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Zhang N, Liu C, Steiner SJ, Colletti RB, Baldassano R, Chen S, Cohen S, Kappelman MD, Saeed S, Conklin LS, Strauss R, Volger S, King E, Lo KH. Using multiple imputation of real-world data to estimate clinical remission in pediatric inflammatory bowel disease. J Comp Eff Res 2023; 12:e220136. [PMID: 36799351 PMCID: PMC10402781 DOI: 10.57264/cer-2022-0136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Accepted: 01/30/2023] [Indexed: 02/18/2023] Open
Abstract
Aim: To evaluate the performance of the multiple imputation (MI) method for estimating clinical effectiveness in pediatric Crohn's disease in the ImproveCareNow registry; to address the analytical challenge of missing data. Materials & methods: Simulation studies were performed by creating missing datasets based on fully observed data from patients with moderate-to-severe Crohn's disease treated with non-ustekinumab biologics. MI was used to impute sPCDAI remission statuses in each simulated dataset. Results: The true remission rate (75.1% [95% CI: 72.6%, 77.5%]) was underestimated without imputation (72.6% [71.8%, 73.3%]). With MI, the estimate was 74.8% (74.4%, 75.2%). Conclusion: MI reduced nonresponse bias and improved the validity, reliability, and efficiency of real-world registry data to estimate remission rate in pediatric patients with Crohn's disease.
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Affiliation(s)
- Nanhua Zhang
- Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- University of Cincinnati, Cincinnati, OH 45229, USA
| | - Chunyan Liu
- Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Steven J Steiner
- Riley Hospital for Children/Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Richard B Colletti
- University of Vermont College of Medicine, Department of Pediatrics, Burlington, VT 05405, USA
| | - Robert Baldassano
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Shiran Chen
- Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
| | - Stanley Cohen
- GI Care For Kids, Atlanta, GA 30342, USA
- Morehouse School of Medicine, Atlanta, GA 30310, USA
| | | | - Shehzad Saeed
- Dayton Children's Hospital/Wright State University, Dayton, OH 45404, USA
| | - Laurie S Conklin
- Janssen Research & Development, LLC, Spring House, PA 19477, USA
| | - Richard Strauss
- Janssen Research & Development, LLC, Spring House, PA 19477, USA
| | - Sheri Volger
- Janssen Research & Development, LLC, Spring House, PA 19477, USA
| | - Eileen King
- Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229, USA
- University of Cincinnati, Cincinnati, OH 45229, USA
| | - Kim Hung Lo
- Janssen Research & Development, LLC, Spring House, PA 19477, USA
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de Laffolie J, Zimmer KP, Sohrabi K, Hauer AC. Running Behind "POPO"-Impact of Predictors of Poor Outcome for Treatment Stratification in Pediatric Crohn's Disease. Front Med (Lausanne) 2021; 8:644003. [PMID: 34513855 PMCID: PMC8430211 DOI: 10.3389/fmed.2021.644003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Accepted: 08/05/2021] [Indexed: 11/25/2022] Open
Abstract
Background and Aims: Intensifying therapy for Paediatric Crohn's Disease (CD) by early use of immunomodulators and biologics has been proposed for cases in which predictors of poor outcome (POPO) were present. We investigated therapy stratifying potential comparing POPO-positive and -negative CD patients from CEDATA-GPGE®, a German-Austrian Registry for Paediatric Inflammatory Bowel disease. Methods: CD patients (1–18 years) registered in CEDATA-GPGE® (2004–2018) within 3 months of diagnosis and at least two follow-up visits were included. Disease course and treatments over time were analysed regarding positivity of POPO criteria and test statistical properties. Results: 709/1084 patients included had at least one POPO criterion (65.4%): 177 patients (16.3%) had persistent disease (POPO2), 581 (53.6%) extensive disease (POPO3), 21 (1.9%) severe growth retardation POPO4, 47 (4.3%) stricturing/penetrating disease (POPO6) and 122 (11.3%) perianal disease (POPO7). Patients with persistent disease differed significantly in lack of sustained remission >1 year (Odd Ratio (OR) 1.49 [1.07–2.07], p = 0.02), patients with initial growth failure in growth failure at end of observation (OR 51.16 [19.89–131.62], p < 0.0001), patients with stricturing and penetrating disease as well as perianal disease in need for surgery (OR 17.76 [9.39–33.58], p < 0.001; OR 2.56 [1.58–4.15], p < 0.001, respectively). Positive Predictive Value for lack of sustained remission was >60% for patients with initial growth failure, persistent or stricturing/penetrating disease. Conclusion: Predictors of poor outcome with complicated courses of disease were common in CEDATA-GPGE®. An early intensified approach for paediatric CD patients with POPO-positivity (POPO2-4, 6-7) should be considered, because they have an increased risk to fare poorly.
