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Zhu J, Zhu N, Wang J, Liu Q, Mei Q. Monocyte CD36 Expression Predicts Disease Activity in Patients With Crohn's Disease. Gastroenterol Res Pract 2024; 2024:9202686. [PMID: 39524404 PMCID: PMC11548947 DOI: 10.1155/2024/9202686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Revised: 09/04/2024] [Accepted: 10/15/2024] [Indexed: 11/16/2024] Open
Abstract
Background: Crohn's disease (CD) is a chronic intestinal inflammatory disease associated with genetic, environmental, and other unknown factors. Cluster of differentiation 36 (CD36) plays an important role in cancer, inflammation, and metabolic diseases. Although CD36 has recently been implicated in various diseases, its role in CD is still unclear. Methods: Blood samples were collected from patients with CD and healthy volunteers. Peripheral blood mononuclear cells (PBMCs) were isolated by density gradient centrifugation over Ficoll-Paque and labeled with monoclonal antibodies (CD14-APC and CD36-PE). Flow cytometer CytoFlex is used for analysis. Results: Twenty-nine patients with CD in remission, 42 patients with active CD, and 23 healthy volunteers were included in the study. Our results showed that the frequency of the CD14+CD36+ monocyte subset was increased in PBMCs from patients with active CD compared with patients in remission and healthy controls. However, CD36 on monocytes was lower in CD compared with the healthy controls. CD36 expression was decreased in patients with active CD compared with that of patients with CD in remission and healthy control subjects, but no difference was found between patients with CD in remission and healthy controls. Interestingly, we found negative correlations of CD36 with HBI, SES-CD, C-reactive protein, and neutrophil-to-lymphocyte ratio. Conclusions: These data indicate that monocyte CD36 associates with disease activity in CD and might be a potential biomarker for assessing the activity of CD.
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Affiliation(s)
- Jiejie Zhu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Provincial Key Laboratory of Digestive Disease, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Nannan Zhu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Provincial Key Laboratory of Digestive Disease, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Jiren Wang
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Provincial Key Laboratory of Digestive Disease, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Qiuyuan Liu
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Provincial Key Laboratory of Digestive Disease, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Qiao Mei
- Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Provincial Key Laboratory of Digestive Disease, The First Affiliated Hospital of Anhui Medical University, Hefei, China
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Deng W, Li ZY, Liu B. [Value of different endoscopic scoring methods in assessing disease activity in pediatric Crohn's disease]. ZHONGGUO DANG DAI ER KE ZA ZHI = CHINESE JOURNAL OF CONTEMPORARY PEDIATRICS 2024; 26:584-591. [PMID: 38926374 PMCID: PMC11562052 DOI: 10.7499/j.issn.1008-8830.2311103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 03/14/2024] [Indexed: 06/28/2024]
Abstract
OBJECTIVES To explore the value of different endoscopic scoring methods in assessing disease activity in pediatric Crohn's disease (CD). METHODS A total of 70 children diagnosed with CD at the Children's Hospital of Chongqing Medical University from January 2018 to January 2023 were included. Clinical disease activity was assessed using the Pediatric Crohn's Disease Activity Index (PCDAI), while different endoscopic scores were assigned based on endoscopic findings. Spearman rank correlation analysis was used to evaluate the correlation between each endoscopic scoring method and PCDAI as well as laboratory indicators. Kappa test was used to assess the consistency between colonoscopy/capsule endoscopy scoring methods and PCDAI in determining CD activity. Receiver operating characteristic curve analysis was performed to assess the diagnostic efficacy of laboratory indicators in predicting endoscopic activity. RESULTS The PCDAI score showed a moderate positive correlation with the scores of Crohn's Disease Endoscopic Index of Severity (CDEIS) (rs=0.696, P<0.01), Simple Endoscopic Score for Crohn's Disease (SES-CD) (rs=0.680, P<0.01), Lewis Score (rs=0.540, P<0.01), and Capsule Endoscopy-Crohn's Disease Index (CE-CD) (rs=0.502, P<0.01). The consistency between all endoscopic scoring methods and PCDAI in determining CD activity was poor (Kappa=0.069-0.226). Erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), hematocrit (HCT), and serum albumin (ALB) levels showed a moderate correlation with the PCDAI score and the scores of colonoscopy scoring methods (CDEIS and SES-CD) (|rs|=0.581-0.725, P<0.01), but a weak correlation with the scores of capsule scoring methods (P<0.05). ESR and CRP had higher area under the curve (AUC) values in predicting disease activity based on PCDAI, CDEIS, SES-CD, and Lewis Score compared to HCT and ALB (P<0.05). CONCLUSIONS CDEIS, SES-CD, Lewis Score, and CE-CD can be used to evaluate disease activity in pediatric CD, but they do not fully correspond with disease activity assessed by PCDAI. Elevated levels of ESR and CRP can predict clinical and endoscopic disease activity in children with CD.
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Affiliation(s)
- Wen Deng
- Department of Gastroenterology, Children's Hospital of Chongqing Medical University/National Clinical Research Center for Child Health and Disorders/Ministry of Education Key Laboratory of Child Development and Disorders/China International Science and Technology Cooperation Base of Child Development and Critical Disorders/Chonging Key Laboratory of Pediatrics, Chongqing 400014, China
| | - Zhong-Yue Li
- Department of Gastroenterology, Children's Hospital of Chongqing Medical University/National Clinical Research Center for Child Health and Disorders/Ministry of Education Key Laboratory of Child Development and Disorders/China International Science and Technology Cooperation Base of Child Development and Critical Disorders/Chonging Key Laboratory of Pediatrics, Chongqing 400014, China
| | - Bo Liu
- Department of Gastroenterology, Children's Hospital of Chongqing Medical University/National Clinical Research Center for Child Health and Disorders/Ministry of Education Key Laboratory of Child Development and Disorders/China International Science and Technology Cooperation Base of Child Development and Critical Disorders/Chonging Key Laboratory of Pediatrics, Chongqing 400014, China
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Angriman I, Degasperi S, Mescoli C, Lacognata C, Armellin C, Caruso A, Scognamiglio F, Fassan M, D'Incà R, Savarino E, Zingone F, Spolverato G, Pucciarelli S, Bardini R, Ruffolo C, Scarpa M. Leaving behind a diseased small bowel during surgery for Crohn's disease: Long-term outcomes. Surg Today 2024; 54:523-533. [PMID: 37882838 DOI: 10.1007/s00595-023-02759-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 09/04/2023] [Indexed: 10/27/2023]
Abstract
PURPOSES Stricture is a common complication of Crohn's disease (CD) and may be treated with bowel-sparing procedures. Our study analyzed what happens in terms of intestinal and systemic inflammation when the diseased bowel is left behind following surgery. METHODS In this retrospective study, we enrolled 42 consecutive patients who underwent strictureplasty (alone or with resection) for stricturing CD. Control patients who underwent complete diseased bowel resection were identified and propensity score-matched for the sex, age, and history of abdominal surgery. Biohumoral values were collected at follow-up examinations at 1, 6, and 12 months after surgery. Magnetic resonance imaging (MRI) was performed before and after strictureplasty in 19 patients. RESULTS In the strictureplasty group, fecal calprotectin levels were decreased at 12 months (p = 0.03), whereas in the resectiongroup, they were decreased at 6 months (p = 0.02). On MRI, the ADC [apparent diffusion coefficient] (p < 0.001), wall thickness (p = 0.046) and Magnetic Resonance Index of Activity (MaRIA) (p < 0.001) and Clermont (p < 0.001) scores were improved after strictureplasty. Surgical recurrence was more frequent in the strictureplasty group than in the resection group (p = 0.003). CONCLUSIONS Our retrospective study showed that even if the diseased bowel was left behind after surgery, the intestinal inflammatory activity still decreased. However, the permanence of the diseased bowel still increased the risk of reoperation, probably because of the fibrotic nature of the stenosis and the multifocality of CD.
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Affiliation(s)
- Imerio Angriman
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy
| | | | - Claudia Mescoli
- Pathology Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | | | - Claudia Armellin
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy
| | - Antonino Caruso
- Gastroenterology Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | - Federico Scognamiglio
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy
| | - Matteo Fassan
- Pathology Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | - Renata D'Incà
- Gastroenterology Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | - Edoardo Savarino
- Gastroenterology Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | - Fabiana Zingone
- Gastroenterology Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | - Gaya Spolverato
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy
| | - Salvatore Pucciarelli
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy
| | - Romeo Bardini
- Chirurgia Generale Unit, Azienda Ospedale Università di Padova, Padua, Italy
| | - Cesare Ruffolo
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy
| | - Marco Scarpa
- Chirurgia Generale 3 Unit, Azienda Ospedale Università di Padova, Via Giustiniani 2, 35128, Padua, Italy.
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Hu J, Huang Y, Jia R, Wang X, Wang Y. Absolute monocyte counts could predict disease activity and secondary loss of response of patients with Crohn's disease treated with anti-TNF-α drug. PLoS One 2024; 19:e0301797. [PMID: 38598519 PMCID: PMC11006187 DOI: 10.1371/journal.pone.0301797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 03/23/2024] [Indexed: 04/12/2024] Open
Abstract
BACKGROUND Assessing Crohn's disease (CD) activity is critical for monitoring disease progression. In CD, monocytes could release TNF-α. Thus, it is extremely important to study its role in the disease activity and loss of response to anti-TNF-α biologics. METHODS In this study, we collected CD patients treated with biologics from January 2017 to May 2022. Indicators associated with disease activity were evaluated by Spearman correlation analysis and Mann-Whitney U test. Specifically, logistic analyses were used to explore the predictors of primary nonresponse (PNR) and secondary loss of response (SLOR) within 1 year of anti-TNF-α agents. In addition, a nomogram was developed for therapeutic effect prediction. RESULTS 283 patients with CD were identified. Disease activity group, defined as CDAI equal to or greater than 150, had significant elevated absolute monocyte counts than disease remission group based on CDAI score (p = 0.019, Z = -2.354). Logistic analyses showed that absolute monocyte counts could be an independent predictor of 1-year SLOR of anti-TNF-α agents in CD patients (p = 0.013). A nomogram established based on gender, absolute monocyte counts, and hemoglobin could predict SLOR within 1 year of anti-TNF-α agents reliably. CONCLUSION The results of this study support the utility of absolute monocyte counts detecting disease activity and anti-TNF-α therapy effect in patients with CD.
