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Huang YH, Xie C, Chou CY, Jin Y, Li W, Wang M, Lu Y, Liu Z. Subtyping intractable functional constipation in children using clinical and laboratory data in a classification model. Front Pediatr 2023; 11:1148753. [PMID: 37168808 PMCID: PMC10165123 DOI: 10.3389/fped.2023.1148753] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 04/03/2023] [Indexed: 05/13/2023] Open
Abstract
Background Children with intractable functional constipation (IFC) who are refractory to traditional pharmacological intervention develop severe symptoms that can persist even in adulthood, resulting in a substantial deterioration in their quality of life. In order to better manage IFC patients, efficient subtyping of IFC into its three subtypes, normal transit constipation (NTC), outlet obstruction constipation (OOC), and slow transit constipation (STC), at early stages is crucial. With advancements in technology, machine learning can classify IFC early through the use of validated questionnaires and the different serum concentrations of gastrointestinal motility-related hormones. Method A hundred and one children with IFC and 50 controls were enrolled in this study. Three supervised machine-learning methods, support vector machine, random forest, and light gradient boosting machine (LGBM), were used to classify children with IFC into the three subtypes based on their symptom severity, self-efficacy, and quality of life which were quantified using certified questionnaires and their serum concentrations of the gastrointestinal hormones evaluated with enzyme-linked immunosorbent assay. The accuracy of machine learning subtyping was evaluated with respect to radiopaque markers. Results Of 101 IFC patients, 37 had NTC, 49 had OOC, and 15 had STC. The variables significant for IFC subtype classification, according to SelectKBest, were stool frequency, the satisfaction domain of the Patient Assessment of Constipation Quality of Life questionnaire (PAC-QOL), the emotional self-efficacy for Functional Constipation questionnaire (SEFCQ), motilin serum concentration, and vasoactive intestinal peptide serum concentration. Among the three models, the LGBM model demonstrated an accuracy of 83.8%, a precision of 84.5%, a recall of 83.6%, a f1-score of 83.4%, and an area under the receiver operating characteristic curve (AUROC) of 0.89 in discriminating IFC subtypes. Conclusion Using clinical characteristics measured by certified questionnaires and serum concentrations of the gastrointestinal hormones, machine learning can efficiently classify pediatric IFC into its three subtypes. Of the three models tested, the LGBM model is the most accurate model for the classification of IFC, with an accuracy of 83.8%, demonstrating that machine learning is an efficient tool for the management of IFC in children.
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Affiliation(s)
- Yi-Hsuan Huang
- Department of Gastroenterology, Children’s Hospital of Nanjing Medical University, Nanjing, China
- Medical School, Nanjing University, Nanjing, China
| | - Chenjia Xie
- School of Electronic Science and Engineering, Nanjing University, Nanjing, China
| | - Chih-Yi Chou
- College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Yu Jin
- Department of Gastroenterology, Children’s Hospital of Nanjing Medical University, Nanjing, China
- Medical School, Nanjing University, Nanjing, China
| | - Wei Li
- Department of Gastroenterology, Children’s Hospital of Nanjing Medical University, Nanjing, China
- Department of Quality Management, Children's Hospital of Nanjing Medical University, Nanjing, China
| | - Meng Wang
- Department of Gastroenterology, Children’s Hospital of Nanjing Medical University, Nanjing, China
| | - Yan Lu
- Department of Gastroenterology, Children’s Hospital of Nanjing Medical University, Nanjing, China
- Correspondence: Yan Lu Zhifeng Liu
| | - Zhifeng Liu
- Department of Gastroenterology, Children’s Hospital of Nanjing Medical University, Nanjing, China
- Medical School, Nanjing University, Nanjing, China
- Correspondence: Yan Lu Zhifeng Liu
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Índice de calidad de vida percibida en pacientes con trastornos gastrointestinales funcionales en Buenos Aires, Argentina. ACTA COLOMBIANA DE PSICOLOGIA 2022. [DOI: 10.14718/acp.2023.26.1.4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Los trastornos gastrointestinales funcionales (tgf) son enfermedades crónicas que configuran un problema relevante en la salud pública, asociados en investigaciones previas a una peor calidad de vida. El objetivo del presente trabajo fue estudiar la calidad de vida en pacientes que acuden a un servicio de neurogastroenterología en un hospital de Argentina ycompararlo con población control. Para ello, se realizó un estudio cuantitativo y transversal incluyendo población clínica diagnosticada con algún tgf (n = 35) y una muestra control sin diagnóstico de tgf (n = 37). Se encontraron diferencias significativas entre personas con tgf y sujetos control, χ² (1, n = 70) = 30.23, p < .001 en todas las subdimensiones de la escala de calidad de vida (mqli), exceptuando satisfacción espiritual (pe). Similar a investigaciones previas, los resultados de este estudio sugieren que, en Argentina —al igual que en otros países—, los individuos con tgf muestran una peorpercepción de calidad de vida que la población general. Estos hallazgos podrían contribuir al diseño de intervenciones que contemplen variables biopsicosociales, con el objetivo de una mejoría integral en la calidad de vida de las personas que padecen estos trastornos.
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Li L, Cheng GR, Liu D, Hu FF, Gan XG, Zhang B, An L, Chen C, Zou MJ, Xu L, Ou YM, Chen YS, Li JQ, Wei Z, Wu Q, Chen XX, Guo MQ, Wu QM, Wang R, Zeng Y. The Hubei Memory and Aging Cohort Study: Study Design, Baseline Characteristics, and Prevalence of Cognitive Impairments. J Alzheimers Dis 2021; 85:561-571. [PMID: 34842190 DOI: 10.3233/jad-215129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Despite the improved access to health services in China, inadequate diagnosis and management of dementia are common issues, especially in rural regions. OBJECTIVE The Hubei Memory & Aging Cohort Study was designed as a prospective study in Central China to determine the prevalence, incidence, and risk factors for dementia and mild cognitive impairment (MCI) among urban and rural older adults. METHODS From 2018-2020, participants aged ≥65 years were screened, and data regarding their life behaviors, families, socio-economic status, physical and mental health, social and psychological factors, and cognition were collected. Diagnoses of MCI and dementia were made via consensus diagnosis using the Diagnostic and Statistical Manual of Mental Disorders fourth edition criteria. RESULTS Of 8,221 individuals who completed their baseline clinical evaluation, 4,449 (54.1%) were women and 3,164 (38.4%) were from remote rural areas (average age: 71.96 years; mean education period: 7.58 years). At baseline, 25.98%(95%confidence interval [CI]: 24.99-26.96) and 7.24%(95%CI: 6.68-7.80) of the participants were diagnosed with MCI and dementia, respectively. Prevalence showed a strong relationship with age. The substantial disparities between rural and urban regions in MCI and dementia prevalence and multiple dementia-related risk factors were revealed. Especially for dementia, the prevalence rate in rural areas was 2.65 times higher than that in urban regions. CONCLUSION Our results suggested that public health interventions are urgently needed to achieve equitable diagnosis and management for people living with dementia in the communities across urban and rural areas.
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Affiliation(s)
- Lin Li
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Gui-Rong Cheng
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Dan Liu
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Fei-Fei Hu
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Xu-Guang Gan
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Bo Zhang
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Lina An
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Cong Chen
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Ming-Jun Zou
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Lang Xu
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Yang-Ming Ou
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Yu-Shan Chen
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Jin-Quan Li
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Zhen Wei
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Qiong Wu
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Xing-Xing Chen
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Man-Qing Guo
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
| | - Qing-Ming Wu
- Tianyou Hospital Affiliated to Wuhan University of Science and Technology, Wuhan, China
| | - Ru Wang
- China Resources and WISCO General Hospital, Wuhan University of Science and Technology, Wuhan, China
| | - Yan Zeng
- Brain Science and Advanced Technology Institute, Wuhan University of Science and Technology, Wuhan, China
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Remes-Troche JM, Coss-Adame E, Amieva-Balmori M, Velarde-Ruiz Velasco JA, Gómez-Castaños PC, Flores-Rendón R, Gómez-Escudero O, Rodríguez-Leal MC, Durán-Rosas C, Pinto-Gálvez SM, Priego-Parra BA, Triana-Romero A. Incidence of 'new-onset' constipation and associated factors during lockdown due to the COVID-19 pandemic. BMJ Open Gastroenterol 2021; 8:bmjgast-2021-000729. [PMID: 34531245 PMCID: PMC8449841 DOI: 10.1136/bmjgast-2021-000729] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Accepted: 09/05/2021] [Indexed: 01/02/2023] Open
Abstract
Objective A minimum of physical activity and low liquid intake are factors that have been associated with constipation. The health emergency brought on by the COVID-19 pandemic has resulted in adopting behaviour, such as sheltering-in-place (less mobility) and dietary changes, creating a scenario we believe to be an adequate model for examining the appearance of symptoms of constipation and its associated factors. Design A cross-sectional and descriptive study was conducted on an open population, applying an electronic survey (4 weeks after lockdown due to COVID-19 in Mexico) to evaluate demographic characteristics, physical activity, water and fibre intake, appearance of constipation symptoms (including stool consistency), and quality of life. Results Out of 678 subjects evaluated, 170 (25%, 95% CI: 21.7 to 28.4) developed symptoms of ‘new-onset’ constipation, with a significant decrease in the number of daily bowel movements (p<0.05) and stool consistency (p<0.05) during lockdown. Furthermore, in the ‘new-onset’ constipation population there was a higher proportion of subjects (79 (47%) of 170) who stopped exercising during the pandemic compared with the subjects who did not develop constipation symptoms (187 (37%) of 508, p=0.03, OR: 1.49, 95% CI: 1.0 to 2.1). The multivariate analysis (logistic regression) showed that female sex (p=0.001), water intake (p=0.039), and physical activity (p=0.012) were associated with ‘new-onset’ constipation. Conclusions In our study on an open population in Mexico, we found that one-fourth of the population developed ‘new-onset’ constipation symptoms during the lockdown imposed due to the COVID-19 pandemic. A reduction of physical activity and less water consumption were associated factors.
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Affiliation(s)
| | - Enrique Coss-Adame
- Instituto Nacional de Ciencias Medicas y Nutricion Salvador Zubiran Departamento de Gastroenterologia, Mexico City, Mexico
| | | | | | | | | | | | | | - Cristina Durán-Rosas
- Instituto de Investigaciones Médico Biológicas, Universidad Veracruzana, Veracruz, Mexico
| | | | | | - Arturo Triana-Romero
- Instituto de Investigaciones Médico Biológicas, Universidad Veracruzana, Veracruz, Mexico
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Patel S, Doerfler B, Boutros K, Ng S, Manuel M, DeSimone E. Review of Treatment Options for Irritable Bowel Syndrome with Constipation and Chronic Idiopathic Constipation. Int J Gen Med 2021; 14:1457-1468. [PMID: 33907450 PMCID: PMC8071080 DOI: 10.2147/ijgm.s274568] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2020] [Accepted: 03/11/2021] [Indexed: 12/15/2022] Open
Abstract
Irritable bowel syndrome with constipation (IBS-C) and chronic idiopathic constipation (CIC) are two common disorders of gut-brain interaction. Affected patients often first present to their primary care providers seeking care for symptoms of constipation, abdominal pain, and bloating, which have a significant impact on their health-related quality of life. These patients often require extensive counseling and reassurance, and knowledge of reliable diagnostic criteria and treatment options is imperative to managing their conditions. Family medicine practitioners, including nurse practitioners and physician assistants, are uniquely qualified to provide a diagnosis and safe, effective management of these disorders. This article reviews the latest evidence and provides practical advice related to diagnosis and management of IBS-C and CIC.
