The Association Between Smartphone App-Based Self-monitoring of Hypertension-Related Behaviors and Reductions in High Blood Pressure: Systematic Review and Meta-analysis
- PMID: 35819830
- PMCID: PMC9328789
- DOI: 10.2196/34767
The Association Between Smartphone App-Based Self-monitoring of Hypertension-Related Behaviors and Reductions in High Blood Pressure: Systematic Review and Meta-analysis
Abstract
Background: Self-monitoring of behavior can support lifestyle modifications; however, we do not know whether such interventions are effective in supporting positive changes in hypertension-related health behaviors and thus in reducing blood pressure in patients treated for hypertension.
Objective: This systematic literature review evaluates the extent to which smartphone app-based self-monitoring of health behavior supports reductions in blood pressure and changes in hypertension-related behaviors. It also explores the behavioral components that might explain intervention effectiveness.
Methods: A systematic search of 7 databases was conducted in August 2021. Article screening, study and intervention coding, and data extraction were completed independently by reviewers. The search strategy was developed using keywords from previous reviews and relevant literature. Trials involving adults, published after the year 2000, and in the English language were considered for inclusion. The random-effects meta-analysis method was used to account for the distribution of the effect across the studies.
Results: We identified 4638 articles, of which 227 were included for full-text screening. A total of 15 randomized controlled trials were included in the review. In total, 7415 patients with hypertension were included in the meta-analysis. The results indicate that app-based behavioral self-monitoring interventions had a small but significant effect in reducing systolic blood pressure (SBP), on average, by 1.64 mmHg (95% CI 2.73-0.55, n=7301; odds ratio [OR] 1.60, 95% CI 0.74-3.42, n=114) and in improving changes in medication adherence behavior (standardized mean difference [SMD] 0.78, 95% CI 0.22-1.34) compared to usual care or minimal intervention. The review found the intervention had a small effect on supporting improvements in healthy diet by changing habits related to high sodium food (SMD -0.44, 95% CI -0.79 to -0.08) and a trend, although insignificant, toward supporting smoking cessation, low alcohol consumption, and better physical activity behaviors. A subgroup analysis found that behavioral self-monitoring interventions combined with tailored advice resulted in higher and significant changes in both SBP and diastolic blood pressure (DBP) in comparison to those not providing tailored advice (SBP: -2.92 mmHg, 95% CI -3.94 to -1.90, n=3102 vs -0.72 mmHg, 95% CI -1.67 to 0.23, n=4199, χ2=9.65, P=.002; DBP: -2.05 mmHg, 95% CI -3.10 to -1.01, n=968 vs 1.54 mmHg, 95% CI -0.53 to 3.61, n=400, χ2=9.19, P=.002).
Conclusions: Self-monitoring of hypertension-related behaviors via smartphone apps combined with tailored advice has a modest but potentially clinically significant effect on blood pressure reduction. Future studies could use rigorous methods to explore its effects on supporting changes in both blood pressure and hypertension-related health behaviors to inform recommendations for policy making and service provision.
Trial registration: PROSPERO CRD42019136158; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=136158.
Keywords: behavior change; blood pressure; hypertension; lifestyle; mHealth; mobile app; mobile health; self-management; self-monitoring; smartphone apps.
©Aikaterini Kassavou, Michael Wang, Venus Mirzaei, Sonia Shpendi, Rana Hasan. Originally published in JMIR mHealth and uHealth (https://mhealth.jmir.org), 12.07.2022.
Conflict of interest statement
Conflicts of Interest: None declared.
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References
-