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Affiliation(s)
- Jan de Laffolie
- Department of General Pediatrics and Neonatology, Pediatric Gastroenterology, University of Giessen, Giessen, Germany
| | - Klaus-Peter Zimmer
- Department of General Pediatrics and Neonatology, Pediatric Gastroenterology, University of Giessen, Giessen, Germany
| | - Keywan Sohrabi
- Department Medical IT, Technical University Giessen, Giessen, Germany
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Elmentaite R, Ross ADB, Roberts K, James KR, Ortmann D, Gomes T, Nayak K, Tuck L, Pritchard S, Bayraktar OA, Heuschkel R, Vallier L, Teichmann SA, Zilbauer M. Single-Cell Sequencing of Developing Human Gut Reveals Transcriptional Links to Childhood Crohn's Disease. Dev Cell 2020; 55:771-783.e5. [PMID: 33290721 PMCID: PMC7762816 DOI: 10.1016/j.devcel.2020.11.010] [Citation(s) in RCA: 129] [Impact Index Per Article: 32.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 09/04/2020] [Accepted: 11/06/2020] [Indexed: 02/07/2023]
Abstract
Human gut development requires the orchestrated interaction of differentiating cell types. Here, we generate an in-depth single-cell map of the developing human intestine at 6–10 weeks post-conception. Our analysis reveals the transcriptional profile of cycling epithelial precursor cells; distinct from LGR5-expressing cells. We propose that these cells may contribute to differentiated cell subsets via the generation of LGR5-expressing stem cells and receive signals from surrounding mesenchymal cells. Furthermore, we draw parallels between the transcriptomes of ex vivo tissues and in vitro fetal organoids, revealing the maturation of organoid cultures in a dish. Lastly, we compare scRNA-seq profiles from pediatric Crohn’s disease epithelium alongside matched healthy controls to reveal disease-associated changes in the epithelial composition. Contrasting these with the fetal profiles reveals the re-activation of fetal transcription factors in Crohn’s disease. Our study provides a resource available at www.gutcellatlas.org, and underscores the importance of unraveling fetal development in understanding disease. Single-cell RNA-seq map of the developing and pediatric human intestine Cycling BEX5+ epithelial precursors are distinct from adult LGR5+ stem cells Human fetal intestinal organoids mature in culture Fetal transcription factors are reactivated in the Crohn’s disease epithelium
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Affiliation(s)
- Rasa Elmentaite
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | - Alexander D B Ross
- Wellcome Trust, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge CB2 0SZ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK; Department of Paediatrics, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Kenny Roberts
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | - Kylie R James
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | - Daniel Ortmann
- Wellcome Trust, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge CB2 0SZ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Tomás Gomes
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | - Komal Nayak
- Department of Paediatrics, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Liz Tuck
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | - Sophie Pritchard
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK
| | | | - Robert Heuschkel
- Department of Paediatric Gastroenterology, Hepatology and Nutrition, Cambridge University Hospitals Trust, Cambridge CB2 0QQ, UK
| | - Ludovic Vallier
- Wellcome Trust, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge CB2 0SZ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Sarah A Teichmann
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton CB10 1SA, UK; Theory of Condensed Matter, Cavendish Laboratory, Department of Physics, University of Cambridge, Cambridge CB3 0HE, UK; European Molecular Biology Laboratory, European Bioinformatics Institute (EBI), Wellcome Genome Campus, Hinxton CB10 1SA, UK.
| | - Matthias Zilbauer
- Wellcome Trust, MRC Cambridge Stem Cell Institute, University of Cambridge, Cambridge CB2 0SZ, UK; Department of Paediatrics, University of Cambridge, Cambridge CB2 0QQ, UK; Department of Paediatric Gastroenterology, Hepatology and Nutrition, Cambridge University Hospitals Trust, Cambridge CB2 0QQ, UK.