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Affiliation(s)
- Sarah Patel
- Department of Gastroenterology and Hepatology, Weill Cornell Medicine, New York, NY, USA
- Rutgers University, Piscataway, NJ, USA
| | - Bethany Doerfler
- Division of Gastroenterology, Northwestern Medicine, Chicago, IL, USA
| | - Katerine Boutros
- Global Medical Affairs Gastroenterology & Hepatology, AbbVie Inc, Madison, NJ, USA
| | - Samson Ng
- Global Medical Affairs Gastroenterology & Hepatology, AbbVie Inc, Madison, NJ, USA
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Mahassadi AK, Ebela PC, Bangoura AD, Attia AK. The burden of irritable bowel syndrome and chronic constipation on health-related quality of life in black Africans: a comparison with healthy control subjects in Côte d'Ivoire, West Africa. Clin Exp Gastroenterol 2019; 12:355-365. [PMID: 31447575 PMCID: PMC6684486 DOI: 10.2147/ceg.s192563] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 04/30/2019] [Indexed: 12/18/2022] Open
Abstract
Background: Although patients with irritable bowel syndrome (IBS) and chronic constipation (CC) have an impaired health-related quality of life (HRQoL), little is known in black African patients compared with control subjects. This study provided the magnitude and the influencing factors of HRQoL impairment in black African outpatients with IBS or CC compared with control subjects using the generic SF-36 questionnaire. Materials and methods: One hundred and four consecutive black African outpatients complaining with IBS (n=72, mean age=38.9 years, female=62.5%) and CC (n=32, mean age=37.4 years, female=75%) met Rome 3 criteria were compared with 210 control subjects (mean age=37.4 years, 63.8% male). The SF-36 scores in all domains of HRQoL with the corresponding physical (PCS) and mental (MCS) composite scores between groups were compared with post hoc analysis and multivariate linear regression analysis for the assessment of the influencing factors. Results: Overall, IBS and CC patients exhibited low SF-36 scores in the 8 domains of HRQoL in comparison with control subjects. IBS patients scored less in mental health (mean difference=-10.3, p=0.001), bodily pain (mean difference=-23.5, p≤0.0001), and social functioning domains (mean difference =-15.1, p=0.01) in comparison with CC patients. Post hoc analysis demonstrated a trend down of PCS (mean difference=-12.9, p<0.0001) and MCS (mean difference=-11.2, p=0.01) disfavoring IBS patients than those with CC in comparison with control subjects. In multivariate linear regression analysis, besides the negative impact of IBS and CC, factors influencing PCS were BMI (β=0.4; p=0.01) and comorbidities (β=-5.9; p=0.002). Those influencing MCS were the presence of remunerated activity (β=2.7, p=0.02), and patient living alone (β=9.4; p=0.04). Conclusion: IBS and CC impact negatively on the HRQoL in black African subjects and more importantly in those with IBS than CC.
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Affiliation(s)
- Alassan Kouamé Mahassadi
- Hepatology and Gastroenterology Unit, Centre Hospitalier et Universitaire de Yopougon, Abidjan, Côte d’Ivoire
| | - Paulin Christian Ebela
- Hepatology and Gastroenterology Unit, Centre Hospitalier et Universitaire de Yopougon, Abidjan, Côte d’Ivoire
| | - Aboubacar Demba Bangoura
- Hepatology and Gastroenterology Unit, Centre Hospitalier et Universitaire de Yopougon, Abidjan, Côte d’Ivoire
| | - Alain Koffi Attia
- Hepatology and Gastroenterology Unit, Centre Hospitalier et Universitaire de Yopougon, Abidjan, Côte d’Ivoire
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Barish CF, Crozier RA, Griffin PH. Long-term treatment with plecanatide was safe and tolerable in patients with irritable bowel syndrome with constipation. Curr Med Res Opin 2019; 35:81-85. [PMID: 30277094 DOI: 10.1080/03007995.2018.1527303] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Objective: This open-label, multi-center, fixed-dose study (NCT02706483) evaluated the long-term safety and tolerability of plecanatide for the treatment of adults with irritable bowel syndrome with constipation (IBS-C).Methods: Safety and tolerability of once-daily plecanatide 6 mg for up to 53 weeks was