- Zhou B, Carrillo-Larco RM, Danaei G, Riley LM, Paciorek CJ, Stevens GA, Gregg EW, Bennett JE, Solomon B, Singleton RK, Sophiea Mk, Iurilli Ml, Lhoste Vp, Cowan Mj, Savin S, Woodward M, Balanova Y, Cifkova R, Damasceno A, Elliott P, Farzadfar F, He J, Ikeda N, Kengne Ap, Khang Y, Kim Hc, Laxmaiah A, Lin H, Margozzini Maira P, Miranda Jj, Neuhauser H, Sundström J, Varghese C, Widyahening Is, Zdrojewski T, Abarca-Gómez L, Abdeen Za, Abdul Rahim Hf, Abu-Rmeileh Nm, Acosta-Cazares B, Adams Rj, Aekplakorn W, Afsana K, Afzal S, Agdeppa Ia, Aghazadeh-Attari J, Aguilar-Salinas Ca, Agyemang C, Ahmad Na, Ahmadi A, Ahmadi N, Ahmadi N, Ahmadizar F, Ahmed Sh, Ahrens W, Ajlouni K, Al-Raddadi R, Alarouj M, AlBuhairan F, AlDhukair S, Ali Mm, Alkandari A, Alkerwi A, Allin K, Aly E, Amarapurkar Dn, Amougou N, Amouyel P, Andersen Lb, Anderssen Sa, Anjana Rm, Ansari-Moghaddam A, Ansong D, Aounallah-Skhiri H, Araújo J, Ariansen I, Aris T, Arku Re, Arlappa N, Aryal Kk, Aspelund T, Assah Fk, Assunção Mcf, Auvinen J, Avdićová M, Azevedo A, Azimi-Nezhad M, Azizi F, Azmin M, Babu Bv, Bahijri S, Balakrishna N, Bamoshmoosh M, Banach M, Banadinović M, Bandosz P, Banegas Jr, Baran J, Barbagallo Cm, Barceló A, Barkat A, Barreto M, Barros Aj, Barros Mvg, Bartosiewicz A, Basit A, Bastos Jld, Bata I, Batieha Am, Batyrbek A, Baur La, Beaglehole R, Belavendra A, Ben Romdhane H, Benet M, Benson Ls, Berkinbayev S, Bernabe-Ortiz A, Bernotiene G, Bettiol H, Bezerra J, Bhagyalaxmi A, Bhargava Sk, Bia D, Biasch K, Bika Lele Ec, Bikbov Mm, Bista B, Bjerregaard P, Bjertness E, Bjertness Mb, Björkelund C, Bloch Kv, Blokstra A, Bo S, Bobak M, Boeing H, Boggia Jg, Boissonnet Cp, Bojesen Se, Bongard V, Bonilla-Vargas A, Bopp M, Borghs H, Bovet P, Boyer Cb, Braeckman L, Brajkovich I, Branca F, Breckenkamp J, Brenner H, Brewster Lm, Briceño Y, Brito M, Bruno G, Bueno-de-Mesquita Hb, Bueno G, Bugge A, Burns C, Bursztyn M, Cabrera de León A, Cacciottolo J, Cameron C, Can G, Cândido Apc, Capanzana Mv, Čapková N, Capuano E, Capuano V, Cardoso Vc, Carlsson Ac, Carvalho J, Casanueva Ff, Censi L, Cervantes-Loaiza M, Chadjigeorgiou Ca, Chamukuttan S, Chan Aw, Chan Q, Chaturvedi Hk, Chaturvedi N, Chee Ml, Chen C, Chen F, Chen H, Chen S, Chen Z, Cheng C, Cheraghian B, Cherkaoui Dekkaki I, Chetrit A, Chien K, Chiolero A, Chiou S, Chirita-Emandi A, Chirlaque M, Cho B, Christensen K, Christofaro Dg, Chudek J, Cinteza E, Claessens F, Clarke J, Clays E, Cohen E, Concin H, Cooper C, Coppinger Tc, Costanzo S, Cottel D, Cowell C, Craig Cl, Crampin Ac, Crujeiras Ab, Cruz Jj, Csilla S, Cui L, Cureau Fv, Cuschieri S, D'Arrigo G, d'Orsi E, Dallongeville J, Dankner R, Dantoft Tm, Dauchet L, Davletov K, De Backer G, De Bacquer D, De Curtis A, de Gaetano G, De Henauw S, de Oliveira Pd, De Ridder D, De Smedt D, Deepa M, Deev Ad, DeGennaro Vj, Delisle H, Demarest S, Dennison E, Deschamps V, Dhimal M, Di Castelnuovo Af, Dias-da-Costa Js, Diaz A, Dickerson Tt, Dika Z, Djalalinia S, Do Ht, Dobson Aj, Donfrancesco C, Donoso Sp, Döring A, Dorobantu M, Dörr M, Doua K, Dragano N, Drygas W, Duante Ca, Duboz P, Duda Rb, Dulskiene V, Dushpanova A, Džakula A, Dzerve V, Dziankowska-Zaborszczyk E, Eddie R, Eftekhar E, Eggertsen R, Eghtesad S, Eiben G, Ekelund U, El-Khateeb M, El Ati J, Eldemire-Shearer D, Eliasen M, Elosua R, Erasmus Rt, Erbel R, Erem C, Eriksen L, Eriksson Jg, Escobedo-de la Peña J, Eslami S, Esmaeili A, Evans A, Faeh D, Fakhretdinova Aa, Fall Ch, Faramarzi E, Farjam M, Fattahi Mr, Fawwad A, Felix-Redondo Fj, Felix Sb, Ferguson Ts, Fernandes Ra, Fernández-Bergés D, Ferrante D, Ferrao T, Ferrari M, Ferrario Mm, Ferreccio C, Ferreira Hs, Ferrer E, Ferrieres J, Figueiró Th, Fink G, Fischer K, Foo Lh, Forsner M, Fouad Hm, Francis Dk, Franco Mdc, Frikke-Schmidt R, Frontera G, Fuchs Fd, Fuchs Sc, Fujita Y, Fumihiko M, Furdela V, Furer A, Furusawa T, Gaciong Z, Galbarczyk A, Galenkamp H, Galvano F, Gao J, Gao P, Garcia-de-la-Hera M, Garcia P, Gareta D, Garnett Sp, Gaspoz J, Gasull M, Gazzinelli A, Gehring U, Geleijnse Jm, George R, Ghanbari A, Ghasemi E, Gheorghe-Fronea O, Ghimire A, Gialluisi A, Giampaoli S, Gieger C, Gill Tk, Giovannelli J, Gironella G, Giwercman A, Gkiouras K, Goldberg M, Goldsmith Ra, Gomez Lf, Gomula A, Gonçalves H, Gonçalves M, Gonçalves Cordeiro da Silva B, Gonzalez-Chica Da, Gonzalez-Gross M, González-Rivas Jp, González-Villalpando C, González-Villalpando M, Gonzalez Ar, Gorbea Mb, Gottrand F, Graff-Iversen S, Grafnetter D, Grajda A, Grammatikopoulou Mg, Gregor Rd, Grodzicki T, Grosso G, Gruden G, Gu D, Guan Op, Gudmundsson Ef, Gudnason V, Guerrero R, Guessous I, Guimaraes Al, Gulliford Mc, Gunnlaugsdottir J, Gunter Mj, Gupta Pc, Gupta R, Gureