A novel digital approach to describe real world outcomes among patients with constipation.
Journal
NPJ digital medicine
ISSN: 2398-6352
Titre abrégé: NPJ Digit Med
Pays: England
ID NLM: 101731738
Informations de publication
Date de publication:
16 Feb 2021
16 Feb 2021
Historique:
received:
17
07
2020
accepted:
11
01
2021
entrez:
17
2
2021
pubmed:
18
2
2021
medline:
18
2
2021
Statut:
epublish
Résumé
Understanding day-to-day variations in symptoms and medication management can be important in describing patient centered outcomes for people with constipation. Patient Generated Health Data (PGHD) from digital devices is a potential solution, but its utility as a tool for describing experiences of people with frequent constipation is unknown. We conducted a virtual, 16-week prospective study of individuals with frequent constipation from an online wellness platform that connects mobile consumer digital devices including wearable monitors capable of passively collecting steps, sleep, and heart rate data. Participants wore a Fitbit monitoring device for the study duration and were administered daily and monthly surveys assessing constipation symptom severity and medication usage. A set of 38 predetermined day-level behavioral activity metrics were computed from minute-level data streams for steps, sleep and heart rate. Mixed effects regression models were used to compare activity metrics between constipation status (irregular or constipated vs. regular day), medication use (medication day vs. non-medication day) and the interaction of medication day with irregular or constipation days, as well as to model likelihood to treat with constipation medications based on daily self-reported symptom severity. Correction for multiple comparisons was performed with the Benjamini-Hochberg procedure for false discovery rate. This study analyzed 1540 enrolled participants with completed daily surveys (mean age 36.6 sd 10.0, 72.8% female, 88.8% Caucasian). Of those, 1293 completed all monthly surveys and 756 had sufficient Fitbit data density for analysis of activity metrics. At a daily-level, 22 of the 38 activity metrics were significantly associated with bowel movement or medication treatment patterns for constipation. Participants were measured to have fewer steps on irregular days compared to regular days (-200 steps, 95% CI [-280, -120]), longer periods of inactivity on constipated days (9.1 min, 95% CI [5.2, 12.9]), reduced total sleep time on irregular and constipated days (-2.4 min, 95% CI [-4.3, -0.4] and -4.0 min, 95% CI [-6.5, -1.4], respectively). Participants reported greater severity of symptoms for bloating, hard stool, difficulty passing, and painful bowel movements on irregular, constipation and medication days compared to regular days with no medication. Interaction analysis of medication days with irregular or constipation days observed small increases in severity compared to non-medication days. Participants were 4.3% (95% CI 3.2, 5.3) more likely to treat with medication on constipated days versus regular. No significant increase in likelihood was observed for irregular days. Daily likelihood to treat increased for each 1-point change in symptom severity of bloating (2.4%, 95% CI [2.0, 2.7]), inability to pass (2.2%, 95% CI [1.4, 3.0]) and incomplete bowel movements (1.3%, 95% CI [0.9, 1.7]). This is the first large scale virtual prospective study describing the association between passively collected PGHD and constipation symptoms and severity at a day-to-day granularity level. Constipation status, irregular or constipated, was associated with a number of activity metrics in steps and sleep, and likelihood to treat with medication increased with increasing severity for a number of constipation symptoms. Given the small magnitude of effect, further research is needed to understand the clinical relevance of these results. PGHD may be useful as a tool for describing real world patient centered experiences for people with constipation.
Identifiants
pubmed: 33594206
doi: 10.1038/s41746-021-00391-x
pii: 10.1038/s41746-021-00391-x
pmc: PMC7887258
doi:
Types de publication
Journal Article
Langues
eng
Pagination
27Commentaires et corrections
Type : ErratumIn
Références
NPJ Digit Med. 2019 Jun 6;2:47
pubmed: 31304393
Am J Gastroenterol. 2003 Aug;98(8):1790-6
pubmed: 12907334
Aliment Pharmacol Ther. 1995 Dec;9(6):639-47
pubmed: 8824651
JAMA Intern Med. 2016 Aug 1;176(8):1216-7
pubmed: 27323235
Int J Behav Nutr Phys Act. 2009 Aug 25;6:59
pubmed: 19706192
Am J Gastroenterol. 2013 Jul;108(7):1152-8
pubmed: 23670115
Am J Physiol Regul Integr Comp Physiol. 2017 Mar 1;312(3):R358-R367
pubmed: 28052867
Prev Med Rep. 2016 Mar 09;3:250-6
pubmed: 27419023
Dig Dis Sci. 2010 Dec;55(12):3514-20
pubmed: 20397053
Mult Scler J Exp Transl Clin. 2019 Nov 21;5(4):2055217319888660
pubmed: 31803492
Sports Med. 2017 Sep;47(9):1821-1845
pubmed: 28303543
Res Q Exerc Sport. 2000 Sep;71(3):206-16
pubmed: 10999258
Dig Dis Sci. 1998 Nov;43(11):2379-83
pubmed: 9824122
Am J Gastroenterol. 2005 Jan;100(1):124-9
pubmed: 15654791
Pharmacoeconomics. 2005;23(5):461-76
pubmed: 15896098
JMIR Ment Health. 2020 Jul 23;7(7):e17075
pubmed: 32706712
Am J Gastroenterol. 1999 Dec;94(12):3530-40
pubmed: 10606315
PLoS One. 2015 Jul 24;10(7):e0133521
pubmed: 26208169
JMIR Mhealth Uhealth. 2018 Aug 09;6(8):e10527
pubmed: 30093371
J Med Internet Res. 2016 Sep 07;18(9):e239
pubmed: 27604226
Gerontology. 1985;31(2):112-8
pubmed: 2987086
Med Sci Sports Exerc. 2009 Jul;41(7):1384-91
pubmed: 19516163
Chronobiol Int. 2019 Jul;36(7):927-933
pubmed: 30990098
Prev Chronic Dis. 2012;9:E113
pubmed: 22698174
J Diabetes Sci Technol. 2021 Jan;15(1):44-52
pubmed: 31747789
Pain Med. 2017 Oct 1;18(10):1932-1940
pubmed: 28339544
Dig Dis Sci. 2011 Sep;56(9):2688-95
pubmed: 21380761
Curr Med Res Opin. 2016 May;32(5):899-905
pubmed: 26836030
Clin Gastroenterol Hepatol. 2011 Jul;9(7):577-83
pubmed: 21440672
BMJ Open Sport Exerc Med. 2017 May 8;3(1):e000206
pubmed: 28761703
Am J Gastroenterol. 2004 Apr;99(4):750-9
pubmed: 15089911
BMC Geriatr. 2018 May 3;18(1):103
pubmed: 29724191
J Med Internet Res. 2019 Mar 20;21(3):e11486
pubmed: 30892271
JMIR Cardio. 2019 May 17;3(1):e12122
pubmed: 31758777
J Clin Sleep Med. 2019 Nov 15;15(11):1645-1653
pubmed: 31739855