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Spires DR, Schibalski RS, Domondon M, Clarke C, Perez S, Anwar F, Burns E, Saeed MI, Walton SD, Zamaro AS, Amoah T, Arkhipov SN, Christopher CJ, Campagna SR, Mattson DL, Pavlov TS, Ilatovskaya DV. Renal histaminergic system and acute effects of histamine receptor 2 blockade on renal damage in the Dahl salt-sensitive rat. Am J Physiol Renal Physiol 2023; 325:F105-F120. [PMID: 37227223 PMCID: PMC10511172 DOI: 10.1152/ajprenal.00269.2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 04/10/2023] [Accepted: 05/03/2023] [Indexed: 05/26/2023] Open
Abstract
Histamine is involved in the regulation of immune response, vasodilation, neurotransmission, and gastric acid secretion. Although elevated histamine levels and increased expression of histamine metabolizing enzymes have been reported in renal disease, there is a gap in knowledge regarding the mechanisms of histamine-related pathways in the kidney. We report here that all four histamine receptors as well as enzymes responsible for the metabolism of histamine are expressed in human and rat kidney tissues. In this study, we hypothesized that the histaminergic system plays a role in salt-induced kidney damage in the Dahl salt-sensitive (DSS) rat, a model characterized with inflammation-driven renal lesions. To induce renal damage related to salt sensitivity, DSS rats were challenged with 21 days of a high-salt diet (4% NaCl); normal-salt diet (0.4% NaCl)-fed rats were used as a control. We observed lower histamine decarboxylase and higher histamine N-methyltransferase levels in high-salt diet-fed rats, indicative of a shift in histaminergic tone; metabolomics showed higher histamine and histidine levels in the kidneys of high-salt diet-fed rats, whereas plasma levels for both compounds were lower. Acute systemic inhibition of histamine receptor 2 in the DSS rat revealed that it lowered vasopressin receptor 2 in the kidney. In summary, we established here the existence of the local histaminergic system, revealed a shift in the renal histamine balance during salt-induced kidney damage, and provided evidence that blockage of histamine receptor 2 in the DSS rat affects water balance and urine concentrating mechanisms.NEW & NOTEWORTHY Histamine is a nitrogenous compound crucial for the inflammatory response. The knowledge regarding the renal effects of histamine is very limited. We showed that renal epithelia exhibit expression of the components of the histaminergic system. Furthermore, we revealed that there was a shift in the histaminergic tone in salt-sensitive rats when they were challenged with a high-salt diet. These data support the notion that histamine plays a role in renal epithelial physiological and pathophysiological functions.
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Affiliation(s)
- Denisha R Spires
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | - Ryan S Schibalski
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | - Mark Domondon
- Department of Medicine, Medical University of South Carolina, Charleston, South Carolina, United States
| | - Callie Clarke
- Department of Medicine, Medical University of South Carolina, Charleston, South Carolina, United States
| | - Samantha Perez
- Department of Medicine, Medical University of South Carolina, Charleston, South Carolina, United States
| | - Fabiha Anwar
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | - Emily Burns
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | | | - Samuel D Walton
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | - Aleksandra S Zamaro
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | - Thelma Amoah
- Department of Medicine, Medical University of South Carolina, Charleston, South Carolina, United States
| | - Sergey N Arkhipov
- Hypertension and Vascular Research, Henry Ford Health, Detroit, Michigan, United States
| | | | - Shawn R Campagna
- Department of Chemistry, University of Tennessee, Knoxville, Tennessee, United States
- Biological and Small Molecule Mass Spectrometry Core, University of Tennessee, Knoxville, Tennessee, United States
| | - David L Mattson
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
| | - Tengis S Pavlov
- Hypertension and Vascular Research, Henry Ford Health, Detroit, Michigan, United States
| | - Daria V Ilatovskaya
- Department of Physiology, Medical College of Georgia, Augusta University, Augusta, Georgia, United States
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Ramser A, Hawken R, Greene E, Okimoto R, Flack B, Christopher CJ, Campagna SR, Dridi S. Bone Metabolite Profile Differs between Normal and Femur Head Necrosis (FHN/BCO)-Affected Broilers: Implications for Dysregulated Metabolic Cascades in FHN Pathophysiology. Metabolites 2023; 13:metabo13050662. [PMID: 37233703 DOI: 10.3390/metabo13050662] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 04/28/2023] [Accepted: 04/30/2023] [Indexed: 05/27/2023] Open
Abstract
