Predicting the Clinical Efficacy of Acupuncture for Abdominal Pain in Patients With Crohn's Disease Based on Gut Microbiology and Machine Learning
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 发起方
- 入组人数
- 55
- 试验地点
- 1
- 主要终点
- Characterisation of gut microflora strains predictive of acupuncture efficacy
研究概览
简要总结
Machine learning algorithms are applied to discover gut flora markers that predict the clinical efficacy of acupuncture, so as to screen the appropriate population for acupuncture and optimise the allocation of healthcare resources.
详细描述
Crohn's disease is an intestinal inflammatory disease,causing abdominal pain, diarrhea and other symptoms.The intestinal flora disorder is closely related to the occurrence and development of Crohn's disease. Acupuncture can induce remission of Crohn's disease during mild to moderate active period, improve clinical symptoms such as abdominal pain. Acupuncture can affect the gut microbiota. The aim of this study was to apply gut microbiological data and clinical data from subjects at baseline to predict the clinical efficacy of acupuncture by machine learning algorithms, and to classify patients as effective/ineffective in order to screen for suitable subjects for acupuncture.
研究设计
- 研究类型
- Interventional
- 分配方式
- Na
- 干预模型
- Single Group
- 主要目的
- Screening
- 盲法
- None
入排标准
- 年龄范围
- 18 Years 至 75 Years（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •aged 18-75, no gender limit;
- •disease in mild and moderate active period: 150≤CDAI<450 and meet at least one of the following: Serum C-reactive protein level≥5mg/L, Fecal calprotectin concentration≥250μg/g or endoscopic examination shows ulcers. remission period: CDAI <150 and meet at least one of the following: Serum C-reactive protein level<5 mg/L, Fecal calprotectin concentration <250μg/g or endoscopic examination shows no ulcer;
- •patients were not taking medication or were only taking one or more of the following drugs: mesalazine (≤4g/d and mesalazine was used for at least 1 month), prednisone (≤15mg/d and prednisone was used for at least 1 month) and / or azathioprine (≤1mg/kg/d and azathioprine was used for at least 3 month);
- •those who have not used biologics within 3 months before entering the study;
- •those who have never experienced acupuncture;
- •those who understand and agree to participate in this study and sign the informed consent form.
排除标准
- •patients who are recently pregnant or in pregnancy or lactation;
- •patients with serious organic diseases;
- •patients diagnosed as psychosis;
- •patients who suffer from multiple diseases and need to take other drugs for a long time, and may affect the observation of the efficacy of this trial;
- •severe skin diseases (such as erythema nodosum, pyoderma gangrenosum, etc.), eye diseases (such as iritis, uveitis, etc.), thromboembolic diseases and other serious extraintestinal manifestations;
- •there are serious intestinal fistula, abdominal abscess, intestinal stenosis and obstruction, perianal abscess, gastrointestinal hemorrhage, intestinal perforation and other complications;
- •patients with short bowel syndrome who have undergone abdominal or gastrointestinal surgery in the past half a year;
- •there are skin diseases or defects in the selected area of acupuncture and moxibustion that cannot be performed.
结局指标
主要结局
Characterisation of gut microflora strains predictive of acupuncture efficacy
时间窗: Week 12
Application of machine learning algorithms to discover gut microbial markers (Characterisation of intestinal flora strains) predicting clinical efficacy of acupuncture to screen for appropriate acupuncture populations. Criteria for judging the efficacy of acupuncture: At 12 weeks, patients had complete remission of abdominal pain ( VAS score or frequency of abdominal pain per week = 0) or remission of abdominal pain ( the reduction of VAS score or the frequency of abdominal pain ≥ 3 compare with baseline) were considered effective. Otherwise, it was considered ineffective. Visual Analogue Scale(VAS score):The maximum score is 0, and the minimum score is 10.Higher scores represent a greater degree of abdominal pain and higher scores mean a worse outcome. Frequency of abdominal pain：The maximum score is 0, and the minimum score is 7. Higher scores represent a greater degree of abdominal pain and higher scores mean a worse outcome.
次要结局
未报告次要终点