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Machine learning based on clinical data and treatment protocols for better clinical decision-making is a current research hotspot. This study aimed to build a machine learning model on washed microbiota transplantation (WMT) for ulcerative colitis (UC), providing patients and clinicians with a new evaluation system to optimize clinical decision-making. Methods Patients with UC who underwent WMT via mid-gut or colonic delivery route at an affiliated hospital of Nanjing Medical University from April 2013 to June 2022 were recruited. Model ensembles based on the clinical indicators were constructed by machine-learning to predict the clinical response of WMT after one month. Results A total of 366 patients were enrolled in this study, with 210 patients allocated for training and internal validation, and 156 patients for external validation. The low level of indirect bilirubin, activated antithrombin III, defecation frequency and cholinesterase and the elderly and high level of creatine kinase, HCO3 - and thrombin time were related to the clinical response of WMT at one month. Besides, the voting ensembles exhibited an area under curve (AUC) of 0.769 ± 0.019 [accuracy, 0.754; F1-score, 0.845] in the internal validation; the AUC of the external validation was 0.614 ± 0.017 [accuracy, 0.801; F1-score, 0.887]. Additionally, the model was available at https://wmtpredict.streamlit.app. Conclusions This study pioneered the development of a machine learning model to predict the one-month clinical response of WMT on UC. The findings demonstrate the potential value of machine learning applications in the field of WMT, opening new avenues for personalized treatment strategies in gastrointestinal disorders. Trial registration clinical trials, NCT01790061. Registered 09 February 2013 - Retrospectively registered, https://clinicaltrials.gov/study/NCT01790061.
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Background: Magnetic resonance enterography (MRE) has become a routine intestinal imaging examination for Crohn's disease (CD). Sufficient bowel preparation is fundamental for MRE. Objectives: To compare the efficacy and compliance of bowel preparation between through a mid-gut tube and oral administration for MRE in CD. Design: This was an open-label, prospective, multicenter, randomized controlled trial. Methods: Eligible patients were randomized at a 1:1 ratio into an oral group (bowel preparation by oral administration) and a tubing group (bowel preparation through a mid-gut tube). Bowel preparation for MRE included bowel cleaning and bowel distention. The primary outcomes were the degree of discomfort and grade of bowel distention. The secondary outcomes were diagnostic accuracy rate through MRE, mental stress, and bowel preparation method preference. Results: A total of 95 CD patients were included in the final analysis. Subjects in the tubing group complained of less vomiting during bowel preparation than those in the oral group (p < 0.05). The degree of nausea and bloating during bowel cleaning for MRE was lower in the tubing group than in the oral group (all p < 0.05). The distention grade was higher in the tubing group compared to the oral group in the splenic flexure of the colon and rectosigmoid colon. The tubing group demonstrated a higher overall diagnostic sensitivity in ulcers compared to the oral group (p = 0.048). Additionally, bowel preparation via the mid-gut tube ameliorated mental stress (p = 0.020) and increased bowel preparation preference (p < 0.001). Conclusion: Bowel preparation through the mid-gut tube enhanced the efficacy and compliance for MRE in CD. This study highlighted the concept of physician-patient satisfaction using mid-gut tube for proper bowel preparation for MRE, enteral nutrition and microbial therapy. Trial registration: ClinicalTrials.gov, NCT03541733, registered 5 May 2018.
