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3.
Inflamm Bowel Dis ; 2024 Mar 27.
Article in English | MEDLINE | ID: mdl-38537201

ABSTRACT

BACKGROUND: Serum free thiols (SFTs) reflecting oxidative stress appear to correlate with inflammatory bowel disease (IBD) activity. We aimed to evaluate the performance of SFTs concentrations vs endoscopic and histological activity, compare SFTs with established biomarkers, and identify clinical and laboratory parameters independently associated with SFT levels in IBD patients. METHODS: Patients with confirmed IBD undergoing routine ileocolonoscopy for activity assessment were prospectively recruited, with serum samples obtained concurrently for SFTs and routine bloods, plus fecal calprotectin and immunochemical tests were collected ±30 days from ileocolonoscopy. Endoscopic activity was assessed via established indices and histological activity graded as inactive/mild/moderate. Receiver-operating characteristic curve analyses were utilized to assess performance of SFTs vs endoscopic activity, and multiple regression analysis was used to identify factors associated with SFT levels. RESULTS: A total of 141 (80 Crohn's disease, 61 ulcerative colitis) patients were recruited. Median SFTs were significantly lower in moderate vs inactive/mild endoscopic activity (309 µM vs 433/471 µM, respectively; P < .01). There was no significant difference in median SFTs across inactive/mild/moderate histological activity. SFTs achieved higher sensitivity than C-reactive protein in predicting moderate, endoscopically active disease (89% vs 78%; area under the curve, 0.80 each) yet was outperformed by fecal calprotectin (100%; area under the curve, 0.93). Advancing age and increasing albumin levels were independently associated with SFT levels, and thus are possible confounders. CONCLUSIONS: This prospective study has demonstrated the potential of SFTs as a serum biomarker in IBD. It was more sensitive than C-reactive protein, yet less sensitive than fecal biomarkers for prediction of endoscopically active IBD.

5.
Aliment Pharmacol Ther ; 59(4): 504-514, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38095246

ABSTRACT

BACKGROUND: Thiopurines are established treatments for inflammatory bowel disease (IBD), yet concerns remain regarding their safety. AIM: To evaluate the use of thiopurine-allopurinol combination therapy compared to standard thiopurine therapy in IBD. METHODS: We performed a multicentre, randomised, placebo-controlled trial to compare the efficacy and safety of thiopurine-allopurinol versus thiopurine with placebo for adults commencing a thiopurine for IBD. Patients had active disease at baseline; dosing of therapy was based on a pre-specified regimen and subsequent metabolites. The primary outcome was the proportion of patients achieving a composite of symptomatic disease activity remission (Harvey Bradshaw Index <5 for Crohn's disease, Simple Clinical Colitis Activity Index <4 for ulcerative colitis) and a faecal calprotectin <150 µg/g after 26 weeks of treatment. RESULTS: The trial was terminated early due to slow recruitment. We randomised 102 participants (54 thiopurine-allopurinol, 48 thiopurine with placebo) with similar age (median 42 vs 48 years) and sex distribution (46% women per group). A higher proportion achieved the primary outcome in the thiopurine-allopurinol group (50% vs 35%, p = 0.14) and fewer participants stopped their allocated therapy due to adverse events (11% vs 29%, p = 0.02). Also, within the thiopurine-allopurinol group, thiopurine dose adjustments were less frequent (69% vs 92%, p = 0.03), a higher proportion achieved an early therapeutic 6-TGN level at week 6 (71% vs 53%, p = 0.19), and adverse events attributed to therapy were less frequent (15% vs 44%, p = 0.002). CONCLUSION: Thiopurine-allopurinol therapy is safe and mitigates thiopurine adverse effects, thus enhancing tolerability without compromising efficacy (ACTRN12613001347752).


