A Novel Method to Classify and Subgroup Patients With IBS Based on Gastrointestinal Symptoms and Psychological Profiles

Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological comorbidity to IBS symptoms, our aim was to explore an alternative approach to subgrouping by incorporating factors beyond stool form and frequency...

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Published inThe American journal of gastroenterology Vol. 116; no. 2; pp. 372 - 381
Main Authors Black, Christopher J., Yiannakou, Yan, Guthrie, Elspeth A., West, Robert, Houghton, Lesley A., Ford, Alexander C.
Format Journal Article
LanguageEnglish
Published United States Wolters Kluwer 01.02.2021
Wolters Kluwer Health Medical Research, Lippincott Williams & Wilkins
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Abstract Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological comorbidity to IBS symptoms, our aim was to explore an alternative approach to subgrouping by incorporating factors beyond stool form and frequency. We collected demographic, symptom, and psychological health data from 1,375 adult subjects in the community who self-identified as having IBS, identifying 2 cohorts meeting either Rome III or Rome IV criteria. In each cohort, we performed latent class analysis, a method of model-based clustering, to identify specific subgroups (clusters). For each cluster, we drew a radar plot and compared these by visual inspection, describing cluster characteristics. In total, 1,080 individuals met the Rome III criteria for IBS, and 811 met the Rome IV criteria. In both cohorts, a 7-cluster model was the optimum solution, and the characteristics of the clusters were almost identical between Rome III and IV. Four clusters were defined by the pattern of gastrointestinal symptoms (loose stools and urgency or hard stools and bloating), further differentiated by the presence of abdominal pain not relieved by defecation, and by the extent of psychological comorbidity. Two clusters had below-average gastrointestinal symptoms, differentiated by the extent of psychological comorbidity. The final cluster had well-above-average gastrointestinal symptoms and high levels of psychological comorbidity. The proportion of subjects with severe IBS symptom scores, high levels of perceived stress, and high levels of gastrointestinal symptom-specific anxiety was significantly higher in clusters with high psychological comorbidity (P < 0.001). Latent class analysis identified 7 distinct IBS subgroups characterized by varying degrees of gastrointestinal symptoms, extraintestinal symptoms, and psychological comorbidity. Further research is needed to assess whether they might be used to direct treatment.
AbstractList INTRODUCTION:Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological comorbidity to IBS symptoms, our aim was to explore an alternative approach to subgrouping by incorporating factors beyond stool form and frequency.METHODS:We collected demographic, symptom, and psychological health data from 1,375 adult subjects in the community who self-identified as having IBS, identifying 2 cohorts meeting either Rome III or Rome IV criteria. In each cohort, we performed latent class analysis, a method of model-based clustering, to identify specific subgroups (clusters). For each cluster, we drew a radar plot and compared these by visual inspection, describing cluster characteristics.RESULTS:In total, 1,080 individuals met the Rome III criteria for IBS, and 811 met the Rome IV criteria. In both cohorts, a 7-cluster model was the optimum solution, and the characteristics of the clusters were almost identical between Rome III and IV. Four clusters were defined by the pattern of gastrointestinal symptoms (loose stools and urgency or hard stools and bloating), further differentiated by the presence of abdominal pain not relieved by defecation, and by the extent of psychological comorbidity. Two clusters had below-average gastrointestinal symptoms, differentiated by the extent of psychological comorbidity. The final cluster had well-above-average gastrointestinal symptoms and high levels of psychological comorbidity. The proportion of subjects with severe IBS symptom scores, high levels of perceived stress, and high levels of gastrointestinal symptom–specific anxiety was significantly higher in clusters with high psychological comorbidity (P < 0.001).DISCUSSION:Latent class analysis identified 7 distinct IBS subgroups characterized by varying degrees of gastrointestinal symptoms, extraintestinal symptoms, and psychological comorbidity. Further research is needed to assess whether they might be used to direct treatment.
Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological comorbidity to IBS symptoms, our aim was to explore an alternative approach to subgrouping by incorporating factors beyond stool form and frequency. We collected demographic, symptom, and psychological health data from 1,375 adult subjects in the community who self-identified as having IBS, identifying 2 cohorts meeting either Rome III or Rome IV criteria. In each cohort, we performed latent class analysis, a method of model-based clustering, to identify specific subgroups (clusters). For each cluster, we drew a radar plot and compared these by visual inspection, describing cluster characteristics. In total, 1,080 individuals met the Rome III criteria for IBS, and 811 met the Rome IV criteria. In both cohorts, a 7-cluster model was the optimum solution, and the characteristics of the clusters were almost identical between Rome III and IV. Four clusters were defined by the pattern of gastrointestinal symptoms (loose stools and urgency or hard stools and bloating), further differentiated by the presence of abdominal pain not relieved by defecation, and by the extent of psychological comorbidity. Two clusters had below-average gastrointestinal symptoms, differentiated by the extent of psychological comorbidity. The final cluster had well-above-average gastrointestinal symptoms and high levels of psychological comorbidity. The proportion of subjects with severe IBS symptom scores, high levels of perceived stress, and high levels of gastrointestinal symptom-specific anxiety was significantly higher in clusters with high psychological comorbidity (P < 0.001). Latent class analysis identified 7 distinct IBS subgroups characterized by varying degrees of gastrointestinal symptoms, extraintestinal symptoms, and psychological comorbidity. Further research is needed to assess whether they might be used to direct treatment.
Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological comorbidity to IBS symptoms, our aim was to explore an alternative approach to subgrouping by incorporating factors beyond stool form and frequency.INTRODUCTIONConventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological comorbidity to IBS symptoms, our aim was to explore an alternative approach to subgrouping by incorporating factors beyond stool form and frequency.We collected demographic, symptom, and psychological health data from 1,375 adult subjects in the community who self-identified as having IBS, identifying 2 cohorts meeting either Rome III or Rome IV criteria. In each cohort, we performed latent class analysis, a method of model-based clustering, to identify specific subgroups (clusters). For each cluster, we drew a radar plot and compared these by visual inspection, describing cluster characteristics.METHODSWe collected demographic, symptom, and psychological health data from 1,375 adult subjects in the community who self-identified as having IBS, identifying 2 cohorts meeting either Rome III or Rome IV criteria. In each cohort, we performed latent class analysis, a method of model-based clustering, to identify specific subgroups (clusters). For each cluster, we drew a radar plot and compared these by visual inspection, describing cluster characteristics.In total, 1,080 individuals met the Rome III criteria for IBS, and 811 met the Rome IV criteria. In both cohorts, a 7-cluster model was the optimum solution, and the characteristics of the clusters were almost identical between Rome III and IV. Four clusters were defined by the pattern of gastrointestinal symptoms (loose stools and urgency or hard stools and bloating), further differentiated by the presence of abdominal pain not relieved by defecation, and by the extent of psychological comorbidity. Two clusters had below-average gastrointestinal symptoms, differentiated by the extent of psychological comorbidity. The final cluster had well-above-average gastrointestinal symptoms and high levels of psychological comorbidity. The proportion of subjects with severe IBS symptom scores, high levels of perceived stress, and high levels of gastrointestinal symptom-specific anxiety was significantly higher in clusters with high psychological comorbidity (P < 0.001).RESULTSIn total, 1,080 individuals met the Rome III criteria for IBS, and 811 met the Rome IV criteria. In both cohorts, a 7-cluster model was the optimum solution, and the characteristics of the clusters were almost identical between Rome III and IV. Four clusters were defined by the pattern of gastrointestinal symptoms (loose stools and urgency or hard stools and bloating), further differentiated by the presence of abdominal pain not relieved by defecation, and by the extent of psychological comorbidity. Two clusters had below-average gastrointestinal symptoms, differentiated by the extent of psychological comorbidity. The final cluster had well-above-average gastrointestinal symptoms and high levels of psychological comorbidity. The proportion of subjects with severe IBS symptom scores, high levels of perceived stress, and high levels of gastrointestinal symptom-specific anxiety was significantly higher in clusters with high psychological comorbidity (P < 0.001).Latent class analysis identified 7 distinct IBS subgroups characterized by varying degrees of gastrointestinal symptoms, extraintestinal symptoms, and psychological comorbidity. Further research is needed to assess whether they might be used to direct treatment.DISCUSSIONLatent class analysis identified 7 distinct IBS subgroups characterized by varying degrees of gastrointestinal symptoms, extraintestinal symptoms, and psychological comorbidity. Further research is needed to assess whether they might be used to direct treatment.
