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1.
PLoS Comput Biol ; 18(7): e1010108, 2022 07.
Article En | MEDLINE | ID: mdl-35793382

Determining associations between intestinal bacteria and continuously measured physiological outcomes is important for understanding the bacteria-host relationship but is not straightforward since abundance data (compositional data) are not normally distributed. To address this issue, we developed a fully Bayesian linear regression model (BRACoD; Bayesian Regression Analysis of Compositional Data) with physiological measurements (continuous data) as a function of a matrix of relative bacterial abundances. Bacteria can be classified as operational taxonomic units or by taxonomy (genus, family, etc.). Bacteria associated with the physiological measurement were identified using a Bayesian variable selection method: Stochastic Search Variable Selection. The output is a list of inclusion probabilities ([Formula: see text]) and coefficients that indicate the strength of the association ([Formula: see text]) for each bacterial taxa. Tests with simulated communities showed that adopting a cut point value of [Formula: see text] ≥ 0.3 for identifying included bacteria optimized the true positive rate (TPR) while maintaining a false positive rate (FPR) of ≤ 5%. At this point, the chances of identifying non-contributing bacteria were low and all well-established contributors were included. Comparison with other methods showed that BRACoD (at [Formula: see text] ≥ 0.3) had higher precision and a higher TPR than a commonly used center log transformed LASSO procedure (clr-LASSO) as well as higher TPR than an off-the-shelf Spike and Slab method after center log transformation (clr-SS). BRACoD was also less likely to include non-contributing bacteria that merely correlate with contributing bacteria. Analysis of a rat microbiome experiment identified 47 operational taxonomic units that contributed to fecal butyrate levels. Of these, 31 were positively and 16 negatively associated with butyrate. Consistent with their known role in butyrate metabolism, most of these fell within the Lachnospiraceae and Ruminococcaceae. We conclude that BRACoD provides a more precise and accurate method for determining bacteria associated with a continuous physiological outcome compared to clr-LASSO. It is more sensitive than a generalized clr-SS algorithm, although it has a higher FPR. Its ability to distinguish genuine contributors from correlated bacteria makes it better suited to discriminating bacteria that directly contribute to an outcome. The algorithm corrects for the distortions arising from compositional data making it appropriate for analysis of microbiome data.


Bacteria , Microbiota , Animals , Bayes Theorem , Butyrates , Clostridiales , Linear Models , Rats
2.
Br J Nutr ; 118(6): 441-453, 2017 Sep.
Article En | MEDLINE | ID: mdl-28954640

Healthy adults (n 30) participated in a placebo-controlled, randomised, double-blinded, cross-over study consisting of two 28 d treatments (ß2-1 fructan or maltodextrin; 3×5 g/d) separated by a 14-d washout. Subjects provided 1 d faecal collections at days 0 and 28 of each treatment. The ability of faecal bacteria to metabolise ß2-1 fructan was common; eighty-seven species (thirty genera, and four phyla) were isolated using anaerobic medium containing ß2-1 fructan as the sole carbohydrate source. ß2-1 fructan altered the faecal community as determined through analysis of terminal restriction fragment length polymorphisms and 16S rRNA genes. Supplementation with ß2-1 fructan reduced faecal community richness, and two patterns of community change were observed. In most subjects, ß2-1 fructan reduced the content of phylotypes aligning within the Bacteroides, whereas increasing those aligning within bifidobacteria, Faecalibacterium and the family Lachnospiraceae. In the remaining subjects, supplementation increased the abundance of Bacteroidetes and to a lesser extent bifidobacteria, accompanied by decreases within the Faecalibacterium and family Lachnospiraceae. ß2-1 Fructan had no impact on the metagenome or glycoside hydrolase profiles in faeces from four subjects. Few relationships were found between the faecal bacterial community and various host parameters; Bacteroidetes content correlated with faecal propionate, subjects whose faecal community contained higher Bacteroidetes produced more caproic acid independent of treatment, and subjects having lower faecal Bacteroidetes exhibited increased concentrations of serum lipopolysaccharide and lipopolysaccharide binding protein independent of treatment. We found no evidence to support a defined health benefit for the use of ß2-1 fructans in healthy subjects.


Bacteroidetes/metabolism , Bifidobacterium/metabolism , Feces/microbiology , Fructans/administration & dosage , Adolescent , Adult , Bacteroidetes/isolation & purification , Bifidobacterium/isolation & purification , Cross-Over Studies , Dietary Supplements , Double-Blind Method , Female , Humans , Male , Metagenome , Middle Aged , Polymorphism, Restriction Fragment Length , Polysaccharides/administration & dosage , RNA, Ribosomal, 16S/isolation & purification , Sequence Analysis, DNA , Young Adult
3.
J Funct Foods ; 39: 306-311, 2017 Dec.
Article En | MEDLINE | ID: mdl-32362938

Immune measures and the fecal bacterial community were examined in female Biobreeding rats housed in wire bottom cages (wire) or in solid bottom cages containing hardwood chips (bedding). Housing did not affect food intake, weight gain, fecal output or fibre content, serum liver enzymes, or spleen and mesenteric lymph node immune cell populations. Bedding-housed rat feces were enriched in phylotypes aligning within the phylum Firmicutes (families Lactobacillaceae and Erysipelotrichaceae) and had a 2-fold lower content of phylotypes aligning within the phylum Bacteroidetes. Feces from bedding-housed rats also contained significantly more acetic acid and less propionic, isobutyric, valeric and isovaleric acids than those housed on wire. Bedding-housed rats had significantly higher splenic concentrations of interleukin-4 (P < 0.001). These results demonstrate that bedding can indirectly influence systemic and mucosal immune measures, potentially adding additional complexities and confounding results to nutrition studies investigating the health effects of dietary fibres.

4.
Br J Nutr ; 115(10): 1748-59, 2016 May 28.
Article En | MEDLINE | ID: mdl-26987626

ß2-1 Fructans are purported to improve health by stimulating growth of colonic bifidobacteria, increasing host resistance to pathogens and stimulating the immune system. However, in healthy adults, the benefits of supplementation remain undefined. Adults (thirteen men, seventeen women) participated in a double-blinded, placebo-controlled, randomised, cross-over study consisting of two 28-d treatments separated by a 14-d washout period. Subjects' regular diets were supplemented with ß2-1 fructan or placebo (maltodextrin) at 3×5 g/d. Fasting blood and 1-d faecal collections were obtained at the beginning and at the end of each phase. Blood was analysed for clinical, biochemical and immunological variables. Determinations of well-being and general health, gastrointestinal (GI) symptoms, regularity, faecal SCFA content, residual faecal ß2-1 fructans and faecal bifidobacteria content were undertaken. ß2-1 Fructan supplementation had no effect on blood lipid or cholesterol concentrations or on circulating lymphocyte and macrophage numbers, but significantly increased serum lipopolysaccharide, faecal SCFA, faecal bifidobacteria and indigestion. With respect to immune function, ß2-1 fructan supplementation increased serum IL-4, circulating percentages of CD282+/TLR2+ myeloid dendritic cells and ex vivo responsiveness to a toll-like receptor 2 agonist. ß2-1 Fructans also decreased serum IL-10, but did not affect C-reactive protein or serum/faecal Ig concentrations. No differences in host well-being were associated with either treatment, although the self-reported incidence of GI symptoms and headaches increased during the ß2-1 fructan phase. Although ß2-1 fructan supplementation increased faecal bifidobacteria, this change was not directly related to any of the determined host parameters.


Dietary Supplements , Fructans/administration & dosage , Immune System/drug effects , Adolescent , Adult , Bifidobacterium/drug effects , C-Reactive Protein/metabolism , Colon/drug effects , Colon/microbiology , Cross-Over Studies , Diet , Double-Blind Method , Fatty Acids, Volatile/metabolism , Feces/chemistry , Feces/microbiology , Female , Gastrointestinal Microbiome/drug effects , Humans , Immune System/metabolism , Immunoglobulins/blood , Interleukin-10/blood , Interleukin-4/blood , Lipopolysaccharides/blood , Male , Middle Aged , Toll-Like Receptor 2/blood , Young Adult
5.
Nutrients ; 7(5): 3279-99, 2015 May 06.
Article En | MEDLINE | ID: mdl-25954902

Fermentation differs between the proximal and distal gut but little is known regarding how the bacterial communities differ or how they are influenced by diet. In order to investigate this, we compared community diversity in the cecum and feces of rats by 16S rRNA gene content and DNA shot gun metagenomics after feeding purified diets containing different fermentable substrates. Gut community composition was dependent on the source of fermentable substrate included in the diet. Cecal communities were dominated by Firmicutes, and contained a higher abundance of Lachnospiraceae compared to feces. In feces, community structure was shifted by varying degrees depending on diet towards the Bacteroidetes, although this change was not always evident from 16S rRNA gene data. Multi-dimensional scaling analysis (PCoA) comparing cecal and fecal metagenomes grouped by location within the gut rather than by diet, suggesting that factors in addition to substrate were important for community change in the distal gut. Differentially abundant genes in each environment supported this shift away from the Firmicutes in the cecum (e.g., motility) towards the Bacteroidetes in feces (e.g., Bacteroidales transposons). We suggest that this phylum level change reflects a shift to ammonia as the primary source of nitrogen used to support continued microbial growth in the distal gut.


