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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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Narayanan SP, Anderson B, Bharucha AE. Sex- and Gender-Related Differences in Common Functional Gastroenterologic Disorders. Mayo Clin Proc 2021; 96:1071-1089. [PMID: 33814075 PMCID: PMC8075061 DOI: 10.1016/j.mayocp.2020.10.004] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 09/07/2020] [Accepted: 10/02/2020] [Indexed: 12/11/2022]
Abstract
Functional gastrointestinal (GI) disorders (FGIDs) result from central and peripheral mechanisms, cause chronic remitting-relapsing symptoms, and are associated with comorbid conditions and impaired quality of life. This article reviews sex- and gender-based differences in the prevalence, pathophysiologic factors, clinical characteristics, and management of functional dyspepsia (FD) and irritable bowel syndrome (IBS) that together affect approximately 1 in 4 people in the United States. These conditions are more common in women. Among patients with IBS, women are more likely to have severe symptoms and coexistent anxiety or depression; constipation or bloating and diarrhea are more common in women and men, respectively, perhaps partly because defecatory disorders, which cause constipation, are more common in women. Current concepts suggest that biological disturbances (eg, persistent mucosal inflammation after acute gastroenteritis) interact with other environmental factors (eg, abuse) and psychological stressors, which influence the brain and gut to alter GI tract motility or sensation, thereby causing symptoms. By comparison to a considerable understanding of sex-based differences in the pathogenesis of visceral hypersensitivity in animal models, we know less about the contribution of these differences to FGID in humans. Slow gastric emptying and colon transit are more common in healthy women than in men, but effects of gonadal hormones on colon transit are less important than in rodents. Although increased visceral sensation partly explains symptoms, the effects of sex on visceral sensation, colonic permeability, and the gut microbiome are less prominent in humans than rodents. Whether sex or gender affects response to medications or behavioral therapy in FD or IBS is unclear because most patients in these studies are women.
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Affiliation(s)
| | | | - Adil E Bharucha
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN.
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Chen X, Hu B, Huang L, Cheng L, Liu H, Hu J, Hu S, Han C, He H, Kang B, Xu H, Zhang R, Wang J, Li L. The differences in intestinal growth and microorganisms between male and female ducks. Poult Sci 2021; 100:1167-1177. [PMID: 33518075 PMCID: PMC7858134 DOI: 10.1016/j.psj.2020.10.051] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2020] [Revised: 10/03/2020] [Accepted: 10/19/2020] [Indexed: 01/22/2023] Open
Abstract
There are great differences in physiological and biological functions between animals of different sexes. However, whether there is a consensus between sexes in duck intestinal development and microorganisms is still unknown. The current study used Nonghua ducks to estimate the effect of sex on the intestine by evaluating differences in intestinal growth indexes and microorganisms. The intestines of male and female ducks were sampled at 2, 5, and 10 wk from the duodenum, jejunum, ileum, and cecum. Then, the intestinal length and weight were measured, the morphology was observed with HE staining, and the intestinal content was analyzed by 16S rRNA sequencing. The results showed that male ducks have shorter intestinal lengths with higher relative weights/relative lengths. The values of jejunal villus height (VH)/crypt depth (CD) of female ducks were significantly higher at 2 wk, whereas the jejunal VH/CD was significantly lower at 10 wk. There was obvious separation of microorganisms in each intestinal segment of ducks of different sexes at the 3 time periods. The dominant phyla at different stages were Firmicutea, Proteobacteria, Bacteroidetes, and Actinobacteria. The duodenal Chao index at the genus level of male ducks was significantly higher at 10 wk than that of female ducks. Significantly different genera were found only in the jejunum, and the abundances of Escherichia_Shigella, Pseudomonas, Clostridium_sensu_stricto_1, Sphingomonas, and Desulfovibrio in male ducks were higher than those in female ducks, whereas the abundance of Rothia was lower, and the abundance of viral infectious diseases, lipid metabolism, metabolism of terpenoids and polyketides, parasitic infectious diseases, xenobiotic biodegradation and metabolism, cardiovascular disease, and metabolism of other amino acids in male ducks were higher than that in female ducks, whereas gene folding, sorting and degradation pathways, and nucleotide metabolism were lower. This study provides a basic reference for the intestinal development and microbial symbiosis of ducks of different sexes.
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Affiliation(s)
- Xuefei Chen
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Bo Hu
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Liansi Huang
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Lumin Cheng
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Hehe Liu
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Jiwei Hu
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Shenqiang Hu
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Chunchun Han
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Hua He
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Bo Kang
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Hengyong Xu
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Rongping Zhang
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Jiwen Wang
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China
| | - Liang Li
- Work for Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Institute of Animal Genetics and Breeding, Sichuan Agriculture University, Chengdu, China.