Author West, Robert
Guthrie, Elspeth A.
Ford, Alexander C.
Black, Christopher J.
Houghton, Lesley A.
Yiannakou, Yan
AuthorAffiliation Leeds Institute of Health Sciences, University of Leeds, Leeds, UK
Leeds Institute of Medical Research at St. James's, University of Leeds, Leeds, UK
County Durham and Darlington NHS Foundation Trust, Durham, UK
AuthorAffiliation_xml – name: Leeds Institute of Health Sciences, University of Leeds, Leeds, UK
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  givenname: Yan
  surname: Yiannakou
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  givenname: Elspeth A.
  surname: Guthrie
  fullname: Guthrie, Elspeth A.
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/33110014$$D View this record in MEDLINE/PubMed
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Cites_doi 10.1056/NEJMoa1505180
10.1097/01.meg.0000231755.42963.c6
10.1038/s41395-018-0026-7
10.1038/ajg.2011.358
10.1046/j.1365-2036.2003.01456.x
10.1053/j.gastro.2016.02.031
10.1111/nmo.13483
10.1111/nmo.13872
10.1016/j.cgh.2019.07.007
10.1038/ajg.2012.255
10.1007/s11121-011-0201-1
10.1016/j.cgh.2012.02.029
10.1056/NEJMoa1004409
10.1136/gutjnl-2011-300474
10.1111/j.1365-2036.2004.02007.x
10.1136/gutjnl-2018-318160
10.1053/j.gastro.2004.12.006
10.1053/j.gastro.2018.08.021
10.1038/ajg.2017.41
10.1016/j.cgh.2016.12.032
10.1016/j.cgh.2019.05.037
10.1053/j.gastro.2017.11.279
10.1111/j.1365-2036.2008.03881.x
10.1111/nmo.12886
10.1002/nur.21974
10.1136/bmj.h701
10.1097/MEG.0b013e3283333b61
10.1111/j.1600-0447.1983.tb09716.x
10.1001/jama.285.17.2208
10.1111/apt.14207
10.1111/apt.13738
10.1111/j.1365-2036.2009.04074.x
10.1136/gutjnl-2020-321191
10.1186/s12916-020-1505-4
10.1111/nmo.13663
10.1111/j.1365-2036.2010.04402.x
10.1016/j.cgh.2018.02.043
10.1111/apt.14238
10.1056/NEJMra1607547
10.1111/j.2517-6161.1974.tb00994.x
10.1053/j.gastro.2016.02.014
10.1037/a0027127
10.1111/apt.15325
10.1111/j.1365-2036.2005.02671.x
10.2307/2136404
10.1016/S2468-1253(19)30243-2
10.1053/j.gastro.2018.03.063
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References Rao (R5-20250804) 2012; 107
Chey (R7-20250804) 2017; 112
Black (R10-20250804) 2018; 155
Koloski (R20-20250804) 2016; 44
Clevers (R22-20250804) 2018; 16
Stone (R49-20250804) 1974; 36
Holroyd (R55-20250804) 2001; 285
Labus (R40-20250804) 2004; 20
Hookway (R24-20250804) 2015; 350
Vrieze (R48-20250804) 2012; 17
Ford (R2-20250804) 2017; 376
Drossman (R13-20250804) 2005; 128
Black (R12-20250804) 2020; 18
Han (R33-20250804) 2019; 42
Brenner (R6-20250804) 2018; 113
Hungin (R50-20250804) 2003; 17
Cohen (R41-20250804) 1983; 24
Pimentel (R9-20250804) 2011; 364
Drossman (R4-20250804) 2009; 29
Everitt (R26-20250804) 2019; 68
Boeckxstaens (R30-20250804) 2016; 28
Magidson (R45-20250804) 2002; 20
Derrick (R42-20250804) 2015; 10
Lanza (R46-20250804) 2013; 14
Zigmond (R38-20250804) 1983; 67
Koloski (R18-20250804) 2006; 18
Jones (R21-20250804) 2017; 15
Andrews (R15-20250804) 2005; 22
Lovell (R1-20250804) 2012; 10
Black (R11-20250804) 2020; 69
Zamani (R23-20250804) 2019; 50
Polster (R31-20250804) 2017; 46
Lackner (R28-20250804) 2018; 155
Polster (R32-20250804) 2019; 31
Black (R34-20250804) 2020; 18
Everitt (R27-20250804) 2019; 4
Riehl (R56-20250804) 2019; 31
Black (R35-20250804) 2020; 32
Ringström (R53-20250804) 2010; 22
Spiller (R39-20250804) 2010; 32
Koloski (R19-20250804) 2012; 61
Black (R51-20250804) 2017; 46
Black (R25-20250804) 2020; 69
Lembo (R8-20250804) 2016; 374
Burton (R52-20250804) 2020; 18
Palsson (R37-20250804) 2016; 150
Drossman (R54-20250804) 2018; 154
Lee (R17-20250804) 2009; 30
Palsson (R14-20250804) 2012; 107
Mearin (R3-20250804) 2016; 150
Khoshkrood-Mansoori (R16-20250804) 2009; 18
References_xml – volume: 374
  start-page: 242
  year: 2016
  ident: R8-20250804
  article-title: Eluxadoline for irritable bowel syndrome with diarrhea
  publication-title: N Engl J Med
  doi: 10.1056/NEJMoa1505180
– volume: 18
  start-page: 1101
  year: 2006
  ident: R18-20250804
  article-title: Somatization an independent psychosocial risk factor for irritable bowel syndrome but not dyspepsia: A population-based study
  publication-title: Eur J Gastroenterol Hepatol
  doi: 10.1097/01.meg.0000231755.42963.c6
– volume: 10
  start-page: 1
  year: 2015
  ident: R42-20250804
  article-title: Tests for comparing two proportions with partially overlapping samples
  publication-title: J Appl Quantitative Methods
– volume: 113
  start-page: 735
  year: 2018
  ident: R6-20250804
  article-title: Efficacy, safety, and tolerability of plecanatide in patients with irritable bowel syndrome with constipation: Results of two phase 3 randomized clinical trials
  publication-title: Am J Gastroenterol
  doi: 10.1038/s41395-018-0026-7
– volume: 107
  start-page: 286
  year: 2012
  ident: R14-20250804
  article-title: IBS patients show frequent fluctuations between loose/watery and hard/lumpy stools: Implications for treatment
  publication-title: Am J Gastroenterol
  doi: 10.1038/ajg.2011.358
– volume: 17
  start-page: 643
  year: 2003
  ident: R50-20250804
  article-title: The prevalence, patterns and impact of irritable bowel syndrome: An international survey of 40,000 subjects
  publication-title: Aliment Pharmacol Ther
  doi: 10.1046/j.1365-2036.2003.01456.x
– volume: 150
  start-page: 1393
  year: 2016
  ident: R3-20250804
  article-title: Bowel disorders
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2016.02.031
– volume: 31
  start-page: e13483
  year: 2019
  ident: R32-20250804
  article-title: Subgroups of IBS patients are characterized by specific, reproducible profiles of GI and non-GI symptoms and report differences in healthcare utilization: A population-based study
  publication-title: Neurogastroenterol Motil
  doi: 10.1111/nmo.13483
– volume: 32
  start-page: e13872
  year: 2020
  ident: R35-20250804
  article-title: Anxiety-related factors associated with symptom severity in irritable bowel syndrome
  publication-title: Neurogastroenterol Motil
  doi: 10.1111/nmo.13872
– volume: 18
  start-page: 1238
  year: 2020
  ident: R12-20250804
  article-title: Relative efficacy of tegaserod in a systematic review and network meta-analysis of licensed therapies for irritable bowel syndrome with constipation
  publication-title: Clin Gastroenterol Hepatol
  doi: 10.1016/j.cgh.2019.07.007
– volume: 107
  start-page: 1714
  year: 2012
  ident: R5-20250804
  article-title: 12-week, randomized, controlled trial with a 4-week randomized withdrawal period to evaluate the efficacy and safety of linaclotide in irritable bowel syndrome with constipation
  publication-title: Am J Gastroenterol
  doi: 10.1038/ajg.2012.255
– volume: 14
  start-page: 157
  year: 2013
  ident: R46-20250804
  article-title: Latent class analysis: An alternative perspective on subgroup analysis in prevention and treatment
  publication-title: Prev Sci
  doi: 10.1007/s11121-011-0201-1
– volume: 10
  start-page: 712
  year: 2012
  ident: R1-20250804
  article-title: Global prevalence of and risk factors for irritable bowel syndrome: A meta-analysis
  publication-title: Clin Gastroenterol Hepatol
  doi: 10.1016/j.cgh.2012.02.029
– volume: 364
  start-page: 22
  year: 2011
  ident: R9-20250804
  article-title: Rifaximin therapy for patients with irritable bowel syndrome without constipation