Femur head necrosis (FHN), also known as bacterial chondronecrosis with osteomyelitis (BCO), has remained an animal welfare and production concern for modern broilers regardless of efforts to select against it in primary breeder flocks. Characterized by the bacterial infection of weak bone, FHN has been found in birds without clinical lameness and remains only detectable via necropsy. This presents an opportunity to utilize untargeted metabolomics to elucidate potential non-invasive biomarkers and key causative pathways involved in FHN pathology. The current study used ultra-performance liquid chromatography coupled with high-resolution mass spectrometry (UPLC-HRMS) and identified a total of 152 metabolites. Mean intensity differences at p < 0.05 were found in 44 metabolites, with 3 significantly down-regulated and 41 up-regulated in FHN-affected bone. Multivariate analysis and a partial least squares discriminant analysis (PLS-DA) scores plot showed the distinct clustering of metabolite profiles from FHN-affected vs. normal bone. Biologically related molecular networks were predicted using an ingenuity pathway analysis (IPA) knowledge base. Using a fold-change cut off of -1.5 and 1.5, top canonical pathways, networks, diseases, molecular functions, and upstream regulators were generated using the 44 differentially abundant metabolites. The results showed the metabolites NAD+, NADP+, and NADH to be downregulated, while 5-Aminoimidazole-4-carboxamide ribonucleotide (AICAR) and histamine were significantly increased in FHN. Ascorbate recycling and purine nucleotides degradation were the top canonical pathways, indicating the potential dysregulation of redox homeostasis and osteogenesis. Lipid metabolism and cellular growth and proliferation were some of the top molecular functions predicted based on the metabolite profile in FHN-affected bone. Network analysis showed significant overlap across metabolites and predicted upstream and downstream complexes, including AMP-activated protein kinase (AMPK), insulin, collagen type IV, mitochondrial complex, c-Jun N-terminal kinase (Jnk), extracellular signal-regulated kinase (ERK), and 3β-hydroxysteroid dehydrogenase (3β HSD). The qPCR analysis of relevant factors showed a significant decrease in AMPKα2 mRNA expression in FHN-affected bone, supporting the predicted downregulation found in the IPA network analysis. Taken as a whole, these results demonstrate a shift in energy production, bone homeostasis, and bone cell differentiation that is distinct in FHN-affected bone, with implications for how metabolites drive the pathology of FHN.
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Affiliation(s)
- Alison Ramser
- Center of Excellence for Poultry Science, University of Arkansas, Fayetteville, AR 72701, USA
| | | | - Elizabeth Greene
- Center of Excellence for Poultry Science, University of Arkansas, Fayetteville, AR 72701, USA
| | - Ron Okimoto
- Cobb-Vantress, Siloam Springs, AR 72761, USA
| | | | | | - Shawn R Campagna
- Department of Chemistry, University of Tennessee, Knoxville, TN 37996, USA
- Biological and Small Molecule Mass Spectrometry Core, University of Tennessee at Knoxville, Knoxville, TN 37996, USA
| | - Sami Dridi
- Center of Excellence for Poultry Science, University of Arkansas, Fayetteville, AR 72701, USA
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Bow AJ, Rifkin RE, Priester C, Christopher CJ, Grzeskowiak RM, Hecht S, Adair SH, Mulon PY, Castro HF, Campagna SR, Anderson DE. Temporal metabolic profiling of bone healing in a caprine tibia segmental defect model. Front Vet Sci 2023; 9:1023650. [PMID: 36733424 PMCID: PMC9886884 DOI: 10.3389/fvets.2022.1023650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2022] [Accepted: 12/30/2022] [Indexed: 01/18/2023] Open
Abstract
Bone tissue engineering is an emerging field of regenerative medicine, with a wide array of biomaterial technologies and therapeutics employed. However, it is difficult to objectively compare these various treatments during various stages of tissue response. Metabolomics is rapidly emerging as a powerful analytical tool to establish broad-spectrum metabolic signatures for a target biological system. Developing an effective biomarker panel for bone repair from small molecule data would provide an objective metric to readily assess the efficacy of novel therapeutics in relation to natural healing mechanisms. In this study we utilized a large segmental bone defect in goats to reflect trauma resulting in substantial volumetric bone loss. Characterization of the native repair capacity was then conducted over a period of 12 months through the combination of standard (radiography, computed tomography, histology, biomechanics) data and ultra-high-performance liquid chromatography-high resolution mass spectrometry (UHPLC-HRMS) metabolic profiling. Standard metrics demonstrated that samples formed soft callus structures that later mineralized. Small molecule profiles showed distinct temporal patterns associated with the bone tissue repair process. Specifically, increased lactate and amino acid levels at early time points indicated an environment conducive to osteoblast differentiation and extracellular matrix formation. Citrate and pyruvate abundances increased at later time points indicating increasing mineral content within the defect region. Taurine, shikimate, and pantothenate distribution profiles appeared to represent a shift toward a more homeostatic remodeling environment with the differentiation and activity of osteoclasts offsetting the earlier deposition phases of bone repair. The generation of a comprehensive metabolic reference portfolio offers a potent mechanism for examining novel biomaterials and can serve as guide for the development of new targeted therapeutics to improve the rate, magnitude, and quality of bone regeneration.
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Affiliation(s)
- Austin J. Bow
- Department of Large Animal Clinical Sciences, University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States,*Correspondence: Austin J. Bow ✉
| | - Rebecca E. Rifkin
- Department of Large Animal Clinical Sciences, University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States
| | - Caitlin Priester
- Department of Animal Science, University of Tennessee, Knoxville, Knoxville, TN, United States
| | | | - Remigiusz M. Grzeskowiak
- Department of Large Animal Clinical Sciences, University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States
| | - Silke Hecht
- Department of Small Animal Clinical Sciences, University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States
| | - Steve H. Adair
- Department of Large Animal Clinical Sciences, University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States
| | - Pierre-Yves Mulon
- Department of Large Animal Clinical Sciences, University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States
| | - Hector F. Castro
- Department of Chemistry, University of Tennessee, Knoxville, Knoxville, TN, United States,Biological and Small Molecule Mass Spectrometry Core and the Department of Chemistry, University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Shawn R. Campagna
- Department of Chemistry, University of Tennessee, Knoxville, Knoxville, TN, United States,Biological and Small Molecule Mass Spectrometry Core and the Department of Chemistry, University of Tennessee, Knoxville, Knoxville, TN, United States
| | - David E. Anderson
- University of Tennessee College of Veterinary Medicine, Knoxville, TN, United States,David E. Anderson ✉
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Henniger MT, Wells JE, Hales KE, Lindholm-Perry AK, Freetly HC, Kuehn LA, Schneider LG, McLean KJ, Campagna SR, Christopher CJ, Myer PR. Effects of a Moderate or Aggressive Implant Strategy on the Rumen Microbiome and Metabolome in Steers. Front Anim Sci 2022. [DOI: 10.3389/fanim.2022.889817] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The effects of growth-promoting implants have been well-defined for their ability to impact growth performance in beef cattle. Production-relevant microbes and microbiomes in the rumen have also been associated with growth traits. However, the role of implants on the rumen microbiome has not been determined. The objective of this study was to determine if different doses of implant hormones cause gain-associated ruminal microbial community changes. To assess this, a completely randomized design was used and 336 fall-born steers 450 to 470 days of age from the germplasm evaluation population at the US Meat Animal Research Center (Clay Center, NE) were divided into two treatment groups: 1) a moderate implant strategy (n = 167) of Revalor-IS (80 mg trenbolone acetate and 16 mg estradiol) followed by Revalor-S (120 mg trenbolone acetate and 24 mg estradiol) or 2) an aggressive implant strategy (n = 169) of Revalor-IS followed by Revalor-200 (200 mg trenbolone acetate and 20 mg estradiol). Steers were fed the same diet (57.0% dry-rolled corn, 30% wet distiller’s grains with solubles, 8.0% alfalfa hay, 4.25% vitamin and mineral supplement, and 0.75% urea, on a DM basis). On d 85 after implants administration, rumen contents were collected via orogastric tubing. Samples were sequenced to target and identify bacteria, archaea, and protozoa. Untargeted metabolomics was performed on rumen content using ultra high performance liquid chromatography high resolution mass spectrometry. Production data between implant strategies was analyzed using a mixed model ANOVA (SASv9.4, Cary, NC) followed by separation of least squares means. Microbial diversity between strategies did not differ for archaea or protozoa (P > 0.05). Average daily gain was different (P = 0.01; 1.72 vs 1.66 ± 0.02 kg, aggressive vs moderate, respectively); however, large microbial community shifts were not associated with implant strategy. Two metabolites, N-acetyllysine and N-acetylornithine, were found in greater abundance in the moderate implant strategy (P ≤ 0.04). Understanding associations between the rumen microbiome and implant strategies may allow improvement of growth efficiency in beef cattle.