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BACKGROUND AND AIM: Vitamin D (VD) deficiency was reported to correlate with ulcerative colitis (UC) activity, which might be closely related to gut microbiota dysbiosis. This study aims to investigate the effects of washed microbiota transplantation (WMT) on VD metabolism in UC. METHODS: The serum levels of 25-hdroxyvitamin D [25(OH)D] in 121 patients with UC and 53 healthy controls (HC) were detected. Subsequently, a non-randomized control trial (non-RCT) was conducted. Patients with UC were non-randomly assigned to undergo WMT (n = 28) vs. conventional treatment (5-aminosalicylic acid, 5-ASA, n = 10). Serum levels of 25(OH)D, fecal microbiota, and the expression of vitamin D receptor (VDR) in patients with UC were evaluated with a 3-month follow-up. RESULTS: Serum VD levels collected in the clinic practice indicated that patients with UC had significantly lower VD levels than HC (P < 0.001). In the non-RCT, serum 25(OH)D level and VDR expression significantly increased (P = 0.011, 0.026, respectively) in the WMT group, while no noticeable changes were observed in the non-WMT group. Microbiome profiling revealed that the increase in VD levels after WMT was positively associated with the abundances of Adlercreutzia_equolifaciens, Ruminococcus_obeum, and Dorea but negatively correlated with Escherichia. CONCLUSIONS: The study suggested that WMT increases the levels of VD with characteristic changes of specific microbiota, which indicated the association between the VD and the activity of UC might be regulated by gut microbiota.
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BACKGROUND: Fecal microbiota transplantation (FMT) is a promising therapeutic approach for treating Crohn's disease (CD). The new method of FMT, based on the automatic washing process, was named as washed microbiota transplantation (WMT). Most existing studies have focused on observing the clinical phenomena. However, the mechanism of action of FMT for the effective management of CD-particularly in-depth multi-omics analysis involving the metagenome, metatranscriptome, and metabolome-has not yet been reported. AIM: To assess the efficacy of WMT for CD and explore alterations in the microbiome and metabolome in response to WMT. METHODS: We conducted a prospective, open-label, single-center clinical study. Eleven CD patients underwent WMT. Their clinical responses (defined as a decrease in their CD Activity Index score of > 100 points) and their microbiome (metagenome, metatranscriptome) and metabolome profiles were evaluated three months after the procedure. RESULTS: Seven of the 11 patients (63.6%) showed an optimal clinical response three months post-WMT. Gut microbiome diversity significantly increased after WMT, consistent with improved clinical symptoms. Comparison of the metagenome and metatranscriptome analyses revealed consistent alterations in certain strains, such as Faecalibacterium prausnitzii, Roseburia intestinalis, and Escherichia coli. In addition, metabolomics analyses demonstrated that CD patients had elevated levels of various amino acids before treatment compared to the donors. However, levels of vital amino acids that may be associated with disease progression (e.g., L-glutamic acid, gamma-glutamyl-leucine, and prolyl-glutamine) were reduced after WMT. CONCLUSION: WMT demonstrated therapeutic efficacy in CD treatment, likely due to the effective reconstruction of the patient's microbiome. Multi-omics techniques can effectively help decipher the potential mechanisms of WMT in treating CD.
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Antifibrinolíticos , Doença de Crohn , Microbiota , Humanos , Aminoácidos , Doença de Crohn/diagnóstico , Doença de Crohn/terapia , Escherichia coli , Metagenoma , Estudos ProspectivosRESUMO
The exposure to either medical sources or accidental radiation can cause varying degrees of radiation injury (RI). RI is a common disease involving multiple human body parts and organs, yet effective treatments are currently limited. Accumulating evidence suggests gut microbiota are closely associated with the development and prevention of various RI. This article summarizes 10 common types of RI and their possible mechanisms. It also highlights the changes and potential microbiota-based treatments for RI, including probiotics, metabolites, and microbiota transplantation. Additionally, a 5P-Framework is proposed to provide a comprehensive strategy for managing RI.