Subject(s)
Azathioprine , Inflammatory Bowel Diseases , Purines , Sulfhydryl Compounds , Adult , Humans , Female , Middle Aged , Male , Azathioprine/adverse effects , Allopurinol/adverse effects , Mercaptopurine , Immunosuppressive Agents/adverse effects , Treatment Outcome , Drug Therapy, Combination , Inflammatory Bowel Diseases/drug therapy , Inflammatory Bowel Diseases/chemically induced , Immunologic Factors/therapeutic use
6.
Biomedicines ; 11(5)2023 May 09.
Article in English | MEDLINE | ID: mdl-37239079

ABSTRACT

INTRODUCTION: Currently, faecal calprotectin (FC) is the predominate faecal biomarker utilised in clinical practice to monitor Crohn's disease (CD) activity. However, there are several potential faecal biomarkers described in the literature. We performed a meta-analysis to determine the accuracy of faecal biomarkers in discriminating endoscopic activity and mucosal healing in CD. METHODS: We searched the medical literature using MEDLINE, EMBASE, and PubMed from 1978 to 8 August 2022. Descriptive statistics, including sensitivity, specificity of the primary studies, their positive and negative likelihood ratios, and their diagnostic odds ratio (DOR), were calculated. The methodological quality of the included studies was evaluated using the Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS) criteria. RESULTS: The search found 2382 studies, of which 33 were included for analysis after screening. FC was found to have a pooled sensitivity and specificity, DOR, and negative predictive value (NPV) in discriminating active endoscopic disease (versus inactive) of 81%, 74%, 13.93, and 0.27, respectively. Faecal lactoferrin (FL) had a pooled sensitivity and specificity, DOR, and NPV in discriminating active endoscopic disease of 75%, 80%, 13.41, and 0.34, respectively. FC demonstrated a pooled sensitivity and specificity, DOR, and NPV of 88%, 72%, 18.17, and 0.19 in predicting mucosal healing. CONCLUSION: FC remains an accurate faecal biomarker. Further evaluation of the utility of novel faecal biomarkers is needed.

7.
Diagnostics (Basel) ; 13(6)2023 Mar 10.
Article in English | MEDLINE | ID: mdl-36980368

ABSTRACT

Crohn's disease (CD) is a chronic immune mediated disorder that most commonly affects the small bowel and/or the large bowel. Treatment targets in CD include mucosal healing assessed via ileocolonoscopy and transmural healing assessed through cross-sectional imaging modalities such as magnetic resonance enterography (MRE). More recently, histological healing in CD has emerged as a treatment target, though it is made cumbersome given its reliance on frequent endoscopic examinations. With expert guidelines now recommending regular objective assessments as part of a treat-to-target approach, accurate non-invasive assessment will become increasingly critical. MRE has an established role in the assessment of small bowel CD, with growing data supportive of its ability in detecting disease activity at mucosal and histological levels. This could therefore potentially reduce the need for serial endoscopic assessment. Thus, this review will assess the capacity of individual MRE parameters and MRE indices for detecting mucosal and histological small bowel CD activity. Furthermore, challenging scenarios, such as CD activity detection in post-operative clinical scenarios and abnormal findings in the context of a normal ileocolonoscopy, will be explored.

8.
J Gastroenterol Hepatol ; 38(5): 724-732, 2023 May.
Article in English | MEDLINE | ID: mdl-36692034

ABSTRACT

BACKGROUND: The optimal infliximab dose intensification strategy to address secondary loss of response (LOR) remains unclear. This study aimed to compare clinical and pharmacokinetic outcomes following (i) upfront infliximab re-induction with (ii) ongoing 6-weekly dose interval shortening (DIS), after the same number of doses. METHODS: A prospective parallel cohort study of inflammatory bowel disease patients who required infliximab dose intensification for secondary LOR using (i) re-induction (i.e., repeat 5 mg/kg 0, 2, 6-week dosing) followed by 8-weekly maintenance or (ii) 6-weekly 5 mg/kg DIS was undertaken. Week 32 clinical response was the primary outcome, with secondary evaluation of infliximab pharmacokinetics and predictors of response. RESULTS: Of 104 patients, 54 underwent re-induction, and 50 underwent 6-weekly DIS; 43 per cohort had clinically active disease, with comparable baseline infliximab levels (2.03 vs 2.02 ug/mL, P = 0.83). Clinical response was similar across re-induction and DIS cohorts at weeks 12 (69.8 vs 65.1%) and 32 (53.5 vs 62.8%, each P > 0.50); however, both strategies demonstrated distinct pharmacokinetic profiles at weeks 6 (18.45 vs 5.36 ug/mL, P < 0.01), 12 (8.94 vs 5.96 ug/mL, P = 0.02) and 30 (3.89 vs 6.35 ug/mL, P = .0.02). In multivariable analyses, objectively verified active disease at baseline (OR 12.92, 95% CI [1.84-90.84], P = 0.01), subtherapeutic week 6 infliximab levels (OR 0.12, 95% CI [0.01, 0.99], P = 0.049) and week 12 clinical response (OR 5.44, 95% CI [1.20-19.97], P = 0.04) were associated with week 32 response, as were week 2 infliximab levels (OR 1.34, 95% CI [1.02-1.47], P = 0.04) following re-induction. Following re-induction, week 2 infliximab levels <15.6 ug/mL (AUROC 0.76, 95% CI [0.54-0.99], P < 0.05) predicted nonresponse at week 32. CONCLUSION: Dose intensification strategy impacted immediate and sustained infliximab levels but not clinical response. Upfront intensification was associated with short-term pharmacokinetic advantages, including predictors of response, that diminished with time. Hence, when applying upfront dose intensification, clinicians should consider continuing intensified dosing to sustain early pharmacokinetic advantages based on predictors of (non)response.


