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Published in: BMC Gastroenterology 1/2014

Open Access 01-12-2014 | Research article

Classification of adults suffering from typical gastroesophageal reflux disease symptoms: contribution of latent class analysis in a European observational study

Authors: Stanislas Bruley des Varannes, Renzo Cestari, Liudmila Usova, Konstantinos Triantafyllou, Angel Alvarez Sanchez, Sofia Keim, Paul Bergmans, Silvia Marelli, Esther Grahl, Philippe Ducrotté

Published in: BMC Gastroenterology | Issue 1/2014

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Abstract

Background

As illustrated by the Montreal classification, gastroesophageal reflux disease (GERD) is much more than heartburn and patients constitute a heterogeneous group. Understanding if links exist between patients’ characteristics and GERD symptoms, and classify subjects based on symptom-profile could help to better understand, diagnose, and treat GERD. The aim of this study was to identify distinct classes of GERD patients according to symptom profiles, using a specific statistical tool: Latent class analysis.

Methods

An observational single-visit study was conducted in 5 European countries in 7700 adults with typical symptoms. A latent class analysis was performed to identify “latent classes” and was applied to 12 indicator symptoms.

Results

On 7434 subjects with non-missing indicators, latent class analysis yielded 5 latent classes. Class 1 grouped the highest severity of typical GERD symptoms during day and night, more digestive and non-digestive GERD symptoms, and bad sleep quality. Class 3 represented less frequent and less severe digestive and non-digestive GERD symptoms, and better sleep quality than in class 1. In class 2, only typical GERD symptoms at night occurred. Classes 4 and 5 represented daytime and nighttime regurgitation. In class 4, heartburn was also identified and more atypical digestive symptoms. Multinomial logistic regression showed that country, age, sex, smoking, alcohol use, low-fat diet, waist circumference, recent weight gain (>5 kg), elevated triglycerides, metabolic syndrome, and medical GERD treatment had a significant effect on latent classes.