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Gomes CA, Soares C, Catena F, Di Saverio S, Sartelli M, Gomes CC, Gomes FC. Laparoscopic Management of Mobile Cecum. JSLS 2017; 20:JSLS.2016.00076. [PMID: 27807396 PMCID: PMC5080399 DOI: 10.4293/jsls.2016.00076] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Background and Objectives: The mobile cecum is an embryologic abnormality and has been associated with functional colon disease (chronic constipation and irritable bowel syndrome). However, unlike functional disease, the primary treatment is operative, using laparoscopic cecopexy. We compare the epidemiology and pathophysiology of mobile cecum syndrome and functional colon disease and propose diagnostic and treatment guidelines. Method: This study was a case–control series of 15 patients who underwent laparoscopic cecopexy. Age, gender, recurrent abdominal pain, and constipation based on Rome III criteria were assessed. Ileocecal–appendiceal unit displacement was graded as follows: I (cecum retroperitoneal or with little mobility); II (wide mobility, crossing the midline); and III (maximum mobility, reaching the left abdomen). Patients with Grades II and III underwent laparoscopic cecopexy. The clinical outcomes were evaluated according to modified Visick's criteria, and postoperative complications were assessed according to the Clavien-Dindo classification. Results: The mean age was 31.86 ± 12.02 years, and 13 patients (86.7%) were women. Symptoms of constipation and abdominal pain were present in 14 (93.3%) and 11 (73.3%), respectively. Computed tomography was performed in 8 (53.3%) patients. The mean operative time was 41 ± 6.66 min. There were no postoperative infections. One (7.8%) patient was classified as Clavien Dindo IIIb and all patients were classified as Visick 1 or 2. Conclusion: Many patients with clinical and epidemiological features of functional colon disease in common in fact have an anatomic anomaly, for which the treatment of choice is laparoscopic cecopexy. New protocols should be developed to support this recommendation.
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Affiliation(s)
| | | | - Fausto Catena
- Department of General Surgery, Maggiore Hospital, Parma, Italy
| | | | | | - Camila Couto Gomes
- Department of Surgery, Israel Pinheiro Governor Hospital, Belo Horizonte, Minas Gerais, Bazil
| | - Felipe Couto Gomes
- Department of Internal Medicine, Therezinha de Jesus University Hospital, Faculty of Medical and Health Sciences of Juiz de Fora (SUPREMA), Minas Gerais, Brazil
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Sex Differences in Gastrointestinal Physiology and Diseases. SEX DIFFERENCES IN PHYSIOLOGY 2016. [DOI: 10.1016/b978-0-12-802388-4.00008-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2025]
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Li CP, Ling C, Biancani P, Behar J. Effect of progesterone on colonic motility and fecal output in mice with diarrhea. Neurogastroenterol Motil 2012; 24:392-e174. [PMID: 22284724 DOI: 10.1111/j.1365-2982.2011.01875.x] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
BACKGROUND Patients with diarrhea and slow transit constipation (STC) have high 5-HT levels. In STC, the high 5-HT levels have been difficult to explain, as 5-HT stimulates peristalsis. Over expression of progesterone (P4) receptors in epithelial and muscle cells of the colon may reconcile this contradiction because P4 decreases SERT and increases 5-HT levels, but their effects are rendered ineffective because of the impaired muscle contraction. AIMS We examined whether P4 treatment could reduce the stool output in two mouse diarrheal models because of higher 5-HT levels, the SERT knock-out (KO), and the fluoxetine-treated mice. METHODS Contractility of colon circular muscle strips from wild mice was studied. Fecal water and dry fecal output were measured daily over a 4-day period in wild and SERT-KO mice and in fluoxetine-treated mice treated with IM saline or P4. 5-HT levels were measured using ELISA. KEY RESULTS Progesterone blocked the spontaneous and stimulated phasic contractions. Fecal water output measured in two consecutive 4-day periods was not different in wild and SERT-KO mice. The fecal output in the SERT-KO mice was higher than in wild mice. P4 treatment reduced the 4-day fecal output in both groups compared with saline treatment. Oral fluoxetine treatment increased 5-HT levels in wild mice and increased the 4-day fecal output compared with oral saline. P4 treatment caused a decrease in the fecal output in both groups. CONCLUSIONS & INFERENCES Progesterone decreased the contractility of circular muscle strips, and reduced the fecal output in two diarrheal models, the SERT-KO and fluoxetine-treated mice.