  publication-title: N Engl J Med
  doi: 10.1056/NEJMoa1004409
– volume: 61
  start-page: 1284
  year: 2012
  ident: R19-20250804
  article-title: The brain—Gut pathway in functional gastrointestinal disorders is bidirectional: A 12-year prospective population-based study
  publication-title: Gut
  doi: 10.1136/gutjnl-2011-300474
– volume: 20
  start-page: 89
  year: 2004
  ident: R40-20250804
  article-title: The visceral sensitivity index: Development and validation of a gastrointestinal symptom-specific anxiety scale
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/j.1365-2036.2004.02007.x
– volume: 69
  start-page: 74
  year: 2020
  ident: R11-20250804
  article-title: Efficacy of pharmacological therapies in patients with IBS with diarrhoea or mixed stool pattern: Systematic review and network meta-analysis
  publication-title: Gut
  doi: 10.1136/gutjnl-2018-318160
– volume: 128
  start-page: 580
  year: 2005
  ident: R13-20250804
  article-title: A prospective assessment of bowel habit in irritable bowel syndrome in women: Defining an alternator
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2004.12.006
– volume: 155
  start-page: 1753
  year: 2018
  ident: R10-20250804
  article-title: Efficacy of secretagogues in patients with irritable bowel syndrome with constipation: Systematic review and network meta-analysis
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2018.08.021
– volume: 112
  start-page: 763
  year: 2017
  ident: R7-20250804
  article-title: Tenapanor treatment of patients with constipation-predominant irritable bowel syndrome: A phase 2, randomized, placebo-controlled efficacy and safety trial
  publication-title: Am J Gastroenterol
  doi: 10.1038/ajg.2017.41
– volume: 15
  start-page: 1014
  year: 2017
  ident: R21-20250804
  article-title: Mood and anxiety disorders precede development of functional gastrointestinal disorders in patients but not in the population
  publication-title: Clin Gastroenterol Hepatol
  doi: 10.1016/j.cgh.2016.12.032
– volume: 18
  start-page: 392
  year: 2020
  ident: R34-20250804
  article-title: Epidemiological, clinical, and psychological characteristics of individuals with self-reported irritable bowel syndrome based on the Rome IV vs Rome III criteria
  publication-title: Clin Gastroenterol Hepatol
  doi: 10.1016/j.cgh.2019.05.037
– volume: 154
  start-page: 1140
  year: 2018
  ident: R54-20250804
  article-title: Neuromodulators for functional gastrointestinal disorders (disorders of gut-brain interaction): A Rome Foundation Working Team Report
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2017.11.279
– volume: 29
  start-page: 329
  year: 2009
  ident: R4-20250804
  article-title: Clinical trial: Lubiprostone in patients with constipation-associated irritable bowel syndrome--results of two randomized, placebo-controlled studies
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/j.1365-2036.2008.03881.x
– volume: 28
  start-page: 1134
  year: 2016
  ident: R30-20250804
  article-title: Phenotyping of subjects for large scale studies on patients with IBS
  publication-title: Neurogastroenterol Motil
  doi: 10.1111/nmo.12886
– volume: 42
  start-page: 382
  year: 2019
  ident: R33-20250804
  article-title: Symptom-based latent classes of persons with irritable bowel syndrome
  publication-title: Res Nurs Health
  doi: 10.1002/nur.21974
– volume: 350
  start-page: h701
  year: 2015
  ident: R24-20250804
  article-title: Irritable bowel syndrome in adults in primary care: Summary of updated NICE guidance
  publication-title: BMJ
  doi: 10.1136/bmj.h701
– volume: 22