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Pound HL, Martin RM, Zepernick BN, Christopher CJ, Howard SM, Castro HF, Campagna SR, Boyer GL, Bullerjahn GS, Chaffin JD, Wilhelm SW. Changes in Microbiome Activity and Sporadic Viral Infection Help Explain Observed Variability in Microcosm Studies. Front Microbiol 2022; 13:809989. [PMID: 35369463 PMCID: PMC8966487 DOI: 10.3389/fmicb.2022.809989] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 02/10/2022] [Indexed: 11/13/2022] Open
Abstract
The environmental conditions experienced by microbial communities are rarely fully simulated in the laboratory. Researchers use experimental containers ("bottles"), where natural samples can be manipulated and evaluated. However, container-based methods are subject to "bottle effects": changes that occur when enclosing the plankton community that are often times unexplained by standard measures like pigment and nutrient concentrations. We noted variability in a short-term, nutrient amendment experiment during a 2019 Lake Erie, Microcystis spp. bloom. We observed changes in heterotrophic bacteria activity (transcription) on a time-frame consistent with a response to experimental changes in nutrient availability, demonstrating how the often overlooked microbiome of cyanobacterial blooms can be altered. Samples processed at the time of collection (T0) contained abundant transcripts from Bacteroidetes, which reduced in abundance during incubation in all bottles, including controls. Significant biological variability in the expression of Microcystis-infecting phage was observed between replicates, with phosphate-amended treatments showing a 10-fold variation. The expression patterns of Microcystis-infecting phage were significantly correlated with ∼35% of Microcystis-specific functional genes and ∼45% of the cellular-metabolites measured across the entire microbial community, suggesting phage activity not only influenced Microcystis dynamics, but the biochemistry of the microbiome. Our observations demonstrate how natural heterogeneity among replicates can be harnessed to provide further insight on virus and host ecology.
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Affiliation(s)
- Helena L Pound
- Department of Microbiology, The University of Tennessee, Knoxville, TN, United States
| | - Robbie M Martin
- Department of Microbiology, The University of Tennessee, Knoxville, TN, United States
| | - Brittany N Zepernick
- Department of Microbiology, The University of Tennessee, Knoxville, TN, United States
| | - Courtney J Christopher
- Biological and Small Molecule Mass Spectrometry Core, The University of Tennessee, Knoxville, TN, United States
| | - Sara M Howard
- Biological and Small Molecule Mass Spectrometry Core, The University of Tennessee, Knoxville, TN, United States
| | - Hector F Castro
- Biological and Small Molecule Mass Spectrometry Core, The University of Tennessee, Knoxville, TN, United States
| | - Shawn R Campagna
- Biological and Small Molecule Mass Spectrometry Core, The University of Tennessee, Knoxville, TN, United States
| | - Gregory L Boyer
- Department of Chemistry, State University of New York, College of Environmental Science and Forestry, Syracuse, NY, United States
| | - George S Bullerjahn
- Department of Biological Sciences, Bowling Green State University, Bowling Green, OH, United States
| | - Justin D Chaffin
- Stone Laboratory and Ohio Sea Grant, The Ohio State University, Put-In-Bay, OH, United States
| | - Steven W Wilhelm
- Department of Microbiology, The University of Tennessee, Knoxville, TN, United States