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Affiliation(s)
- Jia Hu
- Department of Gastroenterology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
- Research Center of Digestive Disease, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yin Huang
- Department of Gastroenterology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
- Research Center of Digestive Disease, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Ruonan Jia
- Department of Gastroenterology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
- Research Center of Digestive Disease, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Xuehong Wang
- Department of Gastroenterology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
- Research Center of Digestive Disease, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yongjun Wang
- Department of Gastroenterology, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
- Research Center of Digestive Disease, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
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Vieujean S, Gillard R, Delanaye P, Seidel L, Bequet E, Salée C, Meuwis MA, Massot C, Pierre N, Meunier P, Cavalier E, Louis E. Matrix gla protein, a potential marker of tissue remodelling and physiological ageing of the gut in crohn's disease. Scand J Gastroenterol 2024; 59:296-303. [PMID: 38411457 DOI: 10.1080/00365521.2023.2286913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Revised: 11/09/2023] [Accepted: 11/19/2023] [Indexed: 02/28/2024]
Abstract
BACKGROUND The inactive dephosphorylated and uncarboxylated form of the matrix Gla protein (dp-ucMGP) has been shown to be increased in plasma of inflammatory bowel disease (IBD) patients. Our aim was to assess if the plasmatic level of dp-ucMGP could reflect disease endoscopic activity, presence of strictures and cumulative structural bowel damage in Crohn's disease (CD) patients. METHODS The plasmatic level of dp-ucMGP was measured in a monocentric cohort of prospectively recruited patients. The analysis was done by chemiluminescent immunoassay on blood samples collected the day of a planned ileocolonoscopy. In addition to classical clinical data (gender, age, body mass index (BMI), disease duration, current treatment), endoscopic data (disease location, Crohn's Disease Endoscopic Index of Severity (CDEIS), mucosal healing (MH), presence of 9 CD lesion types) and biological markers (faecal calprotectin and C-reactive protein (CRP)) were collected. The association between dp-ucMGP level and Lémann index was also investigated. Univariate linear regression was used to investigate the relationship between dp-ucMGP level and different parameters collected. RESULTS A total of 82 ileocolonoscopies and dp-ucMGP assays were performed in 75 CD patients (45 females; 37 ileocolonic, 19 ileal and 19 colonic diseases) between October 2012 and November 2019. A total of 24 patients (29.3%) showed MH. The dp-ucMGP levels were not associated with MH, CDEIS, faecal calprotectin or CRP levels. Plasmatic dp-ucMGP levels increased significantly with age (p = 0.0032), disease duration (p = 0.0033), corticosteroids use (p = 0.019) and tended to increase in patients with intestinal strictures (p = 0.086) but not with the Lémann index. CONCLUSION The significant increase of plasmatic dp-ucMGP levels with age, disease duration and the trend observed in patients with non-ulcerated strictures may suggest that this extracellular matrix protein could be a marker of tissue remodelling and physiological ageing of the gut.
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Affiliation(s)
- Sophie Vieujean
- Hepato-Gastroenterology and Digestive Oncology, University Hospital CHU of Liège, Liège, Belgium
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
| | - Romain Gillard
- Department of Radiology, University Hospital CHU of Liège, Liège, Belgium
| | - Pierre Delanaye
- Department of Dialysis-Nephrology-Transplantation, University Hospital CHU of Liège, Liège, Belgium
| | - Laurence Seidel
- Biostatistics and Medico-economic Information Department, University of Liège, Liège, Belgium
| | - Emeline Bequet
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
- Division of Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, Citadelle Hospital and University Hospital of Liège & University of Liège, Liège, Belgium
| | - Catherine Salée
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
| | - Marie-Alice Meuwis
- Hepato-Gastroenterology and Digestive Oncology, University Hospital CHU of Liège, Liège, Belgium
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
| | - Charlotte Massot
- Hepato-Gastroenterology and Digestive Oncology, University Hospital CHU of Liège, Liège, Belgium
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
| | - Nicolas Pierre
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
| | - Paul Meunier
- Department of Radiology, University Hospital CHU of Liège, Liège, Belgium
| | - Etienne Cavalier
- Department of Clinical Chemistry, University of Liège, Liège, Belgium
| | - Edouard Louis
- Hepato-Gastroenterology and Digestive Oncology, University Hospital CHU of Liège, Liège, Belgium
- Laboratory of Translational Gastroenterology, GIGA-Institute, Liège University, Liège, Belgium
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Martyniak A, Wędrychowicz A, Tomasik PJ. Endogenous Opioids in Crohn's Disease. Biomedicines 2023; 11:2037. [PMID: 37509676 PMCID: PMC10377721 DOI: 10.3390/biomedicines11072037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Revised: 07/16/2023] [Accepted: 07/18/2023] [Indexed: 07/30/2023] Open
Abstract
Caring for patients with Crohn's disease (CD) is a serious challenge in modern medicine. The increasing incidence of CD among adolescents and the severe course of the disease create the need for new methods of diagnosis and therapy. Endogenous opioids are a group of low molecular weight chemical compounds with analgesic and anti-inflammatory properties. Endorphins, enkephalins, and dynorphins may have potentially beneficial effects on the course of CD. Previous research data on this topic are inconsistent. Some authors have reported an increase in the concentration of leukocytes during the course of inflammatory bowel disease (IBD) while others have described a downward trend, explained by DPP-IV enzyme activity. Even fewer data are available on plasma endo-opioid level. There is also a lack of comprehensive studies that have assessed the endo-opioid system in patients with IBD. Therefore, the objective of this study was to measure the serum concentrations of human β-endorphin, human proenkephalin (A), and human big dynorphin in CD patients in the acute phase of the disease, during hospital treatment, and in the remission state. All determinations were performed using ELISA kits. The results of our study showed that the concentrations of all the tested endo-opioids, especially β-endorphin and proenkephalin (A), were reduced in adolescents with CD compared to those in the healthy control group, during the acute phase of the disease, and in the remission state. Modulation of the endogenous opioid system and the use of selective nonnarcotic agonists of opioid receptors seems to be promising goals in the future treatment of CD.
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Affiliation(s)
- Adrian Martyniak
- Department of Clinical Biochemistry, Pediatric Institute, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland
| | - Andrzej Wędrychowicz
- Department of Pediatrics, Gastroenterology and Nutrition, Pediatric Institute, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland
| | - Przemysław J Tomasik
- Department of Clinical Biochemistry, Pediatric Institute, Faculty of Medicine, Jagiellonian University Medical College, 30-663 Krakow, Poland
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Magro F, Estevinho MM, Catalano G, Patita M, Arroja B, Lago P, Rosa I, Tavares de Sousa H, Ministro P, Mocanu I, Vieira A, Castela J, Moleiro J, Roseira J, Cancela E, Sousa P, Portela F, Correia L, Moreira P, Santiago M, Dias S, Afonso J, Danese S, Peyrin-Biroulet L, Dias CC. How many biomarker measurements are needed to predict prognosis in Crohn's disease patients under infliximab?-A prospective study. United European Gastroenterol J 2023. [PMID: 37318072 DOI: 10.1002/ueg2.12420] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Accepted: 05/07/2023] [Indexed: 06/16/2023] Open
Abstract
BACKGROUND Timely stratification of Crohn's disease (CD) is essential for patients' management. The use of noninvasive accurate biomarkers is key to monitor treatment and to pursue mucosal healing, the ultimate treatment endpoint in CD. OBJECTIVE We aimed to evaluate the performance of readily available biomarkers and develop risk matrices to predict CD progression. METHODS Data from 289 CD patients receiving infliximab (IFX) maintenance therapy for 2 years was collected; those patients were included in DIRECT, a prospective multicenter observational study. Disease progression was evaluated using two composite outcomes incorporating clinical and drug-related factors, the first including IFX dose and/or frequency adjustments. Univariate and multivariable logistic regressions were used to calculate the odds ratios (OR) and to develop risk matrices. RESULTS The isolated presence of anemia at least once during follow-up was a significant predictor of disease progression (OR 2.436 and 3.396 [p ≤ 0.001] for composite outcomes 1 and 2, respectively) regardless of confounding factors. Isolated highly elevated C-reactive protein (CRP; >10.0 mg/L) and fecal calprotectin (FC; >500.0 μg/g) in at least one visit were also significant predictors, while milder elevations (3.1-10.0 mg/L and 250.1-500.0 μg/g) were only relevant when detected in at least two visits (consecutive or not). The combination of biomarkers in risk matrices had good ability to predict progression; patients simultaneously presenting anemia, highly elevated CRP and FC at least once had 42%-63% probability of achieving the composite outcomes. CONCLUSION The combined evaluation of hemoglobin, CRP, and FC in at least one time point and their incorporation into risk matrices seems to be the optimal strategy for CD management, as data from additional visits did not meaningfully influence the predictions and may delay decision-making.
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Affiliation(s)
- Fernando Magro
- Department of Biomedicine, Unit of Pharmacology and Therapeutics, Faculty of Medicine, University of Porto, Porto, Portugal
- Department of Gastroenterology, São João Hospital University Centre, Porto, Portugal
- Center for Health Technology and Services Research (CINTESIS), Porto, Portugal
- Unidade de Farmacologia Clínica, São João Hospital University Centre, Porto, Portugal
| | - Maria Manuela Estevinho
- Department of Biomedicine, Unit of Pharmacology and Therapeutics, Faculty of Medicine, University of Porto, Porto, Portugal
- Department of Gastroenterology, Vila Nova de Gaia Espinho Hospital Center, Vila Nova de Gaia, Portugal
| | - Gaia Catalano
- Department of Biomedicine, Unit of Pharmacology and Therapeutics, Faculty of Medicine, University of Porto, Porto, Portugal
| | - Marta Patita
- Department of Gastroenterology, Garcia da Orta Hospital, Almada, Portugal
| | - Bruno Arroja
- Department of Gastroenterology, Braga Hospital, Braga, Portugal
| | - Paula Lago
- Department of Gastroenterology, Porto Hospital University Centre, Porto, Portugal
| | - Isadora Rosa
- Department of Gastroenterology, IPOLFG, EPE, Lisbon, Portugal
| | - Helena Tavares de Sousa
- Department of Gastroenterology, Algarve Hospital University Centre - Portimão Unit, Portimão, Portugal
- ABC - Algarve Biomedical Center, University of Algarve, Faro, Portugal
| | - Paula Ministro
- Department of Gastroenterology, Viseu-Tondela Hospital Centre, Viseu, Portugal
| | - Irina Mocanu
- Department of Gastroenterology, Garcia da Orta Hospital, Almada, Portugal
| | - Ana Vieira
- Department of Gastroenterology, Garcia da Orta Hospital, Almada, Portugal
| | - Joana Castela
- Department of Gastroenterology, IPOLFG, EPE, Lisbon, Portugal
| | - Joana Moleiro
- Department of Gastroenterology, IPOLFG, EPE, Lisbon, Portugal
| | - Joana Roseira
- Department of Gastroenterology, Algarve Hospital University Centre - Portimão Unit, Portimão, Portugal
| | - Eugénia Cancela
- Department of Gastroenterology, Viseu-Tondela Hospital Centre, Viseu, Portugal
| | - Paula Sousa
- Department of Gastroenterology, Viseu-Tondela Hospital Centre, Viseu, Portugal
| | - Francisco Portela
- Department of Gastroenterology, Coimbra Hospital University Centre, Coimbra, Portugal
| | - Luís Correia
- Department of Gastroenterology, Northern Lisbon University Hospital Centre, Lisbon, Portugal
| | - Paula Moreira
- Unidade de Farmacologia Clínica, São João Hospital University Centre, Porto, Portugal
| | - Mafalda Santiago
- Center for Health Technology and Services Research (CINTESIS), Porto, Portugal
- Portuguese Group of Studies in Inflammatory Bowel Disease (Grupo de Estudos da Doença Inflamatória Intestinal - GEDII), Porto, Portugal
| | - Sandra Dias
- Portuguese Group of Studies in Inflammatory Bowel Disease (Grupo de Estudos da Doença Inflamatória Intestinal - GEDII), Porto, Portugal
| | - Joana Afonso
- Department of Biomedicine, Unit of Pharmacology and Therapeutics, Faculty of Medicine, University of Porto, Porto, Portugal
| | - Silvio Danese
- Department of Biomedical Sciences, Humanitas University, Milan, Italy
- IBD Center, Humanitas Research Hospital, IRCCS, Milan, Italy
| | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm NGERE U1256, University Hospital of Nancy, University of Lorraine, Nancy, France
| | - Cláudia Camila Dias
- Center for Health Technology and Services Research (CINTESIS), Porto, Portugal
- Department of Community Medicine, Information and Health Decision Sciences (MEDCIDS), Faculty of Medicine, University of Porto, Porto, Portugal
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Cai W, Xu J, Chen Y, Wu X, Zeng Y, Yu F. Performance of Machine Learning Algorithms for Predicting Disease Activity in Inflammatory Bowel Disease. Inflammation 2023:10.1007/s10753-023-01827-0. [PMID: 37171693 DOI: 10.1007/s10753-023-01827-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 04/17/2023] [Accepted: 04/24/2023] [Indexed: 05/13/2023]
Abstract
This study aimed to explore the effectiveness of predicting disease activity in patients with inflammatory bowel disease (IBD), using machine learning (ML) models. A retrospective research was undertaken on IBD patients who were admitted into the First Affiliated Hospital of Wenzhou Medical University between September 2011 and September 2019. At first, data were randomly split into a 3:1 ratio of training to test set. The least absolute shrinkage and selection operator (LASSO) algorithm was applied to reduce the dimension of variables. These variables were used to generate seven ML algorithms, namely random forests (RFs), adaptive boosting (AdaBoost), K-nearest neighbors (KNNs), support vector machines (SVMs), naïve Bayes (NB), ridge regression, and eXtreme gradient boosting (XGBoost) to train to predict disease activity in IBD patients. SHapley Additive exPlanation (SHAP) analysis was performed to rank variable importance. A total of 876 participants with IBD, consisting of 275 ulcerative colitis (UC) and 601 Crohn's disease (CD), were retrospectively enrolled in the study. Thirty-three variables were obtained from the clinical characteristics and laboratory tests of the participants. Finally, after LASSO analysis, 11 and 5 variables were screened out to construct ML models for CD and UC, respectively. All seven ML models performed well in predicting disease activity in the CD and UC test sets. Among these ML models, SVM was more effective in predicting disease activity in the CD group, whose AUC reached 0.975, sensitivity 0.947, specificity 0.920, and accuracy 0.933. AdaBoost performed best for the UC group, with an AUC of 0.911, sensitivity 0.844, specificity 0.875, and accuracy 0.855. ML algorithms were available and capable of predicting disease activity in IBD patients. Based on clinical and laboratory variables, ML algorithms demonstrate great promise in guiding physicians' decision-making.
