| Literature DB >> 34836316 |
Raphaël Enaud1,2,3, Sophie Cambos4,5, Esther Viaud5, Erwan Guichoux6, Emilie Chancerel6, Aline Marighetto5, Nicole Etchamendy5, Samantha Clark5, Kamel Mohammedi3,4, Daniela Cota5,7, Laurence Delhaes2,3, Blandine Gatta-Cherifi4,5,7.
Abstract
Patients with obesity are known to exhibit gut microbiota dysbiosis and memory deficits. Bariatric surgery (BS) is currently the most efficient anti-obesity treatment and may improve both gut dysbiosis and cognition. However, no study has investigated association between changes of gut microbiota and cognitive function after BS. We prospectively evaluated 13 obese patients on anthropometric data, memory functions, and gut microbiota-mycobiota before and six months after BS. The Rey Auditory Verbal Learning Test (AVLT) and the symbol span (SS) of the Weschler Memory Scale were used to assess verbal and working memory, respectively. Fecal microbiota and mycobiota were longitudinally analyzed by 16S and ITS2 rRNA sequencing respectively. AVLT and SS scores were significantly improved after BS (AVLT scores: 9.7 ± 1.7 vs. 11.2 ± 1.9, p = 0.02, and SS scores: 9.7 ± 23.0 vs. 11.6 ± 2.9, p = 0.05). An increase in bacterial alpha-diversity, and Ruminococcaceae, Prevotella, Agaricus, Rhodotorula, Dipodascus, Malassezia, and Mucor were significantly associated with AVLT score improvement after BS, while an increase in Prevotella and a decrease in Clostridium, Akkermansia, Dipodascus and Candida were linked to SS scores improvement. We identified several changes in the microbial communities that differ according to the improvement of either the verbal or working memories, suggesting a complex gut-brain-axis that evolves after BS.Entities:
Keywords: bariatric surgery; cognition; memory; metagenomics; microbiome; microbiota; mycobiota; obesity
Mesh:
Year: 2021 PMID: 34836316 PMCID: PMC8620125 DOI: 10.3390/nu13114061
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Characterization at baseline of patients who improved (Yes) and who did not improve (No) in AVLT and Symbol span tests.
| Overall | AVLT Responders | Symbol Span Responders | |||||
|---|---|---|---|---|---|---|---|
| No | Yes |
| No | Yes |
| ||
| N | 13 | 9 (69%) | 4 (31%) | 8 (62%) | 5 (38%) | ||
| Female | 11 (85%) | 9 (100%) | 2(50%) | 0.53 | 7 (75%) | 5 (100%) | 0.99 |
| Age (years) | 48 ± 12 | 47 ± 13 | 44 ± 12 | 0.70 | 45 ± 15 | 45 ± 10 | 0.92 |
| Obesity duration (years) | 25 ± 8 | 29.3 ± 6.0 | 22.7 ± 8.2 | 0.20 | 30 ± 6 | 22 ± 7 | 0.10 |
| BMI (kg/m2) | 43 ± 5 | 43 ± 6 | 43 ± 4 | 0.96 | 44 ± 5 | 43 ± 5 | 0.75 |
| History of diabetes | 4 (31%) | 3 (33%) | 1 (25%) | 0.05 | 2 (25%) | 2 (40%) | 0.99 |
| HOMA | 4 [2; 7] | 12 [3; 66] | 4 [2; 5] | 0.14 | 5 [4; 66] | 3 [2; 5] | 0.09 |
| CRP (mg/L) | 6 [4; 13] | 4 [3; 11] | 9 [5; 15] | 0.22 | 9 [5; 13] | 5 [3; 15] | 0.33 |
| Weight loss (%) | 18 [14; 25] | 21 [11; 34] | 18 [14; 22] | 0.76 | 18 [13; 28] | 17 [14; 22] | 0.88 |
| Vit B1 postop | 149 [128; 178] | 156 [121; 191] | 149 [133; 175] | 0.99 | 156 [127; 173] | 149 [128; 186] | 0.62 |
| Vit B12 postop | 361 [314; 520] | 381 [320; 442] | 361 [306; 663] | 0.99 | 343 [295; 390] | 379 [320; 754] | 0.57 |
| Type of surgery | |||||||
| SG | 5 (56%) | 2 (50%) | 0.99 | 5 (62%) | 2 (40%) | 0.59 | |
| Gastric bypass | 4 (44%) | 2 (50%) | 3 (37%) | 3 (60%) | |||
Results were expressed as mean (± SD), median ([IQR]) or values (%). AVLT: Rey Auditory Verbal Learning Test; BMI: body Mass Index; HOMA: Homeostasic model assessment; SG: sleeve gastrectomy; CRP: C reactive protein.