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Byerley LO, Gallivan KM, Christopher CJ, Taylor CM, Luo M, Dowd SE, Davis GM, Castro HF, Campagna SR, Ondrak KS. Gut Microbiome and Metabolome Variations in Self-Identified Muscle Builders Who Report Using Protein Supplements. Nutrients 2022; 14:nu14030533. [PMID: 35276896 PMCID: PMC8839395 DOI: 10.3390/nu14030533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 01/21/2022] [Accepted: 01/23/2022] [Indexed: 12/03/2022] Open
Abstract
Muscle builders frequently consume protein supplements, but little is known about their effect on the gut microbiota. This study compared the gut microbiome and metabolome of self-identified muscle builders who did or did not report consuming a protein supplement. Twenty-two participants (14 males and 8 females) consumed a protein supplement (PS), and seventeen participants (12 males and 5 females) did not (No PS). Participants provided a fecal sample and completed a 24-h food recall (ASA24). The PS group consumed significantly more protein (118 ± 12 g No PS vs. 169 ± 18 g PS, p = 0.02). Fecal metabolome and microbiome were analyzed by using untargeted metabolomics and 16S rRNA gene sequencing, respectively. Metabolomic analysis identified distinct metabolic profiles driven by allantoin (VIP score = 2.85, PS 2.3-fold higher), a catabolic product of uric acid. High-protein diets contain large quantities of purines, which gut microbes degrade to uric acid and then allantoin. The bacteria order Lactobacillales was higher in the PS group (22.6 ± 49 No PS vs. 136.5 ± 38.1, PS (p = 0.007)), and this bacteria family facilitates purine absorption and uric acid decomposition. Bacterial genes associated with nucleotide metabolism pathways (p < 0.001) were more highly expressed in the No PS group. Both fecal metagenomic and metabolomic analyses revealed that the PS group’s higher protein intake impacted nitrogen metabolism, specifically altering nucleotide degradation.
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Affiliation(s)
- Lauri O. Byerley
- Sports and Health Sciences, School of Health Sciences, American Public University System, Charles Town, WV 25414, USA; (K.M.G.); (K.S.O.)
- Department of Physiology, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA
- Correspondence: or
| | - Karyn M. Gallivan
- Sports and Health Sciences, School of Health Sciences, American Public University System, Charles Town, WV 25414, USA; (K.M.G.); (K.S.O.)
| | - Courtney J. Christopher
- Department of Chemistry, University of Tennessee at Knoxville, Knoxville, TN 37996, USA; (C.J.C.); (H.F.C.); (S.R.C.)
| | - Christopher M. Taylor
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA; (C.M.T.); (M.L.)
| | - Meng Luo
- Department of Microbiology, Immunology, and Parasitology, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA; (C.M.T.); (M.L.)
| | - Scot E. Dowd
- Molecular Research LP, 503 Clovis Rd, Shallowater, TX 79363, USA;
| | - Gregory M. Davis
- Kinesiology and Health Studies, Southeastern Louisiana University, Hammond, LA 70401, USA;
| | - Hector F. Castro
- Department of Chemistry, University of Tennessee at Knoxville, Knoxville, TN 37996, USA; (C.J.C.); (H.F.C.); (S.R.C.)
- Biological and Small Molecule Mass Spectrometry Core, University of Tennessee at Knoxville, Knoxville, TN 37996, USA
| | - Shawn R. Campagna
- Department of Chemistry, University of Tennessee at Knoxville, Knoxville, TN 37996, USA; (C.J.C.); (H.F.C.); (S.R.C.)
- Biological and Small Molecule Mass Spectrometry Core, University of Tennessee at Knoxville, Knoxville, TN 37996, USA
| | - Kristin S. Ondrak
- Sports and Health Sciences, School of Health Sciences, American Public University System, Charles Town, WV 25414, USA; (K.M.G.); (K.S.O.)