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Tang WJ, Shi P, Zheng CF, Shi JR, Qiu XX, Wang SN, Huang Y. Special clinical characteristics and outcomes in Chinese pediatric patients with early-onset Crohn's disease. J Dig Dis 2019; 20:539-546. [PMID: 31347264 DOI: 10.1111/1751-2980.12803] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Revised: 07/13/2019] [Accepted: 07/23/2019] [Indexed: 12/11/2022]
Abstract
OBJECTIVE To study the clinical and nutritional characteristics of early-onset Crohn's disease (EO-CD) in China. METHODS Patients were defined as having EO-CD (age at diagnosis <10 y) or late-onset Crohn's disease (LO-CD; age at diagnosis of 10-17 y). Their characteristics, clinical, and nutritional data were collected at baseline and at each follow-up visit. Statistical analyses were used to compare differences in both groups. RESULTS From July 1993 to February 2017, of the 137 children enrolled, 68 (49.6%) had EO-CD and 69 (50.4%) had LO-CD. More patients with EO-CD than those with LO-CD presented with diarrhea, hematochezia, growth delay, anemia and skin disease, and had higher pediatric Crohn's disease activity index scores at diagnosis (all P < 0.05). Fewer patients with EO-CD achieved their first remission (42.6% vs 76.8%, P < 0.0001) during follow-up. Patients with EO-CD required a longer treatment time to reach remission (P = 0.0049) and had a higher mortality rate (P = 0.0133), as well as lower height and weight percentiles (P = 0.0200 and 0.0288, respectively), hemoglobin (P = 0.0185) and albumin levels (P = 0.0002), zinc (P = 0.0024) and iron (P = 0.0110) concentrations in blood at diagnosis. CONCLUSION The EO-CD group had worse clinical outcomes and nutritional status than the LO-CD group.
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Affiliation(s)
- Wen Juan Tang
- Department of Gastroenterology, Pediatric Inflammatory Bowel Disease Research Center, Children's Hospital of Fudan University, Shanghai, China
| | - Peng Shi
- Medical Statistics Department, Children's Hospital of Fudan University, Shanghai, China
| | - Cui Fang Zheng
- Department of Gastroenterology, Pediatric Inflammatory Bowel Disease Research Center, Children's Hospital of Fudan University, Shanghai, China
| | - Jie Ru Shi
- Department of Gastroenterology, Pediatric Inflammatory Bowel Disease Research Center, Children's Hospital of Fudan University, Shanghai, China
| | - Xiao Xia Qiu
- Department of Gastroenterology, Pediatric Inflammatory Bowel Disease Research Center, Children's Hospital of Fudan University, Shanghai, China
| | - Sheng Nan Wang
- Department of Gastroenterology, Pediatric Inflammatory Bowel Disease Research Center, Children's Hospital of Fudan University, Shanghai, China
| | - Ying Huang
- Department of Gastroenterology, Pediatric Inflammatory Bowel Disease Research Center, Children's Hospital of Fudan University, Shanghai, China
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Hakim A, Alexakis C, Pilcher J, Tzias D, Mitton S, Paul T, Saxena S, Pollok R, Kumar S. Comparison of small intestinal contrast ultrasound with magnetic resonance enterography in pediatric Crohn's disease. JGH Open 2019; 4:126-131. [PMID: 32280754 PMCID: PMC7144762 DOI: 10.1002/jgh3.12228] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Revised: 05/29/2019] [Accepted: 06/30/2019] [Indexed: 12/23/2022]
Abstract
Aim To compare the diagnostic yield of small intestinal contrast ultrasonography (SICUS) with magnetic resonance enterography (MRE) in routine clinical practice in a cohort of pediatric patients investigated for Crohn's disease (CD) attending a UK tertiary center. Methods and Results Patients with suspected or established CD who underwent SICUS were identified retrospectively. SICUS was compared to conventional transabdominal ultrasound (TUS), ileocolonoscopy (IC), and MRE. The accuracy and agreement of SICUS in detecting small bowel lesions and CD-related complications were assessed using kappa (κ) coefficient statistics. A total of 93 patients (median age 15 years, range 2-17, 49 male) underwent SICUS; 58 had suspected and 35 had established CD. In suspected CD, sensitivity and specificity of SICUS in detecting CD small bowel lesions were 81.8 and 100% and for TUS 85.7 and 87.5%, respectively. In established CD, sensitivity and specificity of SICUS were 98.7 and 100% and TUS 80 and 100%, respectively. Agreement between SICUS and IC was substantial for the presence of lesions (κ = 0.73) but fair in TUS (κ = 0.31). Agreement between SICUS and IC was almost perfect for detecting strictures (κ = 0.84), with a sensitivity of 100% and specificity of 97.6%. When comparing SICUS and TUS with MRE, agreement for the presence of lesions was substantial (κ = 0.63) and moderate (κ = 0.53), respectively. Agreement between SICUS and MRE was substantial for detecting strictures (κ = 0.77) and dilatation (κ = 0.68). Conclusions SICUS offers a radiation-free alternative for assessing pediatric small bowel CD, with diagnostic accuracy that is comparable to MRE and IC, supporting its wider use in routine practice.