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Affiliation(s)
- Weimin Cai
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Jun Xu
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Yihan Chen
- Department of Gastroenterology and Hepatology, Wenzhou Central Hospital, Wenzhou, 325000, China
| | - Xiao Wu
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Yuan Zeng
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Fujun Yu
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China.
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Haglund S, Söderman J, Almer S. Differences in Whole-Blood Transcriptional Profiles in Inflammatory Bowel Disease Patients Responding to Vedolizumab Compared with Non-Responders. Int J Mol Sci 2023; 24:ijms24065820. [PMID: 36982892 PMCID: PMC10052064 DOI: 10.3390/ijms24065820] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 03/10/2023] [Accepted: 03/15/2023] [Indexed: 03/30/2023] Open
Abstract
Vedolizumab is efficacious in the treatment of Crohn's disease (CD) and ulcerative colitis (UC). However, a significant proportion of patients present with a non-response. To investigate whether differences in the clinical response to vedolizumab is reflected in changes in gene expression levels in whole blood, samples were collected at baseline before treatment, and at follow-up after 10-12 weeks. Whole genome transcriptional profiles were established by RNA sequencing. Before treatment, no differentially expressed genes were noted between responders (n = 9, UC 4, CD 5) and non-responders (n = 11, UC 3, CD 8). At follow-up, compared with baseline, responders displayed 201 differentially expressed genes, and 51 upregulated (e.g., translation initiation, mitochondrial translation, and peroxisomal membrane protein import) and 221 downregulated (e.g., Toll-like receptor activating cascades, and phagocytosis related) pathways. Twenty-two of the upregulated pathways in responders were instead downregulated in non-responders. The results correspond with a dampening of inflammatory activity in responders. Although considered a gut-specific drug, our study shows a considerable gene regulation in the blood of patients responding to vedolizumab. It also suggests that whole blood is not optimal for identifying predictive pre-treatment biomarkers based on individual genes. However, treatment outcomes may depend on several interacting genes, and our results indicate a possible potential of pathway analysis in predicting response to treatment, which merits further investigation.
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Affiliation(s)
- Sofie Haglund
- Department of Biomedical and Clinical Sciences, Linköping University, 581 83 Linköping, Sweden
- Laboratory Medicine, Region Jönköping County, 551 85 Jönköping, Sweden
| | - Jan Söderman
- Department of Biomedical and Clinical Sciences, Linköping University, 581 83 Linköping, Sweden
- Laboratory Medicine, Region Jönköping County, 551 85 Jönköping, Sweden
| | - Sven Almer
- IBD-Unit, Division of Gastroenterology, Karolinska University Hospital, 171 76 Stockholm, Sweden
- Department of Medicine, Karolinska Institutet-Solna, 171 76 Stockholm, Sweden
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10
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Ponorac S, Dahmane Gošnak R, Urlep D, Ključevšek D. Diagnostic Value of Quantitative Contrast-Enhanced Ultrasound in Comparison to Endoscopy in Children With Crohn's Disease. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2023; 42:193-200. [PMID: 35748308 DOI: 10.1002/jum.16044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/02/2022] [Revised: 05/04/2022] [Accepted: 06/02/2022] [Indexed: 06/15/2023]
Abstract
OBJECTIVE Quantitative contrast-enhanced US (CEUS) provides objective evaluation of bowel wall perfusion and has been reported as a useful method for evaluating Crohn's disease (CD) activity in children. We tested its' diagnostic accuracy in comparison to endoscopy and evaluated its' usefulness in comparison to Pediatric Crohn's Disease Activity Index (PCDAI) and fecal Calprotectin (FC). MATERIALS AND METHODS Children with CD and thickened bowel wall on abdominal US were prospectively enrolled. Disease activity was evaluated with quantitative CEUS, PCDAI and FC and compared to a simple endoscopic score for Crohn's disease (SES-CD). Spearman's correlation and Cohen's kappa statistic between the SES-CD and other disease activity measures were performed and diagnostic accuracies calculated. RESULTS 36 children 3.5-18 years old (mean age 14 years) were included. The quantitative CEUS had 78.57% sensitivity (95%CI 0.59-0.92), 100% specificity (95%CI 0.63-1.0) and 83.33% diagnostic accuracy (95% CI 0.67-0.94). The concordance remission agreement with endoscopy was substantial for quantitative CEUS and PCDAI (quantitative CEUS: κ = 0.62; 95% CI 0.363-0.877; PCDAI: κ = 0.615; 95% CI 0.311-0.920), but only fair for FC (κ = 0.389; 95% CI 0.006-0.783). Correlation between all measures and endoscopy was moderate and statistically significant (quantitative CEUS: rs = 0.535, PCDAI: rs = 0.543, FC: rs = 0.497). CONCLUSIONS Quantitative CEUS has a potential of becoming a complementary method for evaluation of CD activity in children due to its' high specificity in comparison to endoscopy. Lower sensitivity makes it deficient as a single measure and further management should be guided by PCDAI and FC results as well.
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Affiliation(s)
- Slavojka Ponorac
- Institute of Radiology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | | | - Darja Urlep
- Department of Gastroenterology, Hepatology and Nutrition, Children's Hospital, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Damjana Ključevšek
- Department of Radiology, Children's Hospital, University Medical Centre Ljubljana, Ljubljana, Slovenia
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Li X, Zhong Y, Yuan C, Lin J, Shen X, Guo M, Lu B, Meng J, Wang Y, Zhang N, Luo Z, Hu G, Mao R, Chen M, Sun C, Li Z, Cao Q, Chen B, Chen Z, Huang B, Feng S. Identifying patients with Crohn's disease at high risk of primary nonresponse to infliximab using a radiomic‐clinical model. INT J INTELL SYST 2022. [DOI: 10.1002/int.23066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Xuehua Li
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Yingkui Zhong
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
- Department of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Chenglang Yuan
- Medical AI Lab, School of Biomedical Engineering, Health Science Center Shenzhen University Shenzhen China
| | - Jinjiang Lin
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Xiaodi Shen
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Minyi Guo
- Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Baolan Lu
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Jixin Meng
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Yangdi Wang
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Naiwen Zhang
- Medical AI Lab, School of Biomedical Engineering, Health Science Center Shenzhen University Shenzhen China
| | - Zixin Luo
- Medical AI Lab, School of Biomedical Engineering, Health Science Center Shenzhen University Shenzhen China
| | - Guimeng Hu
- Medical AI Lab, School of Biomedical Engineering, Health Science Center Shenzhen University Shenzhen China
| | - Ren Mao
- Department of Gastroenterology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Minhu Chen
- Department of Gastroenterology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Canhui Sun
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Ziping Li
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Qing‐hua Cao
- Department of Pathology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Baili Chen
- Department of Gastroenterology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Zhihui Chen
- Department of Gastrointestinal and Pancreatic Surgery, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
| | - Bingsheng Huang
- Medical AI Lab, School of Biomedical Engineering, Health Science Center Shenzhen University Shenzhen China
| | - Shi‐Ting Feng
- Department of Radiology, The First Affiliated Hospital Sun Yat‐Sen University Guangzhou China
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12
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Magro F, Magalhães D, Patita M, Arroja B, Lago P, Rosa I, Tavares de Sousa H, Ministro P, Mocanu I, Vieira A, Castela J, Moleiro J, Roseira J, Cancela E, Sousa P, Portela F, Correia L, Santiago M, Dias S, Alves C, Afonso J, Danese S, Peyrin-Biroulet L, Dias CC. Subclinical Persistent Inflammation as Risk Factor for Crohn's Disease Progression: Findings From a Prospective Real-World Study of 2 Years. Clin Gastroenterol Hepatol 2022; 20:2059-2073.e7. [PMID: 34896644 DOI: 10.1016/j.cgh.2021.12.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 11/17/2021] [Accepted: 12/02/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND AND AIMS Subclinical intestinal inflammation is common in Crohn's disease (CD). We aimed to explore its impact in the disease progression of infliximab-treated patients and the usefulness of fecal calprotectin (FC) and C-reactive protein (CRP) as surrogate minimally invasive biomarkers. METHODS The registry-based, prospective, observational, multicenter DIRECT (study to investigate the correlation of fecal calprotectin with serum Drug levels and development of an antI-dRug antibodiEs among adult patients with inflammatory bowel disease reCeiving anti-TNF-alfa treatment or vedoluzimab treatment) study followed infliximab-treated CD patients for 2 years in a tertiary care setting. Persistent inflammation definition was based on FC (>150 μg/g, >250 μg/g, or >350 μg/g) or serum CRP (>3 μg/mL) concentrations over 2 consecutive or at least 3 visits. Patients were categorized according to a composite outcome reflecting disease progression that incorporated surgery; hospitalizations; new fistulae, abscess, or stricture; and treatment escalation. RESULTS Of 322 DIRECT study patients, 180 asymptomatic, infliximab treated on maintenance regimen were included in the analysis. Patients developing the composite endpoint (n = 96) presented higher median levels of FC (205 [interquartile range, 98-515] μg/g; P = .045) but not of CRP (2.50 [interquartile range, 0.80-6.00] μg/mL; P = .895). Biomarker-defined persistent subclinical inflammation prevalence ranged from 24% to 81%. Considering FC >250 μg/g in 2 consecutive visits, prevalence was 50%, odds of achieving the endpoint were increased 3-fold (odds ratio, 2.996 [95% confidence interval, 1.557-5.776]), and time-to-outcome occurrence was significantly lower among subjects with persistent inflammation (median time: 11 months). Both clinical-related and treatment-related components were significantly associated with persistent inflammation. Definitions based on CRP >3 μg/mL, FC >150 μg/g, FC >350 μg/g, double biomarkers (FC >250 μg/g and/or CRP >3 μg/mL), or more visits did not improve predictive ability. CONCLUSIONS Persistent inflammation, defined simply and readily by FC >250 μg/g over 2 consecutive visits, was associated with a significantly higher risk and shorter time to occurrence of a composite outcome reflecting disease progression in asymptomatic infliximab-treated CD patients.