  start-page: 420
  year: 2010
  ident: R53-20250804
  article-title: Structured patient education is superior to written information in the management of patients with irritable bowel syndrome: A randomized controlled study
  publication-title: Eur J Gastroenterol Hepatol
  doi: 10.1097/MEG.0b013e3283333b61
– volume: 67
  start-page: 361
  year: 1983
  ident: R38-20250804
  article-title: The hospital anxiety and depression scale
  publication-title: Acta Psychiatr Scand
  doi: 10.1111/j.1600-0447.1983.tb09716.x
– volume: 285
  start-page: 2208
  year: 2001
  ident: R55-20250804
  article-title: Management of chronic tension-type headache with tricyclic antidepressant medication, stress management therapy, and their combination: A randomized controlled trial
  publication-title: JAMA
  doi: 10.1001/jama.285.17.2208
– volume: 46
  start-page: 529
  year: 2017
  ident: R31-20250804
  article-title: Mixture model analysis identifies irritable bowel syndrome subgroups characterised by specific profiles of gastrointestinal, extraintestinal somatic and psychological symptoms
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/apt.14207
– volume: 18
  start-page: 413
  year: 2009
  ident: R16-20250804
  article-title: Irritable bowel syndrome: A population based study
  publication-title: J Gastrointestin Liver Dis
– volume: 44
  start-page: 592
  year: 2016
  ident: R20-20250804
  article-title: Evidence that independent gut-to-brain and brain-to-gut pathways operate in the irritable bowel syndrome and functional dyspepsia: A 1-year population-based prospective study
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/apt.13738
– volume: 30
  start-page: 643
  year: 2009
  ident: R17-20250804
  article-title: Irritable bowel syndrome is strongly associated with generalized anxiety disorder: A community study
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/j.1365-2036.2009.04074.x
– volume: 69
  start-page: 1441
  year: 2020
  ident: R25-20250804
  article-title: Efficacy of psychological therapies for irritable bowel syndrome: Systematic review and network meta-analysis
  publication-title: Gut
  doi: 10.1136/gutjnl-2020-321191
– volume: 18
  start-page: 34
  year: 2020
  ident: R52-20250804
  article-title: Functional somatic disorders: Discussion paper for a new common classification for research and clinical use
  publication-title: BMC Med
  doi: 10.1186/s12916-020-1505-4
– volume: 20
  start-page: 37
  year: 2002
  ident: R45-20250804
  article-title: Latent class models for clustering: A comparison with K means
  publication-title: Can J Mark Res
– volume: 31
  start-page: e13663
  year: 2019
  ident: R56-20250804
  article-title: Nuances of the psychogastroenterology patient: A predictive model for gastrointestinal quality of life improvement
  publication-title: Neurogastroenterol Motil
  doi: 10.1111/nmo.13663
– volume: 32
  start-page: 811
  year: 2010
  ident: R39-20250804
  article-title: The Patient Health Questionnaire 12 Somatic Symptom scale as a predictor of symptom severity and consulting behaviour in patients with irritable bowel syndrome and symptomatic diverticular disease
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/j.1365-2036.2010.04402.x
– volume: 16
  start-page: 1244
  year: 2018
  ident: R22-20250804
  article-title: Development of irritable bowel syndrome features over a 5-year period
  publication-title: Clin Gastroenterol Hepatol
  doi: 10.1016/j.cgh.2018.02.043
– volume: 46
  start-page: 697
  year: 2017
  ident: R51-20250804
  article-title: Editorial: Subgroups in irritable bowel syndrome-more than just diarrhoea and constipation?
