| Literature DB >> 29950676 |
Michael R Laffin1, Troy Perry1, Heekuk Park2, Patrick Gillevet3, Masoumeh Sikaroodi3, Gilaad G Kaplan4, Richard N Fedorak2, Karen Kroeker2, Levinus A Dieleman2, Bryan Dicken1, Karen L Madsen5.
Abstract
Crohn's disease (CD) patients who undergo ileocolonic resection (ICR) typically have disease recurrence at the anastomosis which has been linked with a gut dysbiosis. The aims of this study were to define the mucosa-associated microbiota at the time of ICR and to determine if microbial community structure at the time of surgery was predictive of future disease relapse. Ileal biopsies were obtained at surgery and after 6 months from CD subjects undergoing ICR. Composition and function of mucosal-associated microbiota was assessed by 16S rRNA sequencing and PICRUSt analysis. Endoscopic recurrence was assessed using the Rutgeerts score. Analysis of mucosal biopsies taken at the time of surgery showed that decreased Clostridiales together with increased Enterobacteriales predicted disease recurrence. An increase in the endospore-forming Lachnospiraceae from surgery to 6 months post-ICR was associated with remission. A ratio of 3:1 between anaerobic endospore-forming bacterial families and aerobic families within the Firmicutes phylum was predictive of maintenance of remission. Gut recolonization following ICR is facilitated by microbes which are capable of either aerobic respiration or endospore formation. The relative proportions of these species at the time of surgery may be predictive of subsequent microbial community restoration and disease recurrence.Entities:
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Year: 2018 PMID: 29950676 PMCID: PMC6021420 DOI: 10.1038/s41598-018-28071-z
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Clinical and demographic characteristics of subjects by recurrence status.
| Recurrence (n = 15) | Remission (n = 30) |
| |
|---|---|---|---|
| AGE (YEARS) | 48.4 | 40.6 | 0.09 |
| MALE (%) | 20% | 47% | 0.11 |
| PREVIOUS ICR (%) | 60% | 37% | 0.21 |
| AVERAGE TIME TO ENDOSCOPY (DAYS) | 203 | 222 | 0.50 |
| CURRENT SMOKER (%) | 13% | 10% | 1.00 |
| PERI-ANAL DISEASE (%) | 13% | 17% | 1.00 |
| DISEASE LOCATION | |||
| | 53% | 73% | 0.20 |
| | 0 | 0 | |
| | 47% | 27% | |
| DISEASE BEHAVIOUR | |||
| | 0% | 7% | 0.88 |
| | 60% | 60% | |
| | 40% | 33% | |
| OPERATIVE INDICATIONS | |||
| | 93% | 73% | 0.36 |
| | 7% | 17% | |
| | 0% | 10% | |
| AGE AT CD DIAGNOSIS | |||
| | 7% | 27% | 0.35 |
| | 80% | 60% | |
| | 13% | 13% | |
| PRE-OPERATIVE CD MEDICATIONS | |||
| STEROID (%) | 47% | 27% | 0.17 |
| BIOLOGIC THERAPY (%) | 53% | 47% | 0.76 |
| 5-ASA DRUG (%) | 0% | 20% | 0.16 |
| AZATHIOPRINE (%) | 20% | 47% | 0.11 |
| METHOTREXATE (%) | 20% | 7% | 0.32 |
| POST-OPERATIVE CD MEDICATIONS | |||
| STEROID (%) | 0% | 7% | 0.55 |
| BIOLOGIC THERAPY (%) | 47% | 60% | 0.55 |
| 5-ASA DRUG (%) | 0% | 17% | 0.15 |
| AZATHIOPRINE (%) | 27% | 40% | 0.51 |
| METHOTREXATE (%) | 13% | 3% | 0.25 |
| ANTIBIOTICS (%) | 27% | 47% | 0.33 |
*p-value were calculated using Student’s t-test for continuous variables. Categorical variables were assessed using the Fisher’s exact test.
Figure 1Partial least square analysis discriminant analysis (PLS-DA) of taxonomic data at baseline. (a) At the time of surgery, samples from subjects who remained in remission clustered separately (Remission:Green) from samples taken from subjects who had recurrence at month 6 (Recurrence:Red). (b) LEfSe analysis showed that Enterobacteriales in the recurrence cohort and Clostridiales and Burkholderiales in the remission cohort drove the separation.
Changes in bacterial populations from the time of surgery to follow up endoscopy in subjects with recurrence and remission.