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Affiliation(s)
- Fernando Magro
- Unit of Pharmacology and Therapeutics, Department of Biomedicine, Faculty of Medicine, University of Porto, Porto, Portugal; Department of Gastroenterology, São João Hospital University Centre, Porto, Portugal; Center for Health Technology and Services Research, Porto, Portugal; Unidade de Farmacologia Clínica, São João Hospital University Centre, Porto, Portugal; Portuguese Inflammatory Bowel Disease Group, Porto, Portugal.
| | - Diogo Magalhães
- Unit of Pharmacology and Therapeutics, Department of Biomedicine, Faculty of Medicine, University of Porto, Porto, Portugal
| | - Marta Patita
- Department of Gastroenterology, Garcia da Orta Hospital, Almada, Portugal
| | - Bruno Arroja
- Department of Gastroenterology, Braga Hospital, Braga, Portugal
| | - Paula Lago
- Department of Gastroenterology, Porto Hospital University Centre, Porto, Portugal
| | - Isadora Rosa
- Department of Gastroenterology, Instituto Português de Oncologia de Lisboa Francisco Gentil, Entidade Pública Empresarial, Lisbon, Portugal
| | - Helena Tavares de Sousa
- Department of Gastroenterology, Algarve Hospital University Centre - Portimão Unit, Portimão, Portugal; Algarve Biomedical Center, University of Algarve, Faro, Portugal
| | - Paula Ministro
- Department of Gastroenterology, Viseu-Tondela Hospital Centre, Viseu, Portugal
| | - Irinia Mocanu
- Department of Gastroenterology, Garcia da Orta Hospital, Almada, Portugal
| | - Ana Vieira
- Department of Gastroenterology, Garcia da Orta Hospital, Almada, Portugal
| | - Joana Castela
- Department of Gastroenterology, Instituto Português de Oncologia de Lisboa Francisco Gentil, Entidade Pública Empresarial, Lisbon, Portugal
| | - Joana Moleiro
- Department of Gastroenterology, Instituto Português de Oncologia de Lisboa Francisco Gentil, Entidade Pública Empresarial, Lisbon, Portugal
| | - Joana Roseira
- Department of Gastroenterology, Algarve Hospital University Centre - Portimão Unit, Portimão, Portugal
| | - Eugénia Cancela
- Department of Gastroenterology, Viseu-Tondela Hospital Centre, Viseu, Portugal
| | - Paula Sousa
- Department of Gastroenterology, Viseu-Tondela Hospital Centre, Viseu, Portugal
| | - Francisco Portela
- Department of Gastroenterology, Coimbra Hospital University Centre, Coimbra, Portugal
| | - Luís Correia
- Department of Gastroenterology, Northern Lisbon University Hospital Centre, Lisbon, Portugal
| | - Mafalda Santiago
- Center for Health Technology and Services Research, Porto, Portugal; Portuguese Inflammatory Bowel Disease Group, Porto, Portugal
| | - Sandra Dias
- Portuguese Inflammatory Bowel Disease Group, Porto, Portugal
| | - Catarina Alves
- Unit of Pharmacology and Therapeutics, Department of Biomedicine, Faculty of Medicine, University of Porto, Porto, Portugal
| | - Joana Afonso
- Unit of Pharmacology and Therapeutics, Department of Biomedicine, Faculty of Medicine, University of Porto, Porto, Portugal
| | - Silvio Danese
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Italy; IBD Center, Humanitas Research Hospital, IRCCS, Rozzano, Italy
| | - Laurent Peyrin-Biroulet
- Department of Gastroenterology and Inserm NGERE U1256, University Hospital of Nancy, University of Lorraine, Vandœuvre-lès-Nancy, France
| | - Claudia Camila Dias
- Center for Health Technology and Services Research, Porto, Portugal; Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Porto, Portugal
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Elgormus Y. Biomarkers and their Clinical Applications in Pediatrics. Biomark Med 2022. [DOI: 10.2174/9789815040463122010019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Biomarker studies are becoming increasingly interesting for many fields of
medicine. The use of biomarkers in medicine is involved in detecting diseases and
supporting diagnosis and treatment decisions. New research and new discoveries on the
molecular basis of the disease show that there may be a number of promising new
biomarkers for use in daily clinical practice. Clinical trials in children lag behind adult
research both in quality and quantity. The number of biomarkers validated to optimize
pediatric patient management is limited. In the pathogenesis of many diseases, it should
not be extrapolated to the pediatric clinical setting, taking into account that biomarkers
that are effective in adults are clearly different in children and that ontogeny directly
affects disease development and therapeutic response in children. The search for ideal
biomarkers or markers that can make an early and definitive diagnosis in neonatal
sepsis is still ongoing. The ideal biomarker for pediatric diseases should be costeffective,
noninvasive, applicable to pediatric specific diseases, and its results should
correspond to age-related physiological changes. Lactate, troponin and B-type
natriuretic peptide are valuable biomarkers in the evaluation and management of
critically ill children with cardiac disease. Tumor markers in children are biochemical
substances used in the clinical treatment of pediatric tumors and to detect the presence
of cancer (regression or progression). In this chapter, current and brief information
about biomarkers and their clinical applications used in the diagnosis and monitoring of
pediatric diseases is presented.;
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Affiliation(s)
- Yusuf Elgormus
- Medicine Hospital,Department of Pediatric Health and Diseases,Department of Pediatric Health and Diseases, Medicine Hospital, Istanbul, Turkey,Istanbul,Turkey
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14
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Bowel wall MRI T1 relaxation estimates for assessment of intestinal inflammation in pediatric Crohn's disease. ABDOMINAL RADIOLOGY (NEW YORK) 2022; 47:2730-2738. [PMID: 35657390 DOI: 10.1007/s00261-022-03560-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/05/2022] [Revised: 05/12/2022] [Accepted: 05/13/2022] [Indexed: 01/18/2023]
Abstract
PURPOSE To compare bowel wall T1 relaxation estimates in young patients with newly diagnosed ileal CD to healthy control participants, characterize their change over time in response to biologic medical therapy, and evaluate their associations with clinical markers of intestinal inflammation. MATERIALS AND METHODS Patients with newly diagnosed ileal CD and healthy control participants were prospectively recruited between December 2018 and October 2021. Patients underwent research MRI examinations of the bowel at baseline and at 6-weeks and 6-months into biologic medical treatment; control participants underwent single MRI examinations. MRI examinations included native T1 relaxometry of the terminal ileum using a modified Look-Locker inversion recovery (MOLLI) sequence. T1 estimates were measured on scanner-generated parametric maps. Clinical markers of intestinal inflammation were recorded at each visit. Group differences were assessed using the Mann-Whitney U test; the Friedman test was used to assess longitudinal changes in T1 estimates. Spearman correlation was used to evaluate associations between T1 estimates and inflammatory markers. RESULTS Nineteen participants with CD (12 males; median age 14 years) and 15 control participants (7 males; median age 17 years) were included in the study. Bowel wall T1 estimates in CD patients (median 1302 ms) were significantly longer compared to control participants (median 1159 ms) (p < 0.001). In CD patients, T1 estimates changed over time after treatment (p = 0.001), with largest reductions between baseline and 6-weeks (p < 0.001). T1 estimates correlated with inflammatory markers, including erythrocyte sedimentation rate (ρ = 0.35; p = 0.01), c-reactive protein level (ρ = 0.34; p = 0.02), and weighted Pediatric Crohn's Disease Activity Index (ρ = 0.39; p = 0.005). T1 estimates did not correlate with serum albumin (ρ = - 0.28; p = 0.051) and fecal calprotectin (ρ = 0.07; p = 0.63). CONCLUSION Bowel wall T1 estimates are abnormally increased in newly diagnosed ileal CD patients and decrease in response to medical therapy.
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Hamilton AL, De Cruz P, Wright EK, Dervieux T, Jain A, Kamm MA. Non-invasive Serological Monitoring for Crohn's Disease Postoperative Recurrence. J Crohns Colitis 2022; 16:1797-1807. [PMID: 35689453 PMCID: PMC9721459 DOI: 10.1093/ecco-jcc/jjac076] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
INTRODUCTION Crohn's disease recurs after intestinal resection. This study evaluated accuracy of a new blood test, the Endoscopic Healing Index [EHI], in monitoring for disease recurrence. METHODS Patients enrolled in the prospective POCER study [NCT00989560] underwent a postoperative colonoscopic assessment at 6 [2/3 of patients] and 18 months [all patients] following bowel resection, using the Rutgeerts score [recurrence ≥i2]. Serum was assessed at multiple time points for markers of endoscopic healing using the EHI, and paired with the Rutgeerts endoscopic score as the reference standard. RESULTS A total of 131 patients provided 437 serum samples, which were paired with endoscopic assessments available in 94 patients [30 with recurrence] at 6 months and 107 patients [44 with recurrence] at 18 months. The median EHI at 6 months was significantly lower in patients in remission [Rutgeerts <i2] than those with recurrence; p = 0.033. The area under the receiver operating curve [AUROC] for EHI to detect recurrence at 6 months was comparable to that of faecal calprotectin [0.712 vs 0.779, p = 0.414]. EHI of <20 at 6 months had a negative predictive value of 75.7% (95% confidence interval [CI] 58.8-88.2), and sensitivity of 70% [95% CI 50.6-85.3] for detecting recurrence. Combining all time points, an EHI <20 had a negative predictive value of 70.3%. Changes in EHI significantly associated with changes in Rutgeerts scores over the 18 months. CONCLUSIONS The non-invasive multi-marker EHI has sufficient accuracy to be used to monitor for postoperative Crohn's disease recurrence. A monitoring strategy that combines EHI with ileocolonoscopy, with or without faecal calprotectin, should now be prospectively tested.