Subject(s)
Crohn Disease , Humans , Infliximab/therapeutic use , Crohn Disease/drug therapy , Gastrointestinal Agents/therapeutic use , Cohort Studies , Prospective Studies , Treatment Outcome
9.
Dig Dis Sci ; 68(3): 889-896, 2023 03.
Article in English | MEDLINE | ID: mdl-35687221

ABSTRACT

BACKGROUND: The thiopurine medications are well established in the treatment of inflammatory bowel disease (IBD). There is significant variation in levels of toxic and therapeutic metabolites. Current data from small or short-term studies support therapeutic drug monitoring (TDM) in assessing azathioprine (AZA) and 6-mercaptopurine (6MP). TDM of thiopurines involves measurement and interpretation of metabolites 6-TGN and 6-MMPR. AIMS: This study aimed to assess long-cterm outcomes of patients on thiopurines following therapeutic drug monitoring. METHODS: A multicenter retrospective observational study of outcomes post thiopurine TDM was conducted. Demographics, disease characteristics, physician global assessment, IBD therapy at baseline TDM and again at 12 months were collected. Clinical outcomes were analyzed according to TDM result, and indication for TDM including proactive and other indications. RESULTS: The study included 541 patients. Only 39% of patients had appropriate dosing of thiopurines. AZA/6MP TDM informed a management change in 61.9%, and enabled 88.8% of the cohort to continue AZA/6MP following TDM. At 12 months following TDM the majority (74.1%) of the cohort remained on AZA/6MP. Clinical remission was higher at 12-months following thiopurines TDM (68%) compared to baseline (37%), including proactive TDM. Post TDM, 13.0% of patients were identified as shunters and commenced on thiopurine-allopurinol co-therapy. CONCLUSION: Thiopurine TDM resulted in a change in management for the majority of patients. Post TDM significantly more patients were in remission. TDM allowed the identification of non-adherence and shunters who, without intervention, would not reach therapeutic drug levels. Proactive TDM allowed identification and management of inappropriate dosing, and was associated with increased levels of clinical remission.


Subject(s)
Azathioprine , Inflammatory Bowel Diseases , Humans , Azathioprine/adverse effects , Mercaptopurine/adverse effects , Inflammatory Bowel Diseases/diagnosis , Inflammatory Bowel Diseases/drug therapy , Inflammatory Bowel Diseases/chemically induced , Retrospective Studies , Methylthioinosine/therapeutic use , Immunosuppressive Agents/adverse effects
10.
JGH Open ; 7(12): 966-973, 2023 Dec.
Article in English | MEDLINE | ID: mdl-38162838

ABSTRACT

Background and Aim: Capsule endoscopy allows the direct visualization of the small bowel. We examined the diagnostic utility of a new modality, namely panenteric Crohn's capsule endoscopy (CE), in detecting active small-bowel Crohn's disease (CD) in those with normal magnetic resonance enterography (MRE). Methods: We prospectively recruited patients with a diagnosis of CD or suspected small-bowel CD in whom the MRE was normal. Inclusion criteria included abdominal symptoms and abnormal serum or fecal biomarkers. The primary outcome was the detection of active small-bowel CD (measured through the Lewis score [LS]). Secondary outcomes included change in Montreal classification for those with a pre-existing CD diagnosis, change in medical therapy, clinical activity, and biomarkers at baseline and 6 months, and quality-of-life measures. Results: A total of 22 patients with a diagnosis of CD or suspected new diagnosis were recruited, with CE complete to the caecum in 21 and 18/21 (86%) showing evidence of active small-bowel CD (LS > 135). Of the patients with a pre-existing diagnosis of CD, 9/11 (82%) had a change in Montreal classification. At 6 months following CE, 17/18 (94%) had clinician-directed change in therapy. This correlated with an improvement in the quality of life (P < 0.05 as per the Short Inflammatory Bowel Disease Questionnaire), a reduction in the Harvey Bradshaw index (median: 7-4, P < 0.001), and favorable CRP and albumin response. Conclusion: Crohn's CE is a useful diagnostic test for assessing active small-bowel CD when imaging is normal but clinical suspicion is high. Crohn's CE should be integrated into the diagnostic algorithm for small-bowel CD.