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Microbioma Gastrointestinal , Microbiota , Probióticos , Lesões por Radiação , Humanos , Probióticos/uso terapêutico , Transplante de Microbiota Fecal , Lesões por Radiação/terapiaRESUMO
BACKGROUND AND AIM: Fecal microbiota transplantation (FMT) has been shown to positively affect the treatment of inflammatory bowel disease (IBD). However, the safety and efficacy of FMT may depend on the route of microbiota delivery. This study investigates the acceptance, satisfaction, and selection preference of a new delivery route, transendoscopic enteral tubing (TET), for treating IBD. METHODS: A survey was conducted among patients with IBD from five medical centers across China. The objective was to assess their acceptance, subjective feelings, and major concerns regarding two types of TET: colonic TET and mid-gut TET. In addition, the survey also analyzed the factors affecting the selection of TET and TET types among these patients. RESULTS: The final analysis included 351 questionnaires. Up to 76.6% of patients were willing to accept TET and preferred to choose colonic TET when they first learned about TET. Patients with longer disease duration, history of enema therapy, or enteral nutrition were more open to considering TET among IBD patients. After treatment, 95.6% of patients were satisfied with TET, including colonic TET (95.9%) and mid-gut TET (95.1%). Patients with a history of enema therapy and ulcerative colitis preferred colonic TET. In contrast, those with a history of enteral nutrition and Crohn's disease were willing to choose mid-gut TET. However, some patients hesitated to accept TET due to concerns about efficacy, safety, and cost. CONCLUSIONS: TET was highly accepted and satisfied patients with IBD. Disease type and combination therapy influenced the choice of colonic or mid-gut TET.
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Colite Ulcerativa , Doença de Crohn , Doenças Inflamatórias Intestinais , Humanos , Transplante de Microbiota Fecal/efeitos adversos , Doenças Inflamatórias Intestinais/terapia , Doenças Inflamatórias Intestinais/etiologia , Doença de Crohn/terapia , Doença de Crohn/etiologia , Colite Ulcerativa/terapia , Satisfação PessoalRESUMO
RATIONALE AND OBJECTIVES: To investigate if the combination of multishot diffusion imaging-based multiplexed sensitivity encoding intravoxel incoherent motion (MUSE-IVIM) and dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is feasible for staging Crohn's disease (CD) activity. MATERIALS AND METHODS: A total of 65 CD patients were enrolled and analyzed in this retrospective study. The simplified endoscopic score for Crohn's disease (SES-CD) and magnetic resonance index of activity (MaRIA) were used as the reference. The MUSE-IVIM and DCE-MRI data were acquired at 3.0-T MRI scanner and processed by two radiologists. Three MUSE-IVIM parameters: fast apparent diffusion coefficient (ADCfast), slow apparent diffusion coefficient (ADCslow), and the fractional perfusion (Fraction of ADCfast), as well as four DCE-MRI parameters: volume transfer constant (Ktrans), rate constant (Kep), extravascular extracellular volume fraction (Ve), and plasma volume fraction (Vp) were generated. Intraclass correlation coefficient (ICC), non-parametric test (Kruskal-Wallis H and Mann-Whitney U), logistic regression, receiver operating characteristic analysis, Delong test, and Spearman's correlation test were performed. RESULTS: According to SES-CD, 116 ileocolonic segments with CD lesions were identified as: inactive, mild, and moderate to severe. With multivariable logistic regression analysis, ADCfast (p < 0.001), Fraction of ADCfast (p = 0.005), Ktrans (p < 0.001) and Kep (p = 0.003) were identified as significant factors for differentiating among the three groups. Binary logistic analyses identified ADCfast (p = 0.001), Ktrans (p = 0.014), and Kep (p = 0.029) as independent predictors for the active status. The combination of ADCfast, Ktrans, and Kep performed better than MaRIA score (p = 0.028), for differentiating inactive and active status. MaRIA score was positively correlated with ADCfast (p < 0.001), Ktrans (p < 0.001), Kep (p < 0.001), and Ve (p = 0.001), however, negatively correlated with Fraction of ADCfast (p < 0.001). CONCLUSION: The combination of MUSE-IVIM and DCE-MRI has been demonstrated to accurately stage inflammatory activity in CD.