Conclusion

Latent class analysis classified GERD patients based on symptom profiles which related to patients’ characteristics. Although further studies considering these proposed classes have to be conducted to determine the reproducibility of this classification, this new tool might contribute in better management and follow-up of patients with GERD.
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Literature
1.
go back to reference Moayyedi P, Talley NJ: Gastro-oesophageal reflux disease. Lancet. 2006, 367: 2086-2100. 10.1016/S0140-6736(06)68932-0.CrossRefPubMed Moayyedi P, Talley NJ: Gastro-oesophageal reflux disease. Lancet. 2006, 367: 2086-2100. 10.1016/S0140-6736(06)68932-0.CrossRefPubMed
2.
go back to reference Delaney BC: Review article: prevalence and epidemiology of gastro-esophageal reflux disease. Aliment Pharmacol Ther. 2003, 20: 2-4.CrossRef Delaney BC: Review article: prevalence and epidemiology of gastro-esophageal reflux disease. Aliment Pharmacol Ther. 2003, 20: 2-4.CrossRef
3.
go back to reference Shaheen NJ, Hansen RA, Morgan DR, Gangarosa LM, Ringel Y, Thiny MT, Russo MW, Sandler RS: The burden of gastrointestinal and liver diseases. Am J Gastroenterol. 2006, 101: 2128-2138. 10.1111/j.1572-0241.2006.00723.x.CrossRefPubMed Shaheen NJ, Hansen RA, Morgan DR, Gangarosa LM, Ringel Y, Thiny MT, Russo MW, Sandler RS: The burden of gastrointestinal and liver diseases. Am J Gastroenterol. 2006, 101: 2128-2138. 10.1111/j.1572-0241.2006.00723.x.CrossRefPubMed
4.
go back to reference Henke CJ, Levin TR, Henning JM, Potter LP: Work loss costs due to peptic ulcer disease and gastroesophageal reflux disease in a health maintenance organization. Am J Gastroenterol. 2000, 95 (3): 788-792. 10.1111/j.1572-0241.2000.01861.x.CrossRefPubMed Henke CJ, Levin TR, Henning JM, Potter LP: Work loss costs due to peptic ulcer disease and gastroesophageal reflux disease in a health maintenance organization. Am J Gastroenterol. 2000, 95 (3): 788-792. 10.1111/j.1572-0241.2000.01861.x.CrossRefPubMed
5.
go back to reference Revicki DA, Wood M, Maton PN, Sorensen S: The impact of gastroesophageal reflux disease on health-related quality of life. Am J Med. 1998, 104 (3): 252-258. 10.1016/S0002-9343(97)00354-9.CrossRefPubMed Revicki DA, Wood M, Maton PN, Sorensen S: The impact of gastroesophageal reflux disease on health-related quality of life. Am J Med. 1998, 104 (3): 252-258. 10.1016/S0002-9343(97)00354-9.CrossRefPubMed
6.
go back to reference Lagergren J, Bergström R, Lindgren A, Nyren O: Symptomatic gastroesophageal reflux as a risk factor for esophageal adenocarcinoma. N Engl J Med. 1999, 340 (11): 825-831. 10.1056/NEJM199903183401101.CrossRefPubMed Lagergren J, Bergström R, Lindgren A, Nyren O: Symptomatic gastroesophageal reflux as a risk factor for esophageal adenocarcinoma. N Engl J Med. 1999, 340 (11): 825-831. 10.1056/NEJM199903183401101.CrossRefPubMed
7.
go back to reference Oudkerk Pool M: Gastro-oesophageal reflux disease - application of the concept of complete remission. Aliment Pharmacol Ther. 2007, 26 (Suppl 2): 13-16.CrossRefPubMed Oudkerk Pool M: Gastro-oesophageal reflux disease - application of the concept of complete remission. Aliment Pharmacol Ther. 2007, 26 (Suppl 2): 13-16.CrossRefPubMed
8.
go back to reference Vakil N, van Zanten SV, Kahrilas P, Dent J, Jones R, Global Consensus Group: The montreal definition and classification of gastroesophageal reflux disease: a global evidence-based consensus. Am J Gastroenterol. 2006, 101 (8): 1900-1920. 10.1111/j.1572-0241.2006.00630.x.CrossRefPubMed Vakil N, van Zanten SV, Kahrilas P, Dent J, Jones R, Global Consensus Group: The montreal definition and classification of gastroesophageal reflux disease: a global evidence-based consensus. Am J Gastroenterol. 2006, 101 (8): 1900-1920. 10.1111/j.1572-0241.2006.00630.x.CrossRefPubMed
9.
go back to reference Lanza ST, Savage JS, Birch LL: Identification and prediction of latent classes of weight-loss strategies among women. Obesity. 2010, 18: 833-840. 10.1038/oby.2009.275.CrossRefPubMed Lanza ST, Savage JS, Birch LL: Identification and prediction of latent classes of weight-loss strategies among women. Obesity. 2010, 18: 833-840. 10.1038/oby.2009.275.CrossRefPubMed
10.
go back to reference Berge LM, Wall M, Bauer KW, Neumark-Sztainer D: Parenting characteristics in the home environment and adolescent overweight: a latent class analysis. Obesity. 2010, 18: 818-825. 10.1038/oby.2009.324.CrossRefPubMed Berge LM, Wall M, Bauer KW, Neumark-Sztainer D: Parenting characteristics in the home environment and adolescent overweight: a latent class analysis. Obesity. 2010, 18: 818-825. 10.1038/oby.2009.324.CrossRefPubMed