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Affiliation(s)
| | - Christopher Alexakis
- Department of Gastroenterology St George's University Hospitals NHS Foundation Trust London UK
| | - James Pilcher
- Department of Radiology St George's University Hospitals NHS Foundation Trust London UK
| | - Demitrios Tzias
- Department of Radiology St George's University Hospitals NHS Foundation Trust London UK
| | - Sally Mitton
- Department of Paediatric Gastroenterology St George's University Hospitals NHS Foundation Trust London UK
| | - Thankam Paul
- Department of Paediatric Gastroenterology St George's University Hospitals NHS Foundation Trust London UK
| | - Sonia Saxena
- Child Health Unit, School of Public Health Imperial College London London UK
| | - Richard Pollok
- Medical School St George's Hospital London UK.,Department of Gastroenterology St George's University Hospitals NHS Foundation Trust London UK
| | - Shankar Kumar
- Centre for Medical Imaging University College London London UK
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Ong C, Aw MM, Liwanag MJ, Quak SH, Phua KB. Rapid rise in the incidence and clinical characteristics of pediatric inflammatory bowel disease in a South-East Asian cohort in Singapore, 1994-2015. J Dig Dis 2018; 19:395-403. [PMID: 29927059 DOI: 10.1111/1751-2980.12641] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Revised: 06/09/2018] [Accepted: 06/19/2018] [Indexed: 12/11/2022]
Abstract
OBJECTIVES Epidemiological studies on pediatric-onset inflammatory bowel disease (PIBD) are scarce in South-East Asia (SEA). This study aimed to evaluate the incidence trend and clinical characteristics of PIBD in a SEA cohort in Singapore over 22 years (1994-2015). METHODS Case records of PIBD ≤18 years from the only two tertiary pediatric hospitals in Singapore were reviewed. The mean annual incidence (MAI) of PIBD was calculated based on Singapore's age-specific population data. RESULTS Overall MAI of PIBD was 1.26 per 100 000 (95% confidence interval [CI] 0.56-1.96). During the first decade (1994-2004) MAI was 0.23 per 100 000 (95% CI 0.08-0.39); this rose almost 10-fold to 2.28 per 100 000 (95% CI 1.15-3.41) during the second decade (2005-2015). Linear regression analysis showed significant increase in MAI over the 22-year period (r = 0.826, P < 0001). Of the 228 patients, 61.0% had Crohn's disease (CD), 30.3% ulcerative colitis and 8.7% IBD-unclassified, with a mdian age at diagnosis of 10.47 years and a male predominance (58.3%); 37.7% of them aged <10 years at diagnosis and 17.5% were very early-onset IBD. In CD, 27.3% had stricturing and/or penetrating disease and 21.6% were with perianal disease. Indians had a disproportionately high representation while positive family history was rare (1.3%). CONCLUSIONS Although PIBD is uncommon in Singapore, its incidence has risen dramatically over recent decades. A younger age of disease onset and higher proportions of perianal and stricturing/penetrating diseases suggest more aggressive disease than in Western data.
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Affiliation(s)
- Christina Ong
- Pediatric Gastroenterology, Department of Pediatrics, KK Women's and Children's Hospital, Singapore
| | - Marion M Aw
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Khoo Teck Puat-National University Children's Medical Institute, National University Health System, Singapore
| | - Maria J Liwanag
- Pediatric Gastroenterology, Department of Pediatrics, KK Women's and Children's Hospital, Singapore
| | - Seng H Quak
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Khoo Teck Puat-National University Children's Medical Institute, National University Health System, Singapore
| | - Kong B Phua
- Pediatric Gastroenterology, Department of Pediatrics, KK Women's and Children's Hospital, Singapore
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Abstract
Adalimumab, a human monoclonal antibody to tumor necrosis factor alpha (TNF-α), was initially approved for the treatment of moderate to severe rheumatoid arthritis in 2002. In the subsequent years, its anti-inflammatory properties were applied to the treatment of psoriatic arthritis, ankylosing spondylitis, adult Crohn's disease (CD), plaque psoriasis, polyarticular juvenile idiopathic arthritis, adult ulcerative colitis and most recently in 2014, pediatric CD. The biologic era in pediatric CD has changed and redefined the therapeutic approach to this challenging lifelong disease. This article summarizes the clinical legacy of adalimumab with a focus on its most recent expanded indication, pediatric CD.
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Affiliation(s)
- Ashish S Patel
- UT Southwestern Medical Center, Southwestern Center for Pediatric IBD, Children's Medical Center of Dallas, TX 75235, USA
| | - Lisbet D Suarez
- Department of Internal Medicine, Overlook Medical Center, Summit, NJ 07901, USA
| | - Joel R Rosh
- Pediatric Gastroenterology, Clinical Development & Research Affairs, Goryeb Children's Hospital/Atlantic Health, 100 Madison Avenue, Morristown, NJ 07962, USA
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