11.
Diagnostics (Basel) ; 12(10)2022 Oct 19.
Article in English | MEDLINE | ID: mdl-36292222

ABSTRACT

Magnetic resonance enterography (MRE) is one of the most highly utilised tools in the assessment of patients with small bowel Crohn's disease (CD). As a non-invasive modality, it has both patient and procedure-related advantages over ileocolonoscopy which is the current gold standard for Crohn's disease activity assessment. MRE relies upon high-quality images to ensure accurate disease activity assessment; however, few studies have explored the impact of image quality on the accuracy of small bowel CD activity assessment. Bowel distension and motion artifacts are two key imaging parameters that impact the quality of images obtained through MRE. Multiple strategies have been employed to both minimise the effects of motion artifacts and improve bowel distension. This review discusses the definitions of bowel distension and motion artifacts within the literature with a particular focus on current strategies to improve bowel distension and limit motion artifacts in MRE.

12.
BioDrugs ; 36(5): 639-644, 2022 Sep.
Article in English | MEDLINE | ID: mdl-35960446

ABSTRACT

BACKGROUND: Despite growing awareness of the nocebo effect, few studies have evaluated the nocebo effect using combined assessment of patient-reported outcome measures (PROMs), clinical indices, and objective biomarkers in inflammatory bowel disease (IBD) patients switching from originator to biosimilar medicines. OBJECTIVE: This study aimed to compare these outcomes across switch and non-switch cohorts to evaluate the nocebo effect in patients with IBD. METHODS: Parallel cohorts of IBD patients who (1) switched from originator to biosimilar (CT-P13) infliximab and (2) continued biosimilar (CT-P13) infliximab were evaluated over 32 weeks. Clinical disease activity, objective biomarkers and PROMs were assessed at baseline, and weeks 16 and 32 across both cohorts. The PROM of interest was patient-perceived disease activity evaluated using a 0-100 visual analogue scale (VAS) per the IBD-Control Questionnaire. RESULTS: Of 81 patients, 47 switched from originator to biosimilar (CT-P13) infliximab. A negative change from baseline patient-reported disease control was observed across the switch cohort compared with the non-switch cohort at week 16 (mean VAS - 8.21 vs. 1.26; p = 0.03), but not at week 32 (mean VAS - 1.21 vs. 1.38; p = 0.58). Corresponding clinical and objective biomarker assessments over these timepoints were comparable across both cohorts. CONCLUSION: This study demonstrated a temporary yet discernible nocebo effect in the first 16 weeks following non-medical switching that was not sustained at week 32. Negative patient perceptions may be overcome by a patient-inclusive approach to non-medical switching in conjunction with close clinical follow-up and disease monitoring.


Subject(s)
Biosimilar Pharmaceuticals , Crohn Disease , Inflammatory Bowel Diseases , Biomarkers , Biosimilar Pharmaceuticals/therapeutic use , Chronic Disease , Crohn Disease/drug therapy , Drug Substitution , Humans , Inflammatory Bowel Diseases/drug therapy , Infliximab/therapeutic use , Nocebo Effect , Treatment Outcome
13.
Therap Adv Gastroenterol ; 15: 17562848211070940, 2022.
Article in English | MEDLINE | ID: mdl-35126667