Figure 1Alpha-diversity indexes, beta-diversity and longitudinal modulation of microbiota and mycobiota according to the evolution of verbal memory, at six months after bariatric surgery. Fecal samples were collected the day before surgery and six months after bariatric surgery (BS). (A,B) show respectively the alpha-diversity indexes and beta-diversity in post-BS, according to an improvement or not of AVLT score at six months post-BS. Beta diversity, which assesses differences in microbiota composition between samples according to lung function at baseline, using a Non-metric Multidimensional Scaling (NMDS) ordination method with Bray–Curtis distance metric. (C) shows the longitudinal evolution of bacterial microbiota using GAMLSS-BEZI models, according to an improvement or not of AVLT score at six months post-BS. (D–F) illustrate the same parameters for the mycobiota.
Significant bacterial and fungal changes after bariatric surgery in AVLT responder patients, compared to AVLT Non-responders.
| Kingdom | Phylum | Class | Order | Family | Genus | Odds Ratio (Log) | 95% CI | FDR Adjusted |
|---|---|---|---|---|---|---|---|---|
| Bacteria | Firmicutes | Negativicutes | Selenomonadales | Veillonellaceae | Dialister | −1.7 | (−1.9, −1.5) | <0.0001 |
| Bacteria | Firmicutes | Negativicutes | Selenomonadales | Veillonellaceae | Megasphaera | −1.6 | (−1.6, −1.6) | <0.0001 |
| Bacteria | Actinobacteria | Actinobacteria | Bifidobacteriales | Bifidobacteriaceae | Bifidobacterium | −1 | (−1.7, −0.3) | 0.03 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Peptostreptococcaceae | Romboutsia | −0.6 | (−0.6, −0.6) | <0.0001 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Christensenellaceae | Christensenellaceae | −0.6 | (−0.8, −0.3) | 0.005 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Lachnospiraceae | NA | −0.6 | (−0.9, −0.3) | 0.01 |
| Fungi | Mucoromycota | Mucoromycetes | Mucorales | Mucoraceae | Mucor | 0.2 | (0.2, 0.2) | <0.0001 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Lachnospiraceae | Anaerostipes | 0.3 | (0.2, 0.4) | 0.005 |
| Fungi | Ascomycota | Saccharomycetes | Saccharomycetales | Saccharomycetal | Candida | 0.3 | (0.3, 0.3) | <0.0001 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Lachnospiraceae | Lachnospiraceae | 0.7 | (0.3, 1.1) | 0.01 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Barnesiellaceae | Barnesiella | 0.7 | (0.5, 1) | <0.0001 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Lachnospiraceae | Lachnospira | 0.8 | (0.3, 1.4) | 0.04 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Ruminococcaceae | NA | 0.9 | (0.4, 1.3) | 0.006 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Prevotellaceae | Alloprevotella | 1 | (1, 1) | <0.0001 |
| Fungi | Basidiomycota | Microbotryomycetes | Sporidiobolales | Sporidiobolaceae | Rhodotorula | 1 | (1, 1) | <0.0001 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Prevotellaceae | Prevotella | 1.2 | (1, 1.4) | <0.0001 |
| Fungi | Basidiomycota | Malasseziomycetes | Malasseziales | Malasseziaceae | Malassezia | 1.5 | (1.4, 1.6) | <0.0001 |
| Fungi | Ascomycota | Saccharomycetes | Saccharomycetales | Dipodascaceae | Dipodascus | 2.6 | (2.6, 2.6) | <0.0001 |
| Fungi | Basidiomycota | Agaricomycetes | Agaricales | Agaricaceae | Agaricus | 4.2 | (4.2, 4.2) | <0.0001 |
Taxa are ranked in increasing order of odd ratio. CI: Confidence Interval; NA: Not Assigned.