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Doença de Crohn , Imageamento por Ressonância Magnética Multiparamétrica , Humanos , Alprostadil , Doença de Crohn/diagnóstico por imagem , Estudos Retrospectivos , Meios de Contraste , Imageamento por Ressonância Magnética/métodos , Imagem de Difusão por Ressonância Magnética/métodosRESUMO
BACKGROUND: Both infliximab (IFX) and fecal microbiota transplantation (FMT) have shown the efficacy for inflammatory bowel disease (IBD). However, there has no head-to-head study on the cost-value of the such treatments on IBD. This study aimed to compare the medical costs using IFX and the new method of FMT (washed microbiota transplantation [WMT]) in the long-term management for IBD under the current health economic condition in China. METHODS: Patients with IBD who underwent initial WMT via upper gastrointestinal endoscopy, mid-gut tube, or colonic transendoscopic enteral tubing at a university hospital between April 2013 and August 2021 and achieved the long-term sustainment with WMT or WMT combined with mesalazine until August 2022 were recruited in the real-world. The costs and hospitalizations were analyzed among two therapies mentioned above and IFX standard therapy. The charge of WMT was stable in the long term at our center, and the charge of IFX came from virtual statistics publicized by China Healthcare Security. RESULTS: Sixty eligible patients with IBD were included in the study. The long-term costs of patients using WMT monotherapy annually or per hospitalization were lower than those on WMT combined with mesalazine, respectively ( p < 0.001, respectively). The cumulative costs of IFX at the time of 0.52 and 0.85 years exceeded that of the above WMT, respectively ( p < 0.001, respectively). Besides, patients on WMT monotherapy paid 51.1 k CNY annually in the nonsustain phase but cut down the costs by 7.2 k CNY and duration of hospitalization by 5.1 days per hospitalization when reaching the goal of sustainment. CONCLUSION: This study demonstrated that WMT could dramatically reduce the cost and duration of hospitalizations in the long-term sustainment in the current Chinese IBD cohort. Compared with IFX, WMT could be a good way for the patients with IBD achieving long-term sustainment and saving medical costs.
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Doenças Inflamatórias Intestinais , Microbiota , Humanos , Infliximab/uso terapêutico , Infliximab/efeitos adversos , Mesalamina , Doenças Inflamatórias Intestinais/terapia , Doenças Inflamatórias Intestinais/induzido quimicamente , HospitalizaçãoRESUMO
(1) Background: Fecal microbiota transplantation (FMT) is an effective treatment for ulcerative colitis (UC). Metabolomic techniques would assist physicians in clinical decision-making. (2) Methods: Patients with active UC undergoing FMT were enrolled in the study and monitored for 3 months. We explored short-term changes in the serum metabolic signatures of groups and the association between baseline serum metabolomic profiles and patient outcomes. (3) Results: Forty-four eligible patients were included in the analysis. Of them, 50.0% and 29.5% achieved clinical response and clinical remission, respectively, 3 months post-FMT. The top two significantly altered pathways in the response group were vitamin B6 metabolism and aminoacyl-tRNA biosynthesis. Both the remission and response groups exhibited an altered and enriched pathway for the biosynthesis of primary bile acid. We found a clear separation between the remission and non-remission groups at baseline, characterized by the higher levels of glycerophosphocholines, glycerophospholipids, and glycerophosphoethanolamines in the remission group. A random forest (RF) classifier was constructed with 20 metabolic markers selected by the Boruta method to predict clinical remission 3 months post-FMT, with an area under the curve of 0.963. (4) Conclusions: FMT effectively induced a response in patients with active UC, with metabolites partially improving post-FMT in the responsive group. A promising role of serum metabolites in the non-invasive prediction of FMT efficacy for UC demonstrated the value of metabolome-informed FMT in managing UC.