Bacteria/growth & development , Cecum/microbiology , Colon, Sigmoid/microbiology , Diet , Feces/microbiology , Gastrointestinal Microbiome/genetics , Nitrogen/metabolism , Ammonia/metabolism , Animals , Bacteria/genetics , Bacteria/metabolism , Bacteroidetes/genetics , Bacteroidetes/growth & development , Cecum/metabolism , Colon, Sigmoid/metabolism , DNA, Bacterial/analysis , Dietary Proteins/metabolism , Fermentation , Firmicutes/genetics , Firmicutes/growth & development , Male , Metagenome , RNA, Ribosomal, 16S/genetics , Rats
6.
Br J Nutr ; 109(4): 630-8, 2013 Feb 28.
Article En | MEDLINE | ID: mdl-23021249

Inflammatory bowel disease (IBD) is a risk factor for the development of colon cancer. Environmental factors including diet and the microflora influence disease outcome. Folate and homocysteine have been associated with IBD-mediated colon cancer but their roles remain unclear. We used a model of chemically induced ulcerative colitis (dextran sodium sulphate (DSS)) with or without the colon carcinogen azoxymethane (AOM) to determine the impact of dietary folic acid (FA) on colonic microflora and the development of colon tumours. Male mice (n 15 per group) were fed a FA-deficient (0 mg/kg), control (2 mg/kg) or FA-supplemented (8 mg/kg) diet for 12 weeks. Folate status was dependent on the diet (P< 0·001) and colitis-induced treatment (P= 0·04) such that mice with colitis had lower circulating folate. FA had a minimal effect on tumour initiation, growth and progression, although FA-containing diets tended to be associated with a higher tumour prevalence in DSS-treated mice (7-20 v. 0%, P= 0·08) and the development of more tumours in the distal colon of AOM-treated mice (13-83% increase, P= 0·09). Folate deficiency was associated with hyperhomocysteinaemia (P< 0·001) but homocysteine negatively correlated with tumour number (r - 0·58, P= 0·02) and load (r - 0·57, P= 0·02). FA had no effect on the intestinal microflora. The present data indicate that FA intake has no or little effect on IBD or IBD-mediated colon cancer in this model and that hyperhomocysteinaemia is a biomarker of dietary status and malabsorption rather than a cause of IBD-mediated colon cancer.


Diet , Folic Acid/chemistry , Inflammation/pathology , Microbiota , Neoplasms/prevention & control , Animals , Azoxymethane/chemistry , Biomarkers/metabolism , Colitis, Ulcerative/complications , Colitis, Ulcerative/microbiology , Colon/microbiology , Colonic Neoplasms/complications , Colonic Neoplasms/microbiology , Dextran Sulfate/chemistry , Dextrans/chemistry , Disease Progression , Male , Mice , Mice, Inbred C57BL , RNA, Ribosomal, 16S/genetics , Sulfates/chemistry
7.
J Nutr ; 141(5): 790-7, 2011 May.
Article En | MEDLINE | ID: mdl-21430247