Figure 2Alpha-diversity indexes, beta-diversity and longitudinal modulation of microbiota and mycobiota according to the evolution of working memory, at six months after bariatric surgery. (A,B) show respectively the alpha-diversity indexes and beta-diversity in post-BS, according to an improvement or not of SS score at six months post-BS. Beta diversity which assesses differences in microbiota composition between samples according to lung function at baseline, using a Non-metric Multidimensional Scaling (NMDS) ordination method with Bray–Curtis distance metric. (C) shows the longitudinal evolution of bacterial microbiota, according to an improvement or not of SS score at six months post-BS. (D–F) illustrate the same parameters for the mycobiota.
Significant bacterial and fungal changes after bariatric surgery in SS responder patients, compared to SS Non-responders.
| Kingdom | Phylum | Class | Order | Family | Genus | Odds Ratio (Log) | 95% CI | FDR Adjusted |
|---|---|---|---|---|---|---|---|---|
| Fungi | Basidiomycota | Malasseziomycetes | Malasseziales | Malasseziaceae | Malassezia | −3.8 | (−3.8, −3.7) | <0.0001 |
| Bacteria | Verrucomicrobia | Verrucomicrobiae | Verrucomicrobiales | Akkermansiaceae | Akkermansia | −2.6 | (−2.6, −2.6) | <0.0001 |
| Fungi | Ascomycota | Saccharomycetes | Saccharomycetales | Dipodascaceae | Dipodascus | −2.5 | (−2.5, −2.5) | <0.0001 |
| Bacteria | Firmicutes | Negativicutes | Selenomonadales | Veillonellaceae | Megasphaera | −2.4 | (−2.4, −2.3) | <0.0001 |
| Fungi | Ascomycota | Saccharomycetes | Saccharomycetales | Saccharomycetal | Candida | −1.7 | (−1.7, −1.7) | <0.0001 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Prevotellaceae | Prevotellaceae | −1.6 | (−2.6, −0.7) | 0.0084 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Barnesiellaceae | Barnesiella | −1.4 | (−1.6, −1.2) | <0.0001 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Prevotellaceae | Alloprevotella | −1.2 | (−1.2, −1.2) | <0.0001 |
| Fungi | Basidiomycota | Agaricomycetes | Agaricales | Agaricaceae | Agaricus | −1.1 | (−1.1, −1.1) | <0.0001 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Prevotellaceae | Paraprevotella | −1 | (−1.6, −0.3) | 0.0315 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Lachnospiraceae | Lachnospira | −1 | (−1.4, −0.5) | 0.0062 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Clostridiacea | Clostridium | −0.8 | (−1.1, −0.5) | 0.0016 |
| Fungi | Mucoromycota | Mucoromycetes | Mucorales | Mucoraceae | Mucor | −0.5 | (−0.5, −0.4) | <0.0001 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Lachnospiraceae | Anaerostipes | 0.2 | (0.1, 0.4) | 0.0148 |
| Bacteria | Firmicutes | Clostridia | Clostridiales | Christensenellaceae | Christensenellaceae | 0.4 | (0.1, 0.7) | 0.0315 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Tannerellaceae | Parabacteroides | 0.7 | (0.2, 1.2) | 0.0315 |
| Bacteria | Firmicutes | Negativicutes | Selenomonadales | Veillonellaceae | Dialister | 0.8 | (0.6, 1) | <0.0001 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | Prevotellaceae | Prevotella | 1.4 | (1.3, 1.6) | <0.0001 |
| Bacteria | Bacteroidetes | Bacteroidia | Bacteroidales | NA | NA | 1.6 | (1, 2.2) | 0.0002 |
Taxa are ranked in increasing order of odd ratio. CI: Confidence Interval; NA: Not assigned.