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Colite Ulcerativa , Transplante de Microbiota Fecal , Humanos , Transplante de Microbiota Fecal/métodos , Colite Ulcerativa/terapia , Colite Ulcerativa/etiologia , Resultado do Tratamento , Metaboloma , Metabolômica , FezesRESUMO
OBJECTIVE: Fecal microbiota transplantation (FMT) has been reported with the treatment potential for irritable bowel syndrome (IBS). However, the knowledge of its effect on extraintestinal symptoms of IBS is limited. This study aimed to evaluate the efficacy of the improved methodology of FMT, washed microbiota transplantation (WMT), on sleep disturbances, and psychological and gastrointestinal symptoms among patients with IBS. METHODS: This was a prospective observational study involving patients with IBS who underwent WMT. The Pittsburgh Sleep Quality Index (PSQI) was used to assess sleep quality. The Gastrointestinal Symptom Rating Scale (GSRS) and IBS Severity Scoring System (IBS-SSS) were used to evaluate gastrointestinal symptoms and IBS severity, respectively. The Self-rating Depression Scale (SDS) and Self-rating Anxiety Scale (SAS) were used to evaluate depression and anxiety, respectively. All the symptoms were evaluated at baseline and one month after WMT. A multiple logistic regression model was used to determine the predictive factors of sleep improvement one month after WMT. RESULTS: Seventy-three patients with IBS were included in the study. Sleep quality (Z = -4.211, P < 0.001), anxiety (Z = -4.775, P < 0.001), depression (Z = -4.610, P < 0.001), gastrointestinal symptoms (Z = -5.364, P < 0.001), and IBS severity (Z = -6.468, P < 0.001) significantly improved one month after WMT in all patients. The scores of the five components of PSQI including subjective sleep quality, sleep latency, sleep duration, habitual sleep efficiency, and sleep disturbances decreased in 52 patients with poor sleep quality (all P < 0.05). Baseline sleep duration scores were identified as an independent predictive factor of sleep improvement one month after WMT in patients with poor sleep quality (OR 2.180 [95% CI = 1.017-4.673]; P = 0.045). Patients that experienced sleep improvement demonstrated greater alleviation in depression (Z = -1.990, P = 0.047) and IBS severity (Z = -2.486, P = 0.013) compared with patients without sleep improvement. CONCLUSION: This study suggested that WMT might be a promising therapy for patients with IBS, especially those with comorbid sleep and psychological disorders.
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Gastroenteropatias , Microbioma Gastrointestinal , Síndrome do Intestino Irritável , Transtornos do Sono-Vigília , Humanos , Síndrome do Intestino Irritável/psicologia , Qualidade de Vida , Transplante de Microbiota Fecal/métodosRESUMO
The pathogenic mechanisms underlying distal symmetric polyneuropathy (DSPN), a common neuropathy in patients with diabetes mellitus (DM), are not fully understood. Here, we discover that the gut microbiota from patients with DSPN can induce a phenotype exhibiting more severe peripheral neuropathy in db/db mice. In a randomized, double-blind, and placebo-controlled trial (ChiCTR1800017257), compared to 10 patients who received placebo, DSPN was significantly alleviated in the 22 patients who received fecal microbiota transplants from healthy donors, independent of glycemic control. The gut bacterial genomes that correlated with the Toronto Clinical Scoring System (TCSS) score were organized in two competing guilds. Increased guild 1, which had higher capacity in butyrate production, and decreased guild 2, which harbored more genes in synthetic pathway of endotoxin, were associated with improved gut barrier integrity and decreased proinflammatory cytokine levels. Moreover, matched enterotype between transplants and recipients showed better therapeutic efficacy with more enriched guild 1 and suppressed guild 2. Thus, changes in these two competing guilds may play a causative role in DSPN and have the potential for therapeutic targeting.