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Boolani A, Gallivan KM, Ondrak KS, Christopher CJ, Castro HF, Campagna SR, Taylor CM, Luo M, Dowd SE, Smith ML, Byerley LO. Trait Energy and Fatigue May Be Connected to Gut Bacteria among Young Physically Active Adults: An Exploratory Study. Nutrients 2022; 14:nu14030466. [PMID: 35276824 PMCID: PMC8839554 DOI: 10.3390/nu14030466] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 01/15/2022] [Accepted: 01/18/2022] [Indexed: 02/04/2023] Open
Abstract
Recent scientific evidence suggests that traits energy and fatigue are two unique unipolar moods with distinct mental and physical components. This exploratory study investigated the correlation between mental energy (ME), mental fatigue (MF), physical energy (PE), physical fatigue (PF), and the gut microbiome. The four moods were assessed by survey, and the gut microbiome and metabolome were determined from 16 S rRNA analysis and untargeted metabolomics analysis, respectively. Twenty subjects who were 31 ± 5 y, physically active, and not obese (26.4 ± 4.4 kg/m2) participated. Bacteroidetes (45%), the most prominent phyla, was only negatively correlated with PF. The second most predominant and butyrate-producing phyla, Firmicutes (43%), had members that correlated with each trait. However, the bacteria Anaerostipes was positively correlated with ME (0.048, p = 0.032) and negatively with MF (−0.532, p = 0.016) and PF (−0.448, p = 0.048), respectively. Diet influences the gut microbiota composition, and only one food group, processed meat, was correlated with the four moods—positively with MF (0.538, p = 0.014) and PF (0.513, p = 0.021) and negatively with ME (−0.790, p < 0.001) and PE (−0.478, p = 0.021). Only the Firmicutes genus Holdemania was correlated with processed meat (r = 0.488, p = 0.029). Distinct metabolic profiles were observed, yet these profiles were not significantly correlated with the traits. Study findings suggest that energy and fatigue are unique traits that could be defined by distinct bacterial communities not driven by diet. Larger studies are needed to confirm these exploratory findings.
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Affiliation(s)
- Ali Boolani
- Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA
- Department of Biology, Clarkson University, Potsdam, NY 13699, USA
- Correspondence: (A.B.); (L.O.B.); Tel.: +504-319-5828 (A.B.); +704-340-4482 (L.O.B.)
| | - Karyn M. Gallivan
- Sports and Health Sciences, School of Health Sciences, American Public University System, Charles Town, WV 25414, USA; (K.M.G.); (K.S.O.)
| | - Kristin S. Ondrak
- Sports and Health Sciences, School of Health Sciences, American Public University System, Charles Town, WV 25414, USA; (K.M.G.); (K.S.O.)
| | - Courtney J. Christopher
- Department of Chemistry, University of Tennessee, Knoxville, TN 37996, USA; (C.J.C.); (H.F.C.); (S.R.C.)
| | - Hector F. Castro
- Department of Chemistry, University of Tennessee, Knoxville, TN 37996, USA; (C.J.C.); (H.F.C.); (S.R.C.)
- Biological and Small Molecule Mass Spectrometry Core, University of Tennessee, Knoxville, TN 37996, USA
| | - Shawn R. Campagna
- Department of Chemistry, University of Tennessee, Knoxville, TN 37996, USA; (C.J.C.); (H.F.C.); (S.R.C.)
- Biological and Small Molecule Mass Spectrometry Core, University of Tennessee, Knoxville, TN 37996, USA
| | - Christopher M. Taylor
- Department of Microbiology, Immunology and Parasitology, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA; (C.M.T.); (M.L.)
| | - Meng Luo
- Department of Microbiology, Immunology and Parasitology, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA; (C.M.T.); (M.L.)
| | - Scot E. Dowd
- Molecular Research LP, 503 Clovis Rd, Shallowater, TX 79363, USA;
| | - Matthew Lee Smith
- Department of Environmental and Occupational Health, School of Public Health, Texas A&M University, College Station, TX 37916, USA;
- Center for Population Health and Aging, Texas A&M University, College Station, TX 77807, USA
| | - Lauri O. Byerley
- Sports and Health Sciences, School of Health Sciences, American Public University System, Charles Town, WV 25414, USA; (K.M.G.); (K.S.O.)
- Department of Physiology, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA
- Correspondence: (A.B.); (L.O.B.); Tel.: +504-319-5828 (A.B.); +704-340-4482 (L.O.B.)
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