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Affiliation(s)
- C P Li
- Department of Medicine, Rhode Island Hospital, Warren Alpert Medical School of Brown University, Providence, RI, USA
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Kato E, Yamane S, Nomura R, Matsumoto K, Tashima K, Horie S, Saito T, Fujino H, Murayama T. Dysfunction of neurogenic VIP-mediated relaxation in mouse distal colon with dextran sulfate sodium-induced colitis. Pharmacol Res 2011; 65:204-12. [PMID: 21939768 DOI: 10.1016/j.phrs.2011.09.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2011] [Revised: 08/09/2011] [Accepted: 09/07/2011] [Indexed: 12/13/2022]
Abstract
Vasoactive intestinal peptide (VIP) regulates various functions including motility and immune homeostasis in colon. The VIP system including its receptors has been established to control the development of ulcerative colitis, but the functional changes of the system-regulated motility in colon with ulcerative colitis are not well understood. In this study, we investigated VIP-related contractile responses in distal colon from mice with dextran sulfate sodium (DSS)-induced acute colitis. Electrical stimulation (ES) under our conditions caused relaxation during ES and contraction after withdrawal of ES in a tetrodotoxin-sensitive manner. Pharmacological analyses showed two phases of ES-induced relaxation: a transient neuronal nitric oxide (NO) synthase-dependent phase (I), and a continued VIP receptor-mediated phase (II). Inhibition of VIP receptors and protein kinase A decreased both phases. In colon from DSS-treated mice, ES-induced phase II (also phase I) and VIP-induced, but not cyclic AMP analog-induced, relaxation were decreased. Stimulation with VIP significantly increased cyclic AMP formation in colon preparations from control but not DSS-treated mice. In colon from DSS-treated mice, the basal cyclic AMP level was markedly greater without changes in the level of VIP receptor VPAC(2). Isoprenaline- and forskolin-induced relaxation and cyclic AMP formation were not changed by DSS treatment. These findings suggest that dysfunction of VIP receptors in muscles, in addition to loss of the neuronal VIP and NO pathways, are involved in abnormal motility in mouse colon with DSS-induced colitis.
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Affiliation(s)
- Erina Kato
- Laboratory of Chemical Pharmacology, Graduate School of Pharmaceutical Sciences, Chiba University, Inohana 1-8-1, Chuo-ku, Chiba, Japan
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Freire AC, Basit AW, Choudhary R, Piong CW, Merchant HA. Does sex matter? The influence of gender on gastrointestinal physiology and drug delivery. Int J Pharm 2011; 415:15-28. [DOI: 10.1016/j.ijpharm.2011.04.069] [Citation(s) in RCA: 128] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2011] [Revised: 04/01/2011] [Accepted: 04/04/2011] [Indexed: 12/14/2022]
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Guarino M, Cheng L, Cicala M, Ripetti V, Biancani P, Behar J. Progesterone receptors and serotonin levels in colon epithelial cells from females with slow transit constipation. Neurogastroenterol Motil 2011; 23:575-e210. [PMID: 21481100 DOI: 10.1111/j.1365-2982.2011.01705.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
BACKGROUND Females with slow transit constipation (STC) exhibit progesterone receptor (P4R) overexpression in colon muscle that impair their contractility. These studies examined whether these patients have an overexpression of P4R in epithelial cells and whether P4 affects the SERT-5-HT pathway. METHODS Tissues were obtained from surgical specimens of seven females with STC and six controls. Feasibility studies were performed in biopsies from six patients with STC and three controls. P4R, SERT and TPH-1 mRNA and protein expression and 5-HT by ELISA were determined. Contraction was studied in normal muscle cells pretreated with P4 or buffer. Progesterone effects on SERT and 5-HT levels were studied in normal human mucosa in vitro and in wild and SERT knockout mice in vivo. KEY RESULTS P4R was overexpressed in epithelial cells in STC compared with controls. The levels of SERT were lower and 5-HT higher in STC. In epithelial cells P4 treatment decreased SERT and increased mucosal 5-HT without affecting TPH-1. Progesterone impaired the contraction of normal muscle cells induced by Ach and 5-HT. Progesterone decreased SERT and increased 5-HT levels in the colon of wild mice in vivo but had no effect on the high basal levels of 5-HT in SERT knockout mice. CONCLUSIONS & INFERENCES P4R are present in colon epithelial cells and are overexpressed in females with STC. These cells have reduced SERT and high 5-HT levels and normal TPH-1. These 5-HT signaling abnormalities are related to overexpression of P4R since they are reproduced in human epithelial cells in vitro and in mice in vivo.
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Affiliation(s)
- M Guarino
- Department of Medicine, Campus Bio-Medico University, Rome, Italy
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Current world literature. Curr Opin Endocrinol Diabetes Obes 2011; 18:83-98. [PMID: 21178692 DOI: 10.1097/med.0b013e3283432fa7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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