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Neuropatias Diabéticas , Microbioma Gastrointestinal , Polineuropatias , Neuropatias Diabéticas/tratamento farmacológico , Neuropatias Diabéticas/etiologia , Neuropatias Diabéticas/patologia , Polineuropatias/complicações , HumanosRESUMO
OBJECTIVES: The short-term efficacy of fecal microbiota transplantation (FMT) for ulcerative colitis (UC) has increasingly been evaluated. However, few studies have examined the long-term efficacy and its predictors. This study aimed to assess the clinical factors affecting the long-term efficacy of FMT for patients with UC. METHODS: This is a retrospective analysis of a prospective trial (NCT01790061) for patients with UC undergoing washed microbiota transplantation (WMT), which is the improved methodology of FMT. The long-term clinical efficacy of WMT and the factors affecting efficacy were analyzed. RESULTS: A total of 259 patients were included for analysis. Of 70.7% (183/259) of patients achieved a clinical response at 1 month after WMT and 29.7% (77/259) achieved steroid-free clinical remission 6 months after WMT. Total 44 patients maintained a clinical response for ≥24 months, and 33 (17.1%, 33/193) achieved steroid-free clinical remission for ≥24 months with WMT monotherapy. Patients with age at UC onset of ≥60 years, mild disease severity and undergoing ≥2 courses of WMT during the response within 6 months were more likely to achieve steroid-free clinical remission 6 months after WMT. Besides, independent factors associated with the long-term response of WMT for UC were age at onset of ≥60 years and ≥2 courses of WMT during the response. CONCLUSIONS: This study indicated WMT could induce short-term steroid-free clinical remission and maintain long-term response in UC, especially for older patients and patients undergoing sequential courses.
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Colite Ulcerativa , Microbiota , Humanos , Colite Ulcerativa/terapia , Colite Ulcerativa/etiologia , Estudos Retrospectivos , Estudos Prospectivos , Transplante de Microbiota Fecal/métodos , Resultado do Tratamento , FezesRESUMO
Chronic diarrhea is associated with enteric dysbiosis and provokes the overuse of antibiotics. Fecal microbiota transplantation (FMT) is a promising therapy, but it shows discrepant clinical efficacy. Bacterial colonization in recipients has been studied, although little is known about the role of gut fungi and Archaea after FMT. In this study, we evaluated the efficacy of human-derived FMT on spontaneous chronic diarrhea cynomolgus monkeys and revealed the effector mechanisms. We demonstrated that FMT can mitigate the appearance of diarrheal symptoms and inhibit the increase in interleukin-6, interleukin-8, interleukin-1ß, and interferon-γ and the decrease in interleukin-10 in serum. We confirmed that FMT restored the disturbance of gut bacteria by reducing the relative abundances of potential pathogens, including Cloacibacillus porcorum, Desulfovibrio desulfuricans, Erysipelotrichaceae bacterium 5_2_54FAA, and Erysipelotrichaceae bacterium 21_3, and increasing the levels of Lactobacillus fermentum and Lactobacillus ruminis CAG_367 in diarrheal monkeys. The metabolic pathways of healthy and FMT monkeys' gut bacteria were enriched in amino acid metabolism, carbohydrate metabolism, and lipid metabolism, while the metabolic pathways of pre-FMT monkeys' gut bacteria were enriched in antibiotic production. Moreover, a higher Ascomycota/Basidiomycota ratio, higher Aspergillus levels, and lower Trichosporon asahii abundance were present in intestinal fungi after FMT. Although the abundance of the Archaea Methanosphaera stastmanae did not change significantly, it was inversely correlated with the anti-inflammatory factor IL-4 after FMT. These results support the further development and application of FMT for chronic diarrhea.
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BACKGROUND: Inflammatory bowel disease (IBD) is a significant health problem with an increasing financial burden worldwide. Although various treatment strategies have been used, the results were not satisfactory. More and more researches have proved that the application of phosphatidylcholine (PC) may become an alternative therapy for IBD. OBJECTIVE: This review aims to provide an overview of the possible mechanisms of PC and promote the potential application of PC for IBD therapy further. METHODS: A comprehensive literature search was performed in PubMed with the following keywords: 'phosphatidylcholine', 'inflammatory bowel disease', 'Crohn's disease', 'inflammation', 'ulcerative colitis', 'therapy', 'nanomedicines', 'PKCζ', 'lysophosphatidylcholine', 'microbiota' and 'drug carrier'. The logical operators "AND" and "OR" were applied to combine different sets of the search results. RESULTS: Studies suggested that PC displays a significant effect in the treatment of IBD by modulating gut barrier function, remodeling gut microbiota structure, regulating polarization of macrophages, and reducing the inflammatory response. PC has also been exploited as a drug carrier for anticancer or anti-inflammation agents in multiple forms, which implies that PC has immense potential for IBD therapy. CONCLUSION: PC has shown promising potential as a new therapeutic agent or a drug carrier, with a novel, stable, prolonged mechanism of action in treating IBD. However, more high-quality basic and clinical studies are needed to confirm this.