| Population | Surgical specimen in recurrent subjects (SD) n = 9 | 6-month post-ICR specimen in recurrent subjects (SD) n = 9 | p-value | FDR-adjusted p-value | Surgical specimen in remission subjects (SD) n = 15 | 6-month post-ICR specimen in remission subjects (SD) n = 15 | p-value | FDR-adjusted p-value |
|---|---|---|---|---|---|---|---|---|
| Phylum | ||||||||
| Proteobacteria | 40.7% | 19.4% | 0.18 | 0.36 | 30.2% | 27.0% | 0.65 | 0.97 |
| Bacteroidetes | 36.3% | 65.0% | 0.08 | 0.24 | 44.8% | 31.5% | 0.10 | 0.30 |
| Firmicutes | 20.9% | 15.0% | 0.51 | 0.51 | 23.0% | 39.8% |
| 0.16 |
| Actinobacteria | 1.2% | 0.3 |
| 0.16 | 1.1% | 1.1 | 0.97 | 0.97 |
| Class | ||||||||
| Bacteroidia | 35.1% | 64.5% | 0.08 | 0.40 | 43.5% | 29.9% | 0.10 | 0.40 |
| Clostridia | 11.0% | 13.9% | 0.66 | 0.66 | 20.5% | 36.5% |
| 0.20 |
| Gammaproteobacteria | 37.0% | 17.3% | 0.20 | 0.58 | 25.4% | 20.9% | 0.48 | 0.56 |
| Bacilli | 7.2% | 0.7% | 0.23 | 0.58 | 2.0% | 1.4% | 0.56 | 0.56 |
| Alphaproteobacteria | 2.6% | 1.6% | 0.29 | 0.58 | 2.2% | 4.0% | 0.45 | 0.56 |
| Order | ||||||||
| Bacteroidales | 35.1% | 64.5% | 0.08 | 0.48 | 43.5% | 29.9% | 0.10 | 0.50 |
| Clostridiales | 11.0% | 13.9% | 0.66 | 0.66 | 20.5% | 36.5% | 0.04 | 0.24 |
| Enterobacteriales | 35.4% | 16.6% | 0.22 | 0.66 | 25.0% | 17.7% | 0.34 | 0.68 |
| Rhizobiales | 2.2% | 1.6% | 0.54 | 0.66 | 1.6% | 3.9% | 0.25 | 0.68 |
| Lactobacillales | 7.1% | 0.7% | 0.23 | 0.66 | 1.9% | 1.3% | 0.48 | 0.68 |
| Burkholderiales | 1.1% | 0.5% | 0.30 | 0.66 | 2.5% | 2.0% | 0.68 | 0.68 |
| Family | ||||||||
| Bacteroidaceae | 32.7% | 61.4 | 0.07 | 0.28 | 36.0% | 28.2% | 0.29 | 0.34 |
| Enterobacteriaceae | 35.4% | 16.6% | 0.22 | 0.44 | 25.0% | 17.7% | 0.34 | 0.34 |
| Lachnospiraceae | 5.7% | 5.4% | 0.85 | 0.85 | 9.7% | 23.8% |
| 0.08 |
| Streptococcaceae | 6.7% | 0.3% | 0.20 | 0.44 | 1.2% | 0.6% | 0.13 | 0.34 |
All values calculated using the Student paired t-test. FDR- corrected q-values derived using Benjamini-Hochberg procedure.
Bacterial populations that differed significantly following surgery.
| Population | Surgery (SD) n = 24 | Month 6 (SD) n = 24 | p | FDR-corrected q-value |
|---|---|---|---|---|
|
| ||||
| Proteobacteria | 34.1% (33.6%) | 24.1% (22.3%) | 0.17 | 0.68 |
| Bacteroidetes | 41.6% (31.3%) | 44.0% (35.0%) | 0.77 | 0.77 |
| Firmicutes | 22.2% (21.0%) | 30.5% (30.2%) | 0.33 | 0.77 |
| Actinobacteria | 1.1% (1.5%) | 0.8% (1.4%) | 0.42 | 0.77 |
|
| ||||
| Bacteroidia | 40.3% (32.1%) | 42.9% (35.3%) | 0.76 | 0.76 |
| Clostridia | 16.9% (16.9%) | 28.1% (29.1%) |
| 0.20 |
| Gammaproteobacteria | 29.7% (33.0%) | 19.6% (19.6%) | 0.13 | 0.51 |
| Bacilli | 3.9% (9.3%) | 1.1% (1.9%) | 0.17 | 0.51 |
| Alphaproteobacteria | 2.4% (5.0%) | 3.0% (4.8%) | 0.63 | 0.76 |
|
| ||||
| Bacteroidales | 40.3% (32.1%) | 42.9% (35.3%) | 0.76 | 0.66 |
| Clostridiales | 16.9% (16.9%) | 28.1% (29.1%) |
| 0.23 |
| Enterobacteriales | 28.9% (33.2%) | 17.3% (17.6%) | 0.11 | 0.55 |
| Rhizobiales | 1.8% (3.5%) | 3.0% (4.7%) | 0.35 | 0.76 |
| Lactobacillales | 4.7% (10.9%) | 1.6% (3.1%) | 0.28 | 0.76 |
| Burkholderiales | 2.0% (3.1%) | 1.4% (2.5%) | 0.48 | 0.76 |
|
| ||||
| Bacteroidaceae | 34.8% (29.1%) | 40.7% (34.9%) | 0.44 | 0.44 |
| Enterobacteriaceae | 28.9% (33.2%) | 17.3% (17.6%) | 0.11 | 0.26 |
| Lachnospiraceae | 8.3% (6.7%) | 16.9% (19.3%) |
| 0.12 |
| Streptococcaceae | 3.3% (8.6%) | 0.5% (0.9%) | 0.13 | 0.26 |
*All values calculated using the Student paired t-test.
Figure 2PICRUSt analysis of mucosal-associated microbiota showing relative abundance of specific functional pathways associated with bacterial sporogenesis, germination, and aerobic metabolism. At the time of surgery, samples taken from subjects who remained in remission had higher levels of sporogenesis (b) and germination (c) compared with samples taken from subjects who had disease recurrence. This remained higher at the time of ileo-colonoscopy. Subjects which had disease recurrence had increased proportion of genes related to aerobic respiration (citric acid cycle) (a). *p < 0.05.
Figure 3Ratio of obligatory anaerobic spore-forming bacteria to those capable of aerobic respiration within the Firmicutes phylum at the time of ICR. (a) Median ratio within the MAM of specimens collected at the time of ICR of obligatory anaerobic spore-forming families to families capable of aerobic respiration within the Firmicutes phylum (b) Rate of recurrence (%) in those with a ratio of >3:1 and <3:1 in terms of anaerobic endospore-forming bacteria and bacteria capable of aerobic respiration within the Firmicutes phylum. The rate of recurrence in those with a ratio of >3:1 was 19% and 67% in those with a ratio <3:1.