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Affiliation(s)
- Amy L Hamilton
- Department of Gastroenterology, St Vincent’s Hospital and Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | - Peter De Cruz
- Department of Gastroenterology, St Vincent’s Hospital, Department of Gastroenterology, Austin Health and Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | - Emily K Wright
- Department of Gastroenterology, St Vincent’s Hospital and Department of Medicine, University of Melbourne, Melbourne, VIC, Australia
| | | | | | - Michael A Kamm
- Corresponding author: Professor Michael Kamm, St Vincent’s Hospital, Victoria Parade, Fitzroy 3065, Melbourne, VIC, Australia. Tel.:+61 3 9417 5064; Fax: +61 3 9416 2485;
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Differentiation of Isolated Small Bowel Crohn’s Disease from Other Small Bowel Ulcerative Diseases: Clinical Features and Double-Balloon Enteroscopy Characteristics. Gastroenterol Res Pract 2022; 2022:5374780. [PMID: 35677723 PMCID: PMC9170512 DOI: 10.1155/2022/5374780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 05/04/2022] [Indexed: 11/17/2022] Open
Abstract
Background. The diagnosis of isolated small bowel Crohn’s disease (ISBCD) has always been challenging. Aims. This study is aimed at comparing the clinical features and double-balloon enteroscopy (DBE) characteristics of ISBCD with those of other small bowel ulcerative diseases (OSBUD). Methods. Patients with coexisting colonic and/or ileal valve lesions (
) or whose final diagnosis was not determined (
) were excluded. One hundred thirty-nine patients with ISBCD and 62 patients with OSBUD found by DBE were retrospectively analyzed. Results. The age of ISBCD onset was lower than that of OSBUD (OR 0.957, 95% CI 0.938-0.977,
). Abdominal pain was more common in ISBCD (OR 4.986, 95% CI 2.539-9.792,
). Elevated fibrinogen levels (OR 1.431, 95% CI 1.022-2.003,
) and lower levels of D-dimer (OR 0.999, 95% CI 0.999-1.000,
) were also more supportive of the diagnosis of ISBCD. Nonsteroidal anti-inflammatory drugs (NSAIDs) used for more than two weeks decreased the probability of a diagnosis of ISBCD (OR 0.173, 95% CI 0.043-0.695,
). Abdominal computed tomography revealed a higher proportion of skip lesions in ISBCD than in OSBUD (OR 9.728, 95% CI 3.676-25.742,
). The ulcers of ISBCD were more distributed in the ileum (111 (79.9%) vs. 29 (46.8%),
), and their main morphology differed in different intestinal segments. Longitudinal ulcers (OR 14.293, 95% CI 4.920-41.518,
) and large ulcer (OR 0.128, 95% CI 0.044-0.374,
) contributed to the differentiation of ISBCD from OSBUD. We constructed a diagnostic model, ISBCD index (
, 95% CI: 0.830-0.925), using multifactorial binary logistic regression to help distinguish between these two groups of diseases. Conclusion. Clinical features, laboratory tests, abdominal computed tomography, DBE characteristics, and pathology help to distinguish ISBCD from OSBUD.
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Nardone OM, Calabrese G, Testa A, Caiazzo A, Fierro G, Rispo A, Castiglione F. The Impact of Intestinal Ultrasound on the Management of Inflammatory Bowel Disease: From Established Facts Toward New Horizons. Front Med (Lausanne) 2022; 9:898092. [PMID: 35677820 PMCID: PMC9167952 DOI: 10.3389/fmed.2022.898092] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 04/25/2022] [Indexed: 11/15/2022] Open
Abstract
Intestinal ultrasound (IUS) plays a crucial role as a non-invasive and accurate tool to diagnose and assess inflammatory bowel disease (IBD). The rationale for using IUS in Crohn’s disease (CD), a transmural disease, is widely acknowledged. While the use of IUS in ulcerative colitis (UC), a mucosal disease, is often underestimated, but, recently, it is increasingly expanding. In the context of a treat-to-target approach, the role of IUS is shifting toward a monitoring tool for predicting response to therapy. Hence, adjusting therapeutic strategies based on IUS response could reduce the burden related to endoscopy and speed the decision process with the ultimate goal to alter the natural course of IBD. Assessment of bowel wall thickness (BWT) is the most reliable IUS measure. However, the development of validated and reproducible sonographic scores to measure disease activity and the identification of parameters of therapeutic response remain relevant issues to implement the daily adoption of IUS in clinical practice. Accordingly, this review focuses on the current literature investigating the impact of IUS on CD with emphasis on the concept of transmural healing (TH) and the main related advantages. We further explore new insights on the role of IUS in UC and its clinical implications.
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Affiliation(s)
- Olga Maria Nardone
- Department of Public Health, University of Naples Federico II, Naples, Italy
| | - Giulio Calabrese
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Anna Testa
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Anna Caiazzo
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Giuseppe Fierro
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Antonio Rispo
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
| | - Fabiana Castiglione
- Department of Clinical Medicine and Surgery, University of Naples Federico II, Naples, Italy
- *Correspondence: Fabiana Castiglione,
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18
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Ma C, Pai RK, Schaeffer DF, Krell J, Guizzetti L, McFarlane SC, MacDonald JK, Choi WT, Feakins RM, Kirsch R, Lauwers GY, Pai RK, Rosty C, Srivastava A, Walsh JC, Feagan BG, Jairath V. Recommendations for standardizing biopsy acquisition and histological assessment of immune checkpoint inhibitor-associated colitis. J Immunother Cancer 2022; 10:jitc-2022-004560. [PMID: 35296560 PMCID: PMC8928359 DOI: 10.1136/jitc-2022-004560] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/22/2022] [Indexed: 12/13/2022] Open
Abstract
Immune checkpoint inhibitor-associated colitis (ICIC) affects approximately 15% of cancer patients treated with immunotherapy. Although histological evaluation is potentially valuable for both the diagnosis of ICIC and evaluation of disease activity, use in clinical practice is heterogeneous. We aimed to develop expert recommendations to standardize histological assessment of disease activity in patients with ICIC. Using the modified Research and Development/University of California Los Angeles (RAND/UCLA) appropriateness methodology, an international panel of 11 pathologists rated the appropriateness of 99 statements on a 9-point Likert scale during two rounds of anonymous voting. Results were discussed between rounds using moderated videoconferences. There are currently no disease-specific instruments for assessing histological features of ICIC. The panel considered that colonoscopy with at least three biopsies per segment from a total of at least five segments, including both endoscopically normal and inflamed areas, was appropriate for tissue acquisition. They agreed that biopsies should be oriented such that the long axis of the colonic crypts is visualized and should be stained with hematoxylin and eosin. Histological items that the panel voted were appropriate to evaluate in ICIC included the degree of structural/architectural change, chronic inflammatory infiltrate, lamina propria and intraepithelial neutrophils, crypt abscesses and destruction, erosions/ulcerations, apoptosis, surface intraepithelial lymphocytosis, and subepithelial collagen thickness. The appropriateness of routine immunohistochemistry was uncertain. These expert recommendations will help standardize assessment of histological activity in patients with ICIC. The panel also identified the development and validation of an ICIC-specific histological index as a research priority.
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Affiliation(s)
- Christopher Ma
- Division of Gastroenterology & Hepatology, Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada .,Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada.,Alimentiv Inc, London, Ontario, Canada
| | - Rish K Pai
- Department of Laboratory Medicine and Pathology, Mayo Clinic Arizona, Scottsdale, Arizona, USA
| | - David F Schaeffer
- Division of Anatomic Pathology, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Jonathan Krell
- Department of Surgery and Cancer, Imperial College London, Hammersmith Hospital, London, UK
| | | | | | | | - Won-Tak Choi
- Department of Pathology, University of California San Francisco, San Francisco, California, USA
| | - Roger M Feakins
- Department of Histopathology, Royal Free Hospital, London, UK
| | - Richard Kirsch
- Department of Laboratory Medicine and Pathobiology, Mount Sinai Hospital, University of Toronto, Toronto, Ontario, Canada
| | - Gregory Y Lauwers
- Department of Pathology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA.,Departments of Pathology and Oncologic Sciences, University of South Florida, Tampa, Florida, USA
| | - Reetesh K Pai
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Christophe Rosty
- Faculty of Medicine, The University of Queensland, Brisbane, Queensland, Australia.,Envoi Specialist Pathologists, Brisbane, Queensland, Australia.,Department of Pathology, University of Melbourne, Melbourne, Victoria, Australia
| | - Amitabh Srivastava
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Joanna C Walsh
- Department of Pathology and Laboratory Medicine, Schulich School of Medicine and Dentistry, Western University, London, Ontario, Canada
| | - Brian G Feagan
- Alimentiv Inc, London, Ontario, Canada.,Department of Epidemiology and Biostatistics, Western University, London, Ontario, Canada.,Division of Gastroenterology, Schulich School of Medicine, Western University, London, Ontario, Canada
| | - Vipul Jairath
- Alimentiv Inc, London, Ontario, Canada.,Department of Epidemiology and Biostatistics, Western University, London, Ontario, Canada.,Division of Gastroenterology, Schulich School of Medicine, Western University, London, Ontario, Canada
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19
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Wu Y, Wang Z, Xing M, Li B, Liu Z, Du P, Yang H, Wang X. The Specific Changes of Urine Raman Spectra Can Serve as Novel Diagnostic Tools for Disease Characteristics in Patients with Crohn’s Disease. J Inflamm Res 2022; 15:897-910. [PMID: 35173458 PMCID: PMC8842727 DOI: 10.2147/jir.s341871] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 01/15/2022] [Indexed: 12/14/2022] Open
Abstract
Purpose Crohn’s disease (CD) is a chronic recurrent intestinal inflammatory disease that requires repeated invasive examinations. Convenient and noninvasive diagnostic tools for CD are lacking. Surface-enhanced Raman spectroscopy (SERS) can rapidly provide specific metabolite information in various samples. Our previous study has showed urine Raman spectrum can distinguish CD patients from healthy controls noninvasively. In this study, we further investigated the value of urine Raman spectra on identifying the disease characterizations in patients with CD. Patients and Methods Urine samples were analyzed by SERS to acquire specific changes of the spectra from 100 active CD (aCD) patients and 88 inactive CD (iCD) patients. The accuracy of classifier models yielded by SERS was assessed by principal component analysis and support vector machine (PCA-SVM) to investigate spectral differences and disease characterizations. Results Given a panel of 16 specific Raman spectra, the classifier model was established to predict disease activity between patients with aCD and iCD and achieved higher efficacy than fecal calprotectin (AUC value, 0.864 vs 0.596, P=0.02). After leave-one-patient-out cross-validation, the classifier model still obtained 75.5% of accuracy. The correlation analysis showed it had negative correlation with endoscopic results (r=−0.616, P<0.0001). We further established the classifier model in identifying disease location to discriminate colonic-type from ileal-type CD with 63.6% of accuracy with the significantly increased intensity of 1643 cm−1 band, and the model to predict the spectra changes of before and after treatment in tumor necrosis factor inhibitor responders with 91.2% of accuracy with a panel of 11 specific spectra. The metabolic changes of amino acids, proteins, lipids, and other compounds in urine levels were noted by SERS in patients with CD. Conclusion The specific changes of urine Raman spectra can reflect changes in urine metabolism. It has the potential value on being the promising diagnostic tool for disease characterizations in CD patients by a convenient and noninvasive way.
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Affiliation(s)
- Yaling Wu
- Department of Gastroenterology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, 200072, People’s Republic of China
| | - Zijie Wang
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China
| | - Mengmeng Xing
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China
| | - Bingyan Li
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China
| | - Zhiyuan Liu
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China
| | - Peng Du
- Department of Colorectal Surgery, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200092, People’s Republic of China
| | - Huinan Yang
- School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China
- Correspondence: Xiaolei Wang, Department of Gastroenterology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, 200072, People’s Republic of China, Tel +86-21-66313573, Email ; Huinan Yang, School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China, Tel +86-21-55272638, Email
| | - Xiaolei Wang
- Department of Gastroenterology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, 200072, People’s Republic of China
- Correspondence: Xiaolei Wang, Department of Gastroenterology, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, 200072, People’s Republic of China, Tel +86-21-66313573, Email ; Huinan Yang, School of Energy and Power Engineering, University of Shanghai for Science and Technology, Shanghai, 200093, People’s Republic of China, Tel +86-21-55272638, Email
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20
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Revés J, Ungaro RC, Torres J. Unmet needs in inflammatory bowel disease. CURRENT RESEARCH IN PHARMACOLOGY AND DRUG DISCOVERY 2022; 2:100070. [PMID: 34988431 PMCID: PMC8710990 DOI: 10.1016/j.crphar.2021.100070] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2021] [Revised: 11/16/2021] [Accepted: 11/22/2021] [Indexed: 12/15/2022] Open
Abstract
Despite the recent developments in the diagnosis and management of inflammatory bowel diseases (IBD), patients still suffer from disabling bowel symptoms and significant disease complications and many questions remain to improve their care. IBD is a chronic disease, whose management could be divided into the five different stages of chronic diseases, ranging from the pre-treatment evaluation phase to the induction therapy, maintenance therapy, monitor and re-establishment of control and the cessation of the disease. Reconciling these phases with the current unmet needs in IBD could help tailor priorities for research. In this review, some of the unanswered questions in the management of both Crohn’s Disease and Ulcerative Colitis will be addressed, by following this paradigm of chronic diseases’ management.
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Affiliation(s)
- Joana Revés
- Division of Gastroenterology, Surgical Department, Hospital Beatriz Ângelo, Loures, Portugal
| | - Ryan C Ungaro
- Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joana Torres
- Division of Gastroenterology, Surgical Department, Hospital Beatriz Ângelo, Loures, Portugal.,Faculdade de Medicina, Universidade de Lisboa, Portugal
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21
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Kraszewski S, Szczurek W, Szymczak J, Reguła M, Neubauer K. Machine Learning Prediction Model for Inflammatory Bowel Disease Based on Laboratory Markers. Working Model in a Discovery Cohort Study. J Clin Med 2021; 10:jcm10204745. [PMID: 34682868 PMCID: PMC8539616 DOI: 10.3390/jcm10204745] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 09/07/2021] [Accepted: 10/13/2021] [Indexed: 12/12/2022] Open
Abstract
Inflammatory bowel disease (IBD) is a chronic, incurable disease involving the gastrointestinal tract. It is characterized by complex, unclear pathogenesis, increased prevalence worldwide, and a wide spectrum of extraintestinal manifestations and comorbidities. Recognition of IBD remains challenging and delays in disease diagnosis still poses a significant clinical problem as it negatively impacts disease outcome. The main diagnostic tool in IBD continues to be invasive endoscopy. We aimed to create an IBD machine learning prediction model based on routinely performed blood, urine, and fecal tests. Based on historical patients’ data (702 medical records: 319 records from 180 patients with ulcerative colitis (UC) and 383 records from 192 patients with Crohn’s disease (CD)), and using a few simple machine learning classificators, we optimized necessary hyperparameters in order to get reliable few-features prediction models separately for CD and UC. Most robust classificators belonging to the random forest family obtained 97% and 91% mean average precision for CD and UC, respectively. For comparison, the commonly used one-parameter approach based on the C-reactive protein (CRP) level demonstrated only 81% and 61% average precision for CD and UC, respectively. Results of our study suggest that machine learning prediction models based on basic blood, urine, and fecal markers may with high accuracy support the diagnosis of IBD. However, the test requires validation in a prospective cohort.
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Affiliation(s)
- Sebastian Kraszewski
- Department of Biomedical Engineering, Wroclaw University of Science and Technology, Pl. Grunwaldzki 13, 50-377 Wroclaw, Poland
- Correspondence: (S.K.); (K.N.)
| | - Witold Szczurek
- Doctoral School, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland;
| | - Julia Szymczak
- Faculty of Fundamental Problems of Technology, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland; (J.S.); (M.R.)
| | - Monika Reguła
- Faculty of Fundamental Problems of Technology, Wroclaw University of Science and Technology, Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland; (J.S.); (M.R.)
| | - Katarzyna Neubauer
- Divison of Dietetics, Department of Gastroenterology and Hepatology, Wroclaw Medical University, Borowska 213, 50-556 Wrocław, Poland
- Correspondence: (S.K.); (K.N.)
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22
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Con D, van Langenberg DR, Vasudevan A. Deep learning vs conventional learning algorithms for clinical prediction in Crohn's disease: A proof-of-concept study. World J Gastroenterol 2021; 27:6476-6488. [PMID: 34720536 PMCID: PMC8517788 DOI: 10.3748/wjg.v27.i38.6476] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 04/26/2021] [Accepted: 09/06/2021] [Indexed: 02/06/2023] Open
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.
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Affiliation(s)
- Danny Con
- Department of Gastroenterology and Hepatology, Eastern Health, Box Hill 3128, Victoria, Australia
| | - Daniel R van Langenberg
- Department of Gastroenterology and Hepatology, Eastern Health, Box Hill 3128, Victoria, Australia
- Faculty of Medicine, Nursing and Health Sciences, Monash University, Box Hill 3128, Victoria, Australia
| | - Abhinav Vasudevan
- Department of Gastroenterology and Hepatology, Eastern Health, Box Hill 3128, Victoria, Australia
- Faculty of Medicine, Nursing and Health Sciences, Monash University, Box Hill 3128, Victoria, Australia
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23
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Kim ES. Optimal Cutoff Level of Fecal Calprotectin for Detecting Small Bowel Inflammation in Crohn's Disease. Gut Liver 2021; 15:637-638. [PMID: 34521774 PMCID: PMC8444110 DOI: 10.5009/gnl210393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Eun Soo Kim
- Division of Gastroenterology, Department of Internal Medicine, School of Medicine, Kyungpook National University, Daegu, Korea
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24
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Pérez de Arce E, Quera R, Quigley EMM. The Dilemma of Persistent Irritable Bowel Syndrome Symptoms in Patients with Quiescent Inflammatory Bowel Disease. Gastroenterol Clin North Am 2021; 50:689-711. [PMID: 34304795 DOI: 10.1016/j.gtc.2021.03.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Irritable bowel syndrome and inflammatory bowel disease differ in their natural evolution, etiopathogenesis, diagnostic criteria, and therapeutic approach. However, recent evidence has suggested some similarities in mechanisms underlying symptom development and progression. There is a relevant role for alterations in the microbiome-brain-gut axis in both diseases. The presence of irritable bowel syndrome symptoms in patients with quiescent inflammatory bowel disease is common in clinical practice. To determine the cause of irritable bowel syndrome symptoms in patients with quiescent inflammatory bowel disease is a clinical challenge. This review aims to illustrate possible causes and solutions for these patients.
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Affiliation(s)
- Edith Pérez de Arce
- Department of Medicine, Division of Gastroenterology, Hospital Clínico Universidad de Chile, Dr. Carlos Lorca Tobar 999, Independencia, Región Metropolitana, Santiago, Chile
| | - Rodrigo Quera
- Division of Gastroenterology, Inflammatory Bowel Disease Program, Clínica Universidad de los Andes, Estoril 450, Las Condes, Región Metropolitana, Santiago, Chile
| | - Eamonn M M Quigley
- Division of Gastroenterology and Hepatology, Lynda K and David M Underwood Center for Digestive Disorders, Houston Methodist Hospital, Weill Cornell Medical College, Houston, TX, USA.
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25
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The utility of faecal and urine biomarkers for small bowel diseases. Curr Opin Gastroenterol 2021; 37:284-294. [PMID: 33769381 DOI: 10.1097/mog.0000000000000730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
PURPOSE OF REVIEW Small bowel diseases pose a unique diagnostic and management challenge and often requires tertiary specialist referral. The use of biomarkers may provide a cheap, noninvasive tool to assess the small bowel in terms of diagnosis, offering a better way to triage referrals and select patients for early management. This review looks at the most recent evidence behind the use of several faecal and urine biomarkers for small bowel diseases. RECENT FINDINGS Faecal calprotectin shows the most promise, with evidence to support its role in predicting relapse postsurgery and monitoring treatment response in patients with Crohn's disease. A faecal calprotectin less than 50 μg/g may also be used as a cut-off to triage further investigation. Faecal lactoferrin also appears promising as a marker of small bowel inflammation. A positive faecal immunohistochemistry test precapsule may help to prioritize referrals for obscure bleeding. SUMMARY The use of biomarkers in the diagnosis and management of small bowel disease is still controversial and remains unclear. More studies are required to further develop their potential and before societal guidelines can be developed to direct their appropriate use in clinical practice.
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26
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Wilkens R, Novak KL, Maaser C, Panaccione R, Kucharzik T. Relevance of monitoring transmural disease activity in patients with Crohn's disease: current status and future perspectives. Therap Adv Gastroenterol 2021; 14:17562848211006672. [PMID: 33948115 PMCID: PMC8053830 DOI: 10.1177/17562848211006672] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 03/11/2021] [Indexed: 02/04/2023] Open
Abstract
Treatment targets of inflammatory bowel diseases (IBD), ulcerative colitis (UC) and Crohn's disease (CD) have evolved over the last decade. Goals of therapy consisting of symptom control and steroid sparing have shifted to control of disease activity with endoscopic remission being an important endpoint. Unfortunately, this requires ileocolonoscopy, an invasive procedure. Biomarkers [C-reactive protein (CRP) and fecal calprotectin (FCP)] have emerged as surrogates for endoscopic remission and disease activity, but also have limitations. Despite this evolution, we must not lose sight that CD involves transmural inflammation, not fully appreciated with ileocolonoscopy. Therefore, transmural assessment of disease activity by cross-sectional imaging, in particular with magnetic resonance enterography (MRE) and intestinal ultrasonography (IUS), is vital to fully understand disease control. Bowel-wall thickness (BWT) is the cornerstone in assessment of transmural inflammation and BWT normalization, with or without bloodflow normalization, the key element demonstrating resolution of transmural inflammation, namely transmural healing (TH) or transmural remission (TR). In small studies, achievement of TR has been associated with improved long-term clinical outcomes, including reduced hospitalization, surgery, escalation of treatment, and a decrease in clinical relapse over endoscopic remission alone. This review will focus on the existing literature investigating the concept of TR or residual transmural disease and its relation to other existing treatment targets. Current data suggest that TR may be the next logical step in the evolution of treatment targets.
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Affiliation(s)
- Rune Wilkens
- Gastrounit, Division of Medicine, Copenhagen University Hospital Hvidovre, Hvidovre, Copenhagen, Denmark
- Copenhagen Center for Inflammatory Bowel Disease in Children, Adolescents and Adults, University of Copenhagen, Hvidovre Hospital, Denmark
| | - Kerri L. Novak
- Division of Gastroenterology and Hepatology, University of Calgary, Calgary, AB, Canada
| | - Christian Maaser
- Inflammatory Bowel Disease Outpatient Unit, Department of Geriatric Medicine, University Teaching Hospital Lueneburg, Lueneburg, Germany
| | - Remo Panaccione
- Inflammatory Bowel Disease Unit, Division of Gastroenterology and Hepatology, University of Calgary, Calgary, AB, Canada
| | - Torsten Kucharzik
- Department of Gastroenterology, University Teaching Hospital Lueneburg, Bögelstraße 1, Lueneburg 21339, Germany
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27
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Lee YM, Choi S, Choe BH, Jang HJ, Kim S, Koh H, Kim ES, Kim MJ, Choe YH, Kang B. Association between Fecal Calprotectin and Mucosal Healing in Pediatric Patients with Crohn's Disease Who Have Achieved Sustained Clinical Remission with Anti-Tumor Necrosis Factor Agents. Gut Liver 2021; 16:62-70. [PMID: 33833135 PMCID: PMC8761923 DOI: 10.5009/gnl20300] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 01/13/2021] [Accepted: 01/29/2021] [Indexed: 11/25/2022] Open
Abstract
Background/Aims Although mucosal healing (MH) is acknowledged as the treatment target in the treat-to-target era, there are limitations on repeated endoscopic examinations, especially in pediatric patients. We aimed to investigate whether fecal calprotectin (FC) could serve as a surrogate marker for the assessment of MH in pediatric patients with Crohn’s disease (CD) who have achieved sustained clinical remission (CR) while treated with anti-tumor necrosis factor (TNF) agents. Methods This multicenter retrospective cross-sectional study included pediatric CD patients who had sustained a CR for at least 6 months with anti-TNF agents and who simultaneously underwent ileocolonoscopy and FC tests during follow-up. MH was defined as the absence of any ulcer on ileocolonoscopy. Results A total of 131 patients were included in this study. MH was observed in 87 patients (66.7%). The FC level was significantly lower in patients with MH than in those without MH (median 49.0 mg/kg vs 599.0 mg/kg; p<0.001). According to the multivariate logistic regression analysis, FC was the only factor associated with MH (odds ratio, 0.62; 95% confidence interval [CI], 0.52 to 0.73; p<0.001). According to the receiver operating characteristic curve analysis, the optimal cutoff value for FC for the association with MH was <140 mg/kg (area under the curve 0.890, 95% CI 0.829 to 0.951, sensitivity 78.2%, specificity 88.6%, p<0.001). Conclusions FC was associated with MH in pediatric patients with CD who had achieved a sustained CR for at least 6 months with anti-TNF agents. In these patients, FC can be used to stratify patients and guide decisions regarding ileocolonoscopy in the treat-to-target era.
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Affiliation(s)
- Yoo Min Lee
- Department of Pediatrics, Soonchunhyang University College of Medicine, Bucheon, Korea
| | - Sujin Choi
- Department of Pediatrics, School of Medicine, Kyungpook National University, Daegu, Korea.,Crohn's and Colitis Association in Daegu-Gyeongbuk (CCAiD), Daegu, Korea
| | - Byung-Ho Choe
- Department of Pediatrics, School of Medicine, Kyungpook National University, Daegu, Korea.,Crohn's and Colitis Association in Daegu-Gyeongbuk (CCAiD), Daegu, Korea
| | - Hyo-Jeong Jang
- Crohn's and Colitis Association in Daegu-Gyeongbuk (CCAiD), Daegu, Korea.,Department of Pediatrics, Keimyung University School of Medicine, Daegu, Korea
| | - Seung Kim
- Department of Pediatrics, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Hong Koh
- Department of Pediatrics, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Eun Sil Kim
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Mi Jin Kim
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Yon Ho Choe
- Department of Pediatrics, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Ben Kang
- Department of Pediatrics, School of Medicine, Kyungpook National University, Daegu, Korea.,Crohn's and Colitis Association in Daegu-Gyeongbuk (CCAiD), Daegu, Korea
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Serial measurements of faecal calprotectin may discriminate intestinal tuberculosis and Crohn's disease in patients started on antitubercular therapy. Eur J Gastroenterol Hepatol 2021; 33:334-338. [PMID: 32796361 DOI: 10.1097/meg.0000000000001879] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
BACKGROUND Response to antitubercular therapy (ATT) is often used to differentiate intestinal tuberculosis (ITB) from Crohn's disease. Role of non-invasive biomarkers to predict mucosal response to ATT is unclear. MATERIALS AND METHODS A prospective study to compare faecal calprotectin and serum C-reactive protein (CRP) levels at diagnosis, 2 and 6 months of ATT in patients with suspected ITB started on ATT was done. The patients were eventually divided into two groups: ITB or alternative diagnosis (OTH). Decline of calprotectin and CRP levels was used to compute area under the receiver operating characteristic (AUROC) to predict mucosal healing at 2 months. RESULTS Thirty-seven patients (mean age: 34.95 ± 16.35 years, 23 males) were included and 28 (75.67%) were diagnosed as ITB while nine (24.32%) had alternative diagnosis (OTH). The median faecal calprotectin values of ITB and OTH groups at baseline, 2 months and 6 months were 216 and 282 µg/g (P = 0.466), 43 and 216 µg/g (P = 0.003), and 26 and 213 µg/g (P < 0.001), respectively. The median CRP values at baseline, 2 months and 6 months were 18 and 30 mg/L (P = 0.767), 4.7 and 15 mg/L (P = 0.025), and 3 and 10.85 mg/L (P = 0.068), respectively. The AUROC of percent decline in faecal calprotectin and serum CRP at 2 months for mucosal healing were 0.8287 [95% confidence inteval (CI) 0.6472-1] and 0.6018 (95% CI 0.4079-0.7957), respectively. CONCLUSION Faecal calprotectin can help in assessing response to therapy in suspected ITB patients started on empirical ATT.
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Słowińska-Solnica K, Pawlica-Gosiewska D, Gawlik K, Owczarek D, Cibor D, Pocztar H, Mach T, Solnica B. Serum inflammatory markers in the diagnosis and assessment of Crohn's disease activity. Arch Med Sci 2021; 17:252-257. [PMID: 33488879 PMCID: PMC7811324 DOI: 10.5114/aoms/130842] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Accepted: 11/24/2020] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION The aim of our study was to evaluate the diagnostic characteristics of selected inflammatory markers and the results of multiplication of their concentrations in the diagnosis and assessment of Crohn's disease (CD) activity. METHODS We studied 49 patients with CD and 31 healthy controls. The CD patients were assigned to subgroups with active and inactive disease based on the Crohn's Disease Activity Index score. Serum interleukins and C-reactive protein (CRP) were measured using immunoassays. RESULTS Serum CRP and interleukins: IL-6, IL-17A, IL-23 were significantly higher in the CD group than in controls, with the best diagnostic performance for IL-23. Only serum IL-6 and CRP were significantly higher in active than in inactive disease, with the better performance of CRP. Multiplication results did not perform better than individual multipliers. CONCLUSIONS Serum CRP may be useful in the assessment of CD activity and there is a need for introduction of IL-23 for the CD diagnosis.
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Affiliation(s)
| | | | - Katarzyna Gawlik
- Department of Clinical Biochemistry, Jagiellonian University Medical College, Krakow, Poland
| | - Danuta Owczarek
- Department of Gastroenterology and Hepatology, Jagiellonian University Medical College, Krakow, Poland
- Department of Gastroenterology and Hepatology, University Hospital, Krakow, Poland
| | - Dorota Cibor
- Department of Gastroenterology and Hepatology, Jagiellonian University Medical College, Krakow, Poland
- Department of Gastroenterology and Hepatology, University Hospital, Krakow, Poland
| | - Halina Pocztar
- Department of Gastroenterology and Hepatology, Jagiellonian University Medical College, Krakow, Poland
- Department of Gastroenterology and Hepatology, University Hospital, Krakow, Poland
| | - Tomasz Mach
- Department of Gastroenterology and Hepatology, Jagiellonian University Medical College, Krakow, Poland
- Department of Gastroenterology and Hepatology, University Hospital, Krakow, Poland
| | - Bogdan Solnica
- Department of Clinical Biochemistry, Jagiellonian University Medical College, Krakow, Poland
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Nuñez F P, Mahadevan U, Quera R, Bay C, Ibañez P. Treat-to-target approach in the management of inflammatory Bowel disease. GASTROENTEROLOGIA Y HEPATOLOGIA 2020; 44:312-319. [PMID: 33070988 DOI: 10.1016/j.gastrohep.2020.06.032] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2020] [Accepted: 06/29/2020] [Indexed: 12/11/2022]
Abstract
With the advent of biologic and small molecule therapies, there has been a substantial change in the treatment of inflammatory bowel disease. These advances have had a great impact in preventing disease progression, intestinal damage and, therefore, have contributed to a better quality of life. Discordance between symptom control and mucosal healing has been demonstrated. This has led to the search for new disease control targets. The treat to target strategy, based on expert recommendations and now a randomized controlled trial, has determined that clinical and endoscopic remission should be the goal of therapy. Biomarkers (fecal calprotectin) can be a surrogate target. Although histological healing has shown benefits, there is inadequate evidence and inadequate therapy for that to be a fixed goal at this time. This review will focus on therapeutic goals, according to the evidence currently available, and evaluate strategies to achieve them.
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Affiliation(s)
- Paulina Nuñez F
- Division of Gastroenterology, Unversity of Chile, Hospital San Juan de Dios, Santiago, Chile a Division of Gastroenterology, Unversity of Chile, Hospital San Juan de Dios, Santiago, Chile.
| | - Uma Mahadevan
- Division of Gastroenterology, University of California, San Francisco, United States
| | - Rodrigo Quera
- Inflammatory Bowel Disease Program, Gastroenterology Department, Clínica Las Condes, Santiago, Chile
| | - Constanza Bay
- Department of Pediatrics, Pontifical Catholic University of Chile, Santiago, Chile
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Atreya R, Neurath MF, Siegmund B. Personalizing Treatment in IBD: Hype or Reality in 2020? Can We Predict Response to Anti-TNF? Front Med (Lausanne) 2020; 7:517. [PMID: 32984386 PMCID: PMC7492550 DOI: 10.3389/fmed.2020.00517] [Citation(s) in RCA: 75] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Accepted: 07/27/2020] [Indexed: 12/12/2022] Open
Abstract
The advent of anti-TNF agents as the first approved targeted therapy in the treatment of inflammatory bowel disease (IBD) patients has made a major impact on our existing therapeutic algorithms. They have not only been approved for induction and maintenance treatment in IBD patients, but have also enabled us to define and achieve novel therapeutic outcomes, such as combination of clinical symptom control and endoscopic remission, as well as mucosal healing. Nevertheless, approximately one third of treated patients do not respond to initiated anti-TNF therapy and these treatments are associated with sometimes severe systemic side-effects. There is therefore the currently unmet clinical need do establish predictive markers of response to identify the subgroup of IBD patients, that have a heightened probability of response. There have so far been approaches from different fields of IBD research, to descry markers that would empower us to apply TNF-inhibitors in a more rational manner. These markers encompass findings from disease-related and clinical factors, pharmacokinetics, biochemical markers, blood and stool derived parameters, pharmacogenomics, microbial species, metabolic compounds, and mucosal factors. Furthermore, changes in the intestinal immune cell composition in response to therapeutic pressure of anti-TNF treatment have recently been implicated in the process of molecular resistance to these drugs. Insights into factors that determine resistance to anti-TNF therapy give reasonable hope, that a more targeted approach can then be utilized in these non-responders. Here, IL-23 could be identified as one of the key factors determining resistance to TNF-inhibitors. Growing insights into the molecular mechanism of action of TNF-inhibitors might also enable us to derive critical molecular markers that not only mediate the clinical effects of anti-TNF therapy, but which level of expression might also correlate with its therapeutic efficacy. In this narrative review, we present an overview of currently identified possible predictive markers for successful anti-TNF therapy and discuss identified molecular pathways that drive resistance to these substances. We will also point out the necessity and difficulty of developing and validating a diagnostic marker concerning clinically relevant outcome parameters, before they can finally enter daily clinical practice and enable a more personalized therapeutic approach.
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Affiliation(s)
- Raja Atreya
- Department of Medicine, Medical Clinic 1, University Hospital Erlangen, University of Erlangen-Nürnberg Erlangen, Erlangen, Germany.,Deutsches Zentrum Immuntherapie (DZI), Erlangen, Germany.,The Transregio 241 IBDome Consortium, Erlangen, Germany
| | - Markus F Neurath
- Department of Medicine, Medical Clinic 1, University Hospital Erlangen, University of Erlangen-Nürnberg Erlangen, Erlangen, Germany.,Deutsches Zentrum Immuntherapie (DZI), Erlangen, Germany
| | - Britta Siegmund
- The Transregio 241 IBDome Consortium, Berlin, Germany.,Medizinische Klinik m. S. Gastroenterologie, Infektiologie und Rheumatologie, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin, Germany.,Berlin Institute of Health, Berlin, Germany
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Ozanimod induction therapy for patients with moderate to severe Crohn's disease: a single-arm, phase 2, prospective observer-blinded endpoint study. Lancet Gastroenterol Hepatol 2020; 5:819-828. [PMID: 32553149 DOI: 10.1016/s2468-1253(20)30188-6] [Citation(s) in RCA: 85] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Revised: 04/21/2020] [Accepted: 04/22/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND Although treatment of Crohn's disease has improved with development of tumour necrosis factor antagonists, fewer than 50% of patients have sustained benefit. Durable maintenance therapy with orally administered alternative treatments remains an unmet need. We aimed to evaluate the effects of ozanimod, an oral agent selectively targeting sphingosine-1-phosphate receptor subtypes 1 and 5, on endoscopic disease activity in Crohn's disease. METHODS STEPSTONE was a phase 2, uncontrolled, multicentre trial in adults with moderately to severely active Crohn's disease recruited at 28 hospital and community research centres in Canada, the USA, Hungary, Poland, and Ukraine. All patients began treatment with a 7-day dose escalation (4 days on ozanimod 0·25 mg daily followed by 3 days at 0·5 mg daily). Patients then received ozanimod 1·0 mg oral capsule daily for a further 11 weeks, for a 12-week induction period, followed by a 100-week extension. The primary endpoint was change in Simple Endoscopic Score for Crohn's Disease (SES-CD) from baseline to week 12, as determined by a blinded central reader. Data are reported for the intention-to-treat population. This trial is registered with ClinicalTrials.gov, number NCT02531113 and EudraCT, number 2015-002025-19, and is completed. FINDINGS 69 patients were enrolled between Nov 17, 2015, and Aug 18, 2016. At week 12, the mean change from baseline in SES-CD was -2·2 (SD 6·0); 16 (23·2%, 95% CI 13·9-34·9) patients experienced endoscopic response. A reduction from baseline in Crohn's Disease Activity Index (CDAI) score also was observed (mean change -130·4 [SD 103·9]). Clinical remission (CDAI <150 points) was shown in 27 (39·1%, 95% CI 27·6-51·6) patients and response (CDAI decrease from baseline ≥100) in 39 (56·5%, 95% CI 44·0-68·4) of patients. The mean change from baseline in two-item patient-reported outcome (PRO2, stool frequency, abdominal pain scores) score was -66·1 (SD 65·4). Mean change from baseline in Geboes Histology Activity Score (GHAS) was -5·9 (SD 11·0) and in Robart's Histopathology Index (RHI) -10·6 (25·1). Adverse events were most frequently those attributed to Crohn's disease, most commonly Crohn's disease (flare) in 18 (26%) patients. The most commonly reported serious treatment-related adverse events were Crohn's disease (six [9%]) and abdominal abscess (two [3%]). INTERPRETATION Endoscopic, histological, and clinical improvements were seen within 12 weeks of initiating ozanimod therapy in patients with moderately to severely active Crohn's disease. Phase 3 placebo-controlled trials have been initiated. FUNDING Celgene Corporation.
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Smits LJT, Pauwels RWM, Kievit W, de Jong DJ, de Vries AC, Hoentjen F, van der Woude CJ. Lengthening adalimumab dosing interval in quiescent Crohn's disease patients: protocol for the pragmatic randomised non-inferiority LADI study. BMJ Open 2020; 10:e035326. [PMID: 32461297 PMCID: PMC7259868 DOI: 10.1136/bmjopen-2019-035326] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
INTRODUCTION Adalimumab is effective for maintenance of remission in patients with Crohn's disease (CD) at a dose of 40 mg subcutaneously every 2 weeks. However, adalimumab is associated with (long-term) adverse events and is costly. The aim of this study is to demonstrate non-inferiority and cost-effectiveness of disease activity guided adalimumab interval lengthening compared to standard dosing of every other week (EOW). METHODS AND ANALYSIS The Lengthening Adalimumab Dosing Interval (LADI) study is a pragmatic, multicentre, open label, randomised controlled non-inferiority trial. Non-inferiority is reached if the difference in cumulative incidence of persistent (>8 weeks) flares does not exceed the non-inferiority margin of 15%. 174 CD patients on adalimumab maintenance therapy in long-term (>9 months) clinical and biochemical remission will be included (C-reactive protein (CRP) <10 mg/L, faecal calprotectin (FC) <150 µg/g, Harvey-Bradshaw Index (HBI) <5). Patients will be randomised 2:1 into the intervention (adalimumab interval lengthening) or control group (adalimumab EOW). The intervention group will lengthen the adalimumab administration interval to every 3 weeks, and after 24 weeks to every 4 weeks. Clinical and biochemical disease activity will be monitored every 12 weeks by physician global assessment, HBI, CRP and FC. In case of disease flare, dosing will be increased. A flare is defined as two of three of the following criteria; FC>250 µg/g, CRP≥10 mg/l, HBI≥5. Secondary outcomes include cumulative incidence of transient flares, adverse events, predictors for successful dose reduction and cost-effectiveness. ETHICS AND DISSEMINATION The study is approved by the Medical Ethics Committee Arnhem-Nijmegen, the Netherlands (registration number NL58948.091.16). Results will be published in peer-reviewed journals and presented at international conferences. TRIAL REGISTRATION NUMBERS EudraCT registry (2016-003321-42); Clinicaltrials.gov registry (NCT03172377); Dutch trial registry (NTRID6417).
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Affiliation(s)
- L J T Smits
- Department of Gastroenterology and Hepatology, Radboudumc, Nijmegen, The Netherlands
| | - R W M Pauwels
- Department of Gastroenterology and Hepatology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - W Kievit
- Department for Health Evidence, Radboudumc, Nijmegen, The Netherlands
| | - D J de Jong
- Department of Gastroenterology and Hepatology, Radboudumc, Nijmegen, The Netherlands
| | - A C de Vries
- Department of Gastroenterology and Hepatology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - F Hoentjen
- Department of Gastroenterology and Hepatology, Radboudumc, Nijmegen, The Netherlands
| | - C J van der Woude
- Department of Gastroenterology and Hepatology, Erasmus Medical Center, Rotterdam, The Netherlands
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Nardone OM, Shivaji UN, Ferruzza V, Ghosh S, Iacucci M. Soluble Blood Markers of Mucosal Healing in Inflammatory Bowel Disease: The Future of Noninvasive Monitoring. Inflamm Bowel Dis 2020; 26:961-969. [PMID: 31587036 DOI: 10.1093/ibd/izz226] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Indexed: 12/13/2022]
Abstract
The traditional management of inflammatory bowel disease (IBD) based on symptom control is not considered valid anymore by most specialists in this field, and a new paradigm called "treat to target" has been introduced. This is based on the assessment of disease activity using objective measures. The identification of noninvasive biomarkers is crucial to diagnosis and monitor IBD because frequent endoscopic examinations are costly and uncomfortable for the patient. In this review, we focus on blood markers that may be able to assess mucosal healing (MH) in IBD and recent advances in this area. Introduction of commercial panel to predict MH opens the way for further developments so that colonoscopy or fecal markers may be avoided in some patients. This may also permit frequent monitoring for therapeutic response and achieve MH. It is a challenging area of research to identify a panel of biomarkers that may reflect inflammation and healing to serve as a surrogate of MH.
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Affiliation(s)
- Olga Maria Nardone
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, UK
| | - Uday Nagesh Shivaji
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, UK
| | - Vittoria Ferruzza
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, UK
| | - Subrata Ghosh
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, UK.,University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, UK.,NIHR Biomedical Research Centre, University of Birmingham and University Hospitals NHS Foundation Trust Birmingham, UK.,Department of Gastroenterology and Hepatology, University of Calgary, Alberta, Canada
| | - Marietta Iacucci
- Institute of Translational Medicine and Institute of Immunology and Immunotherapy, University of Birmingham, UK.,University Hospitals Birmingham NHS Foundation Trust, Queen Elizabeth Hospital Birmingham, UK.,NIHR Biomedical Research Centre, University of Birmingham and University Hospitals NHS Foundation Trust Birmingham, UK.,Department of Gastroenterology and Hepatology, University of Calgary, Alberta, Canada
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Abstract
OBJECTIVE Heart failure (HF) exerts deleterious effects on the gastrointestinal tract and the gut microbiome, yet its impact on inflammatory bowel disease (IBD) is unknown. This study was performed to evaluate the impact of HF on disease course and outcomes in patients with IBD. METHODS Using a large institutional database, we identified patients aged 18-65 years diagnosed with IBD and incident HF (IBD-HF), IBD without HF (IBD), and HF without IBD (HF). Patients were followed longitudinally, and IBD-related outcomes were compared between the IBD-HF and IBD cohorts using multivariable cox regression. General clinical outcomes were compared between all three cohorts using Kaplan-Meier survival analysis. RESULTS A total of 271, 2449, and 20,444 patients were included in the IBD-HF, IBD, and HF cohorts. Compared with IBD, IBD-HF had significantly higher risk of IBD-related hospitalization [hazard ratio (HR): 1.42; (95% confidence interval, CI: 1.2-1.69)], flare [HR 1.32 (1.09-1.58)], complication [HR 1.7 (1.33-2.17)], pancolitis [HR 1.55 (1.04-2.3)], and escalation to nonbiologic therapy. No significant difference was observed in the incidence of IBD-related surgery or Clostridium difficile infection. New biologic use was less frequent in IBD-HF [HR 0.52 (0.36-0.77)]. IBD-HF, compared with the other two groups, had reduced event-free survival for all-cause hospitalization (P < 0.001), emergency department visits (P = 001), and venous thromboembolism (P < 0.05). Mortality risk in IBD-HF was elevated compared to IBD but was similar to that within HF cohort. CONCLUSION Incident HF in patients with IBD is a predictor of adverse IBD-related and overall clinical outcomes.
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