ABSTRACT

INTRODUCTION: Anti-tumor necrosis factor (TNF) dose intensification represents an effective method of overcoming secondary loss of response (LOR); however, a subset of patients may not respond (tertiary non-response), or fail to demonstrate durable response (tertiary LOR) to intensified dosing. This systematic review and meta-analysis aimed to evaluate these outcomes to determine the clinical effectiveness of empiric dose intensification in Crohn's disease. METHODS: Multiple databases including MEDLINE and EMBASE were interrogated to identify studies that reported outcomes following anti-TNF dose intensification to address secondary LOR in Crohn's disease. Studies that used anti-TNF levels as the primary basis for dose intensification were excluded. Studies that reported (1) tertiary response and tertiary non-response within 6 months or (2) tertiary response and tertiary LOR beyond 6 months, were pooled using a random effects model with risk ratio (RR) derived, quantifying the effect of each comparison. RESULTS: Twenty-six studies reported outcomes following anti-TNF dose intensification to address secondary LOR. Short-term response within 12 weeks of any dose-intensification strategy was 33-90%, while sustained response (⩾48 weeks) was achieved in 25-85%. Tertiary non-response occurred in up to 45% of intensified patients within 6 months of anti-TNF dose intensification, while tertiary LOR beyond 6 months occurred in up to 64% of patients. Tertiary response was more likely than tertiary non-response within 6 months (RR 2.58, 95% CI (1.76, 3.79), I 2 = 82%, 12 studies), while sustained response beyond 6 months compared to tertiary LOR (RR 1.10 (0.75, 1.61) I 2 = 85%, 7 studies) was less convincing. CONCLUSION: Although anti-TNF dose intensification is clinically effective in patients with Crohn's disease, particularly within the first 6 months, a proportion of patients will fail to demonstrate short-term and/or sustained clinical response. Hence, clinical reassessment following anti-TNF dose intensification, particularly beyond 6 months, remains important to differentiate between effective and ineffective dose-intensification strategies.

14.
Intest Res ; 20(1): 101-113, 2022 Jan.
Article in English | MEDLINE | ID: mdl-33902267

ABSTRACT

BACKGROUND/AIMS: The residual risk of colectomy after infliximab salvage in steroid-refractory acute severe ulcerative colitis (ASUC) is required to inform the need for subsequent maintenance biologic therapy. The aim of this study was to determine the dynamic response of common serum biomarkers to infliximab salvage and assess their utility in predicting subsequent colectomy. METHODS: A retrospective single-center cohort study was conducted on all patients who received infliximab salvage for steroid-refractory ASUC between January 1, 2010, and July 31, 2019. Biomarkers were assessed on admission and days 1 and 3 post infliximab, and included C-reactive protein (CRP)-albumin-ratio (CAR), CRP-lymphocyte-ratio (CLR), platelet-lymphocyte-ratio (PLR) and neutrophil-lymphocyte-ratio (NLR). RESULTS: Of 94 patients (median age, 35 years; 67% of male), 20% required colectomy at 12 months. Biomarkers on day 3 post-infliximab best differentiated nonresponders, who had higher CRP, lower albumin and lower lymphocyte count (each P< 0.05). Day 3 predictive performance (area under the curve) for 12-month colectomy was best for CAR (0.871) and CLR (0.874), which were similar to Lindgren (0.829; P> 0.05) but superior to Mayo (0.726), partial Mayo (0.719), PLR (0.719), Ho index (0.714), NLR (0.675), Travis score (0.657) and endoscopic Mayo (0.609) (each P< 0.05). A day 3 CAR cutoff of 0.47 mg/g had 79% sensitivity, 80% specificity, 94% negative predictive value (NPV) to predict colectomy; while a day 3 CLR cutoff of 6.0 mg/109 had 84% sensitivity, 84% specificity, 96% NPV. CONCLUSIONS: CAR and CLR measured on day 3 post infliximab salvage for steroid-refractory ASUC represent simple and routinely performed biomarkers that appear to be strong predictors of colectomy. Prospective studies are required to confirm the utility of these predictive scores.