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Colite Ulcerativa , Doença de Crohn , Doenças Inflamatórias Intestinais , Humanos , Fosfatidilcolinas/uso terapêutico , Doenças Inflamatórias Intestinais/tratamento farmacológico , Colite Ulcerativa/tratamento farmacológico , Doença de Crohn/tratamento farmacológico , InflamaçãoRESUMO
Fecal microbiota transplantation (FMT) is a promising treatment for microbiota dysbiosis associated diseases, such as Clostridioides difficile infection (CDI) and inflammatory bowel disease (IBD). The engraftment of donor bacteria is essential for the effectiveness of FMT, which to some extent depends on the matching of donors and recipients. However, how different types of donor-derived bacteria affect FMT efficacy has not been fully dissected. We recruited two longitudinal IBD cohorts of 103 FMT recipients and further analyzed 1,280 microbiota datasets from 14 public CDI and IBD studies to uncover the effect of donor-derived microbiota in recipients. We found that two enterotypes, RCPT/E and RCPT/B (dominated by Enterobacteriaceae and Bacteroides, respectively), consistently exist in both CDI and IBD patients. Based on a time-course-based multi-cohort analysis of FMT fecal samples, we observed the interplay between recipient and donor-derived microbiota during FMT, in which the FMT outcome was significantly associated with the enterotype and microbiota distance between donor and recipient after FMT. We proposed a new measurement, the ratio of colonizers to residents after FMT (C2R), to quantify the engraftment of donor-derived bacteria in the recipients, and then constructed an enterotype-based statistical model for donor-recipient matching, which was validated by both cross-validation and an additional IBD FMT cohort (n = 42). We believe that with the accumulation of FMT multi-omics datasets, machine learning-based methods will be helpful for rational donor selection for improving efficacy and precision FMT practices.
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Clostridioides difficile , Infecções por Clostridium , Microbioma Gastrointestinal , Doenças Inflamatórias Intestinais , Bactérias/genética , Infecções por Clostridium/microbiologia , Transplante de Microbiota Fecal/métodos , Fezes/microbiologia , Humanos , Doenças Inflamatórias Intestinais/microbiologia , Resultado do TratamentoRESUMO
Objectives: Gut microbiota and dysbiosis are closely related to the occurrence and development of various diseases. It is necessary to popularize gut microbiota-related knowledge to the public. And the instant messaging client on smartphones supplies a perfect tool to achieve this goal. Hence, we will describe the current status of gut microbiota education spread by WeChat official accounts. Methods: The keywords of "gut microbiota," "fecal microbiota transplantation (FMT)," and "probiotics" were searched in the articles published from January 2015 to August 2020 on the WeChat official accounts. And the data were analyzed based on the 10 common gut dysbiosis-related diseases. Results: A total of 3061 WeChat official accounts have published 11,239 articles on gut microbiota dysbiosis-related diseases, with a rising trend in the total article numbers and the total pageviews. The keywords of "gut microbiota" dominate 50.61%, and the articles on inflammatory bowel disease had the largest proportion. Additionally, articles on the keyword "gut microbiota" also included cancer and obesity, articles on the keyword "FMT" mainly consist of Clostridium difficile infection and psychological disease, and the keyword "probiotics" was mainly related to obesity and irritable bowel syndrome disease. The top three total pageviews were on inflammatory bowel disease, obesity, and cancer. Conclusion: This study indicates the current research hotspots and public concerns on the gut microbiota, and WeChat as an instant messaging client plays an important role in promoting the scientific popularization of gut microbiota.