11.
go back to reference Huh J, Riggs NR, Spruijt-Metz D, Chou CP, Huang Z, Pentz M: Identifying patterns of eating and physical activity in children: a latent class analysis of obesity risk. Obesity. 2011, 19 (3): 652-658. 10.1038/oby.2010.228.CrossRefPubMed Huh J, Riggs NR, Spruijt-Metz D, Chou CP, Huang Z, Pentz M: Identifying patterns of eating and physical activity in children: a latent class analysis of obesity risk. Obesity. 2011, 19 (3): 652-658. 10.1038/oby.2010.228.CrossRefPubMed
12.
go back to reference Rodriguez A, Miettunen J, Henriksen TB, Olsen J, Obel C, Taanila A, Ebeling H, Linnet KM, Moilanen I, Jarvelin MR: Maternal adiposity prior to pregnancy is associated with ADHD symptoms in offspring: evidence from three prospective pregnancy cohorts. Int J Obes (Lond). 2008, 32 (3): 550-557. 10.1038/sj.ijo.0803741.CrossRef Rodriguez A, Miettunen J, Henriksen TB, Olsen J, Obel C, Taanila A, Ebeling H, Linnet KM, Moilanen I, Jarvelin MR: Maternal adiposity prior to pregnancy is associated with ADHD symptoms in offspring: evidence from three prospective pregnancy cohorts. Int J Obes (Lond). 2008, 32 (3): 550-557. 10.1038/sj.ijo.0803741.CrossRef
13.
go back to reference Harel O, Miglioretti D: Missing information as a diagnostic tool for latent class analysis. J Data Sci. 2007, 5: 269-288. Harel O, Miglioretti D: Missing information as a diagnostic tool for latent class analysis. J Data Sci. 2007, 5: 269-288.
14.
go back to reference Vermunt JK, Magidson J: Latent Class Analysis. The Sage Encyclopedia of Social Sciences Research Methods. Edited by: Lewis-Beck M, Bryman A, Liao TF. 2004, Thousand Oakes, CA: Sage Publications, 549-553. Vermunt JK, Magidson J: Latent Class Analysis. The Sage Encyclopedia of Social Sciences Research Methods. Edited by: Lewis-Beck M, Bryman A, Liao TF. 2004, Thousand Oakes, CA: Sage Publications, 549-553.
16.
go back to reference Applied Latent Class Analysis. Edited by: Hagenaars JA, McCutcheon AL. 2002, Cambridge: Cambridge University Press Applied Latent Class Analysis. Edited by: Hagenaars JA, McCutcheon AL. 2002, Cambridge: Cambridge University Press
17.
go back to reference Modlin IM, Moss SF: Symptom evaluation in gastroesophageal reflux disease. J Clin Gastroenterol. 2008, 42: 558-563. 10.1097/MCG.0b013e31816207cb.CrossRefPubMed Modlin IM, Moss SF: Symptom evaluation in gastroesophageal reflux disease. J Clin Gastroenterol. 2008, 42: 558-563. 10.1097/MCG.0b013e31816207cb.CrossRefPubMed
18.
go back to reference Dent J, Armstrong D, Delaney B, Moayyedi P, Talley NJ, Vakil N: Symptom evaluation in reflux disease: workshop background, processes, terminology, recommendations, and discussion outputs. Gut. 2004, 53 (Suppl 4): iv1-iv24.PubMedPubMedCentral Dent J, Armstrong D, Delaney B, Moayyedi P, Talley NJ, Vakil N: Symptom evaluation in reflux disease: workshop background, processes, terminology, recommendations, and discussion outputs. Gut. 2004, 53 (Suppl 4): iv1-iv24.PubMedPubMedCentral
19.
go back to reference Ponce J, Mearin F, Ponce M, Balboa A, Zapardiel J: Symptom profile in gastroesophageal reflux disease in untreated patients and those with persistent symptoms despite treatment. Gastroenterol Hepatol. 2010, 33 (4): 271-279. 10.1016/j.gastrohep.2009.11.002.CrossRefPubMed Ponce J, Mearin F, Ponce M, Balboa A, Zapardiel J: Symptom profile in gastroesophageal reflux disease in untreated patients and those with persistent symptoms despite treatment. Gastroenterol Hepatol. 2010, 33 (4): 271-279. 10.1016/j.gastrohep.2009.11.002.CrossRefPubMed
20.
go back to reference Bor S, Mandiracioglu A, Kitapcioglu G, Caymaz-Bor C, Gilbert RJ: Gastroesophageal reflux disease in a low-income region in Turkey. Am J Gastroenterol. 2005, 100 (4): 759-765. 10.1111/j.1572-0241.2005.41065.x.CrossRefPubMed Bor S, Mandiracioglu A, Kitapcioglu G, Caymaz-Bor C, Gilbert RJ: Gastroesophageal reflux disease in a low-income region in Turkey. Am J Gastroenterol. 2005, 100 (4): 759-765. 10.1111/j.1572-0241.2005.41065.x.CrossRefPubMed
Metadata
Title
Classification of adults suffering from typical gastroesophageal reflux disease symptoms: contribution of latent class analysis in a European observational study
Authors
Stanislas Bruley des Varannes
Renzo Cestari
Liudmila Usova
Konstantinos Triantafyllou
Angel Alvarez Sanchez
Sofia Keim
Paul Bergmans
Silvia Marelli
Esther Grahl
Philippe Ducrotté
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Gastroenterology / Issue 1/2014
Electronic ISSN: 1471-230X
DOI
https://doi.org/10.1186/1471-230X-14-112

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