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/apt.14238
– volume: 376
  start-page: 2566
  year: 2017
  ident: R2-20250804
  article-title: Irritable bowel syndrome
  publication-title: N Engl J Med
  doi: 10.1056/NEJMra1607547
– volume: 36
  start-page: 111
  year: 1974
  ident: R49-20250804
  article-title: Cross-validatory choice and assessment of statistical predictions
  publication-title: J R Stat Soc Ser B (Methodological)
  doi: 10.1111/j.2517-6161.1974.tb00994.x
– volume: 150
  start-page: 1481
  year: 2016
  ident: R37-20250804
  article-title: Rome IV diagnostic questionnaires and tables for investigators and clinicians
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2016.02.014
– volume: 68
  start-page: 1613
  year: 2019
  ident: R26-20250804
  article-title: Assessing telephone-delivered cognitive-behavioural therapy (CBT) and web-delivered CBT versus treatment as usual in irritable bowel syndrome (ACTIB): A multicentre randomised trial
  publication-title: Gut
– volume: 17
  start-page: 228
  year: 2012
  ident: R48-20250804
  article-title: Model selection and psychological theory: A discussion of the differences between the akaike information criterion (AIC) and the Bayesian information criterion (BIC)
  publication-title: Psychol Methods
  doi: 10.1037/a0027127
– volume: 50
  start-page: 132
  year: 2019
  ident: R23-20250804
  article-title: Systematic review with meta-analysis: The prevalence of anxiety and depression in patients with irritable bowel syndrome
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/apt.15325
– volume: 22
  start-page: 935
  year: 2005
  ident: R15-20250804
  article-title: Prevalence and demographics of irritable bowel syndrome: Results from a large web-based survey
  publication-title: Aliment Pharmacol Ther
  doi: 10.1111/j.1365-2036.2005.02671.x
– volume: 24
  start-page: 385
  year: 1983
  ident: R41-20250804
  article-title: A global measure of perceived stress
  publication-title: J Health Soc Behav
  doi: 10.2307/2136404
– volume: 4
  start-page: 863
  year: 2019
  ident: R27-20250804
  article-title: Cognitive behavioural therapy for irritable bowel syndrome: 24-month follow-up of participants in the ACTIB randomised trial
  publication-title: Lancet Gastroenterol Hepatol
  doi: 10.1016/S2468-1253(19)30243-2
– volume: 155
  start-page: 47
  year: 2018
  ident: R28-20250804
  article-title: Improvement in gastrointestinal symptoms after cognitive behavior therapy for refractory irritable bowel syndrome
  publication-title: Gastroenterology
  doi: 10.1053/j.gastro.2018.03.063
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Snippet Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of psychological...
INTRODUCTION:Conventionally, patients with irritable bowel syndrome (IBS) are subgrouped based on their predominant bowel habit. Given the relevance of...
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SubjectTerms Abdominal Pain - physiopathology
Adolescent
Adult
Aged
Aged, 80 and over
Anxiety
Anxiety - psychology
Constipation - physiopathology
Depression - psychology
Diarrhea - physiopathology
Drugs
Female
Gastroenterology
Humans
Irritable bowel syndrome
Irritable Bowel Syndrome - classification
Irritable Bowel Syndrome - physiopathology
Irritable Bowel Syndrome - psychology
Latent Class Analysis
Male
Middle Aged
Patients
Stress, Psychological - psychology
United Kingdom
Variables
Young Adult
Title A Novel Method to Classify and Subgroup Patients With IBS Based on Gastrointestinal Symptoms and Psychological Profiles
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https://www.ncbi.nlm.nih.gov/pubmed/33110014
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https://www.proquest.com/docview/2455174251
Volume 116
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