16.
Clin Gastroenterol Hepatol ; 20(6): 1306-1314, 2022 06.
Article in English | MEDLINE | ID: mdl-34389484

ABSTRACT

BACKGROUND & AIMS: Higher anti-tumor necrosis factor-α (TNF) drug levels are associated with improved clinical healing of Crohn's perianal fistulas. It is unclear whether this leads to improved healing on radiologic assessment. We aimed to evaluate the association between anti-TNF drug levels and radiologic outcomes in perianal fistulising Crohn's disease. METHODS: A cross-sectional retrospective multicenter study was undertaken. Patients with perianal fistulising Crohn's disease on maintenance infliximab or adalimumab, with drug levels within 6 months of perianal magnetic resonance imaging were included. Patients receiving dose changes or fistula surgery between drug level and imaging were excluded. Radiologic disease activity was scored using the Van Assche Index, with an inflammatory subscore calculated using indices: T2-weighted imaging hyperintensity, collections >3 mm diameter, rectal wall involvement. Primary endpoint was radiologic healing (inflammatory subscore ≤6). Secondary endpoint was radiologic remission (inflammatory subscore = 0). RESULTS: Of 193 patients (infliximab, n = 117; adalimumab, n = 76), patients with radiologic healing had higher median drug levels compared with those with active disease (infliximab 6.0 vs 3.9 µg/mL; adalimumab 9.1 vs 6.2 µg/mL; both P < .05). Patients with radiologic remission also had higher median drug levels compared with those with active disease (infliximab 7.4 vs 3.9 µg/mL; P < .05; adalimumab 9.8 vs 6.2 µg/mL; P = .07). There was a significant incremental reduction in median inflammatory subscores with higher anti-TNF drug level tertiles. CONCLUSIONS: Higher anti-TNF drug levels were associated with improved radiologic outcomes on magnetic resonance imaging in perianal fistulising Crohn's disease, with an incremental improvement at higher drug level tertiles for both infliximab and adalimumab.


Subject(s)
Crohn Disease , Rectal Fistula , Adalimumab/therapeutic use , Crohn Disease/complications , Crohn Disease/diagnostic imaging , Crohn Disease/drug therapy , Cross-Sectional Studies , Humans , Infliximab/therapeutic use , Rectal Fistula/diagnostic imaging , Rectal Fistula/drug therapy , Retrospective Studies , Treatment Outcome , Tumor Necrosis Factor Inhibitors , Tumor Necrosis Factor-alpha
18.
World J Gastroenterol ; 27(38): 6476-6488, 2021 Oct 14.
Article in English | MEDLINE | ID: mdl-34720536

ABSTRACT

BACKGROUND: Traditional methods of developing predictive models in inflammatory bowel diseases (IBD) rely on using statistical regression approaches to deriving clinical scores such as the Crohn's disease (CD) activity index. However, traditional approaches are unable to take advantage of more complex data structures such as repeated measurements. Deep learning methods have the potential ability to automatically find and learn complex, hidden relationships between predictive markers and outcomes, but their application to clinical prediction in CD and IBD has not been explored previously. AIM: To determine and compare the utility of deep learning with conventional algorithms in predicting response to anti-tumor necrosis factor (anti-TNF) therapy in CD. METHODS: This was a retrospective single-center cohort study of all CD patients who commenced anti-TNF therapy (either adalimumab or infliximab) from January 1, 2010 to December 31, 2015. Remission was defined as a C-reactive protein (CRP) < 5 mg/L at 12 mo after anti-TNF commencement. Three supervised learning algorithms were compared: (1) A conventional statistical learning algorithm using multivariable logistic regression on baseline data only; (2) A deep learning algorithm using a feed-forward artificial neural network on baseline data only; and (3) A deep learning algorithm using a recurrent neural network on repeated data. Predictive performance was assessed using area under the receiver operator characteristic curve (AUC) after 10× repeated 5-fold cross-validation. RESULTS: A total of 146 patients were included (median age 36 years, 48% male). Concomitant therapy at anti-TNF commencement included thiopurines (68%), methotrexate (18%), corticosteroids (44%) and aminosalicylates (33%). After 12 mo, 64% had CRP < 5 mg/L. The conventional learning algorithm selected the following baseline variables for the predictive model: Complex disease behavior, albumin, monocytes, lymphocytes, mean corpuscular hemoglobin concentration and gamma-glutamyl transferase, and had a cross-validated AUC of 0.659, 95% confidence interval (CI): 0.562-0.756. A feed-forward artificial neural network using only baseline data demonstrated an AUC of 0.710 (95%CI: 0.622-0.799; P = 0.25 vs conventional). A recurrent neural network using repeated biomarker measurements demonstrated significantly higher AUC compared to the conventional algorithm (0.754, 95%CI: 0.674-0.834; P = 0.036). CONCLUSION: Deep learning methods are feasible and have the potential for stronger predictive performance compared to conventional model building methods when applied to predicting remission after anti-TNF therapy in CD.


Subject(s)
Crohn Disease , Deep Learning , Adalimumab , Adult , Algorithms , Cohort Studies , Crohn Disease/diagnosis , Crohn Disease/drug therapy , Female , Humans , Infliximab , Male , Retrospective Studies , Tumor Necrosis Factor Inhibitors
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