Proximal colon epithelial gene responses to diets containing increasing levels of dietary fermentable material (FM) from 2 different sources were measured to determine whether gene expression patterns were independent of the source of FM. Male Fischer 344 rats (10/group) were fed for 6 wk a control diet containing 10% (g/g) cellulose (0% FM); or a 2, 5, or 10% wheat bran (WB) diet (1, 2, 5% FM); or a 2, 5, or 8% fructooligosaccharides (FOS) diet (2, 5, 8% FM). WB and FOS were substituted for cellulose to give a final 10% nondigestible material content including FM. Gene responses were relative to expression in rats fed the control diet. The gene response patterns associated with feeding ∼2% FM (5% WB and 2% FOS) were similar (∼10 gene changes ≥ 1.6-fold; P ≤ 0.01) and involved genes associated with transport (Scnn1g, Mt1a), transcription (Zbtb16, Egr1), immunity (Fkbp5), a gut hormone (Retn1ß), and lipid metabolism (Scd2, Insig1). These changes were also similar to those associated with 5% FM but only in rats fed the 10% WB diet. In contrast, the 5% FOS diet (~5% FM) was associated with 68 gene expression changes ≥ 1.6-fold (P ≤ 0.01). The diet with the highest level of fermentation (8% FOS, ~8% FM) was associated with 132 changes ≥ 1.6-fold (P ≤ 0.01), including genes associated with transport, cellular proliferation, oncogene and tumor metastasis, the cell cycle, apoptosis, signal transduction, transcript regulation, immunity, gut hormones, and lipid metabolic processes. These results show that both the amount and source of FM determine proximal colon epithelial gene response patterns in rats.


Colon/metabolism , Dietary Fiber/administration & dosage , Fructose/administration & dosage , Gene Expression Regulation , Intestinal Mucosa/metabolism , Oligosaccharides/administration & dosage , Animals , Cellulose/administration & dosage , Cellulose/metabolism , Dietary Fiber/metabolism , Fructose/metabolism , Gene Expression Profiling , Male , Oligonucleotide Array Sequence Analysis , Oligosaccharides/metabolism , Organ Specificity , Random Allocation , Rats , Rats, Inbred F344 , Reverse Transcriptase Polymerase Chain Reaction
8.
Nurs Times ; 101(21): 32-4, 2005.
Article En | MEDLINE | ID: mdl-15940971

An exploratory study was undertaken to trial various stocking aids designed for use with compression and antiembolic hosiery. Their features were identified and assessed by professionals for ease of use. Factors affecting the choice of stocking aids were the style and grade of stockings and the physical ability of users.


Bandages/supply & distribution , Occupational Therapy , Venous Thrombosis/prevention & control , Humans , Patient Education as Topic , Venous Thrombosis/nursing
9.
Headache ; 45(1): 17-24, 2005 Jan.
Article En | MEDLINE | ID: mdl-15663608

BACKGROUND: Previous studies have shown that zolmitriptan 5 mg nasal spray has a fast onset of action, high efficacy, and good tolerability in the acute treatment of migraine. Objective.-This open-label, noncomparative, multicenter, multinational phase III study was designed to further evaluate the long-term safety and tolerability of zolmitriptan 5 mg nasal spray in a population of migraineurs largely naive to triptan nasal sprays who treated multiple migraine attacks over a 1-year period. METHODS: Patients were required to have an established diagnosis of migraine with or without aura (based on International Headache Society criteria), a high frequency of migraine attacks, and were allowed to treat migraine with any baseline headache intensity. A secondary objective of the study was to assess the long-term efficacy of zolmitriptan nasal spray. A subgroup analysis aimed to determine whether rhinitis had any influence on outcomes of treatment. RESULTS: The safety population consisted of 538 patients who treated 20,717 migraine attacks with zolmitriptan 5 mg nasal spray. Overall, adverse events occurred in 32.8% of attacks, and led to treatment withdrawal in 4.5% of patients. The most common adverse events were unusual taste (19.0%) and paresthesia (6.8%). Adverse events were generally of mild intensity, transient, and well tolerated, showing a decline in incidence over time. Serious adverse events were rare. The presence of rhinitis and use of a second dose of trial medication had no effect on the incidence of adverse events. At 2 hours, 53.8% of attacks treated with zolmitriptan nasal spray 5 mg were rendered pain free. The highest 2-hour pain free rates were seen for headaches of mild baseline intensity (83.3%), followed by headaches of moderate (56.5%), and severe (32.2%) baseline intensity. The 2-hour pain-free rate remained consistent throughout the study period. The presence of rhinitis had no effect on efficacy. CONCLUSIONS: Zolmitriptan 5 mg nasal spray demonstrated a well-tolerated and efficacious profile in the acute treatment of multiple migraine attacks over a 1-year period.


Migraine Disorders/drug therapy , Oxazolidinones/administration & dosage , Serotonin Receptor Agonists/administration & dosage , Administration, Intranasal , Adolescent , Adult , Aged , Humans , Middle Aged , Oxazolidinones/adverse effects , Serotonin Receptor Agonists/adverse effects , Treatment Outcome , Tryptamines
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