Ozzano dell'Emilia, Bologna, 40064, Italy
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