assessed in patients with IBS-C who either had been enrolled in one of the phase 3 studies or were study-naïve but met eligibility criteria of the double-blind studies. Safety was assessed by treatment-emergent adverse events (AEs). Patient-reported questionnaires assessed overall IBS symptoms, treatment satisfaction, and desire for treatment continuation. No dose adjustments or treatment interruptions were permitted during the study.Results: Of the 2272 patients enrolled, 1842 (81.1%) completed the study. AEs were experienced by 27.3%, and 4.3% discontinued due to an AE. Most AEs were mild or moderate (90.3%). The incidence of diarrhea, the most commonly reported AE, was low (6.7%), and declined in frequency over time. Diarrhea was the most common cause of AE-related withdrawals (2.7% of patients). At week 53 or end of treatment, 88.2% of patients reported "significant" or "moderate" relief, 72.4% were "very" or "quite" satisfied with treatment, and 76.6% were "very" or "quite" likely to continue treatment.Conclusions: Plecanatide 6 mg was safe and well tolerated in patients with IBS-C treated for up to 53 weeks, with an overall safety profile similar to the 12-week IBS-C studies. Patients reported high rates of relief and satisfaction with treatment, and interest in continuing therapy.Trial registration: ClinicalTrials.gov identifier: NCT02706483.
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Affiliation(s)
- Charles F Barish
- Wake Gastroenterology/Wake Research Associates, Raleigh, NC, USA
- Department of Gastroenterology, UNC School of Medicine, Chapel Hill, NC, USA
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Miller LE, Ibarra A, Ouwehand AC. Normative Values for Colonic Transit Time and Patient Assessment of Constipation in Adults With Functional Constipation: Systematic Review With Meta-Analysis. CLINICAL MEDICINE INSIGHTS. GASTROENTEROLOGY 2017; 11:1179552217729343. [PMID: 28894394 PMCID: PMC5582663 DOI: 10.1177/1179552217729343] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/21/2017] [Accepted: 08/01/2017] [Indexed: 12/16/2022]
Abstract
Availability of normative patient outcome data may assist in designing experiments and estimating sample sizes. The purpose of this review was to determine normative ranges for colonic transit time (CTT), Patient Assessment of Constipation-Symptoms (PAC-SYM), and Patient Assessment of Constipation-Quality of Life (PAC-QOL) in adults diagnosed with functional constipation per Rome III guidelines. Pooled estimates were derived from random-effects meta-analysis. Meta-regression was used to explore sources of heterogeneity among studies. A total of 24 studies (3786 patients) were included in the review. In 10 studies with 1119 patients, pooled CTT was 58 hours (95% confidence interval [CI]: 50-65 hours). Publication bias was not evident (Egger P = .51); heterogeneity was high (I2 = 92%, P < .001). In meta-regression, geographical location explained 57% of the between-study variance, with CTT significantly longer in studies conducted in Europe (71 hours) compared with Asia (49 hours) or the Americas (44 hours). In 9 studies with 2061 patients, pooled PAC-SYM was 1.70 (95% CI: 1.58-1.83). Publication bias was not evident (Egger P = .44). Heterogeneity was high (I2 = 90%, P < .001); however, no study or patient factor influenced PAC-SYM in meta-regression. In 12 studies with 1805 patients, pooled PAC-QOL was 1.97 (95% CI: 1.70-2.24). Publication bias was not evident (Egger P = .28); heterogeneity was high (I2 = 98%, P < .001). In meta-regression, age explained 52% of the between-study variance, with older age associated with lower PAC-QOL scores. Overall, in adults diagnosed with functional constipation per Rome III criteria, significant heterogeneity in CTT, PAC-SYM, and PAC-QOL exists among studies. Variability among studies may be explained by geography and patient factors.
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Affiliation(s)
| | - Alvin Ibarra
- Global Health and Nutrition Sciences, DuPont Nutrition & Health, Kantvik, Finland
| | - Arthur C Ouwehand
- Global Health and Nutrition Sciences, DuPont Nutrition & Health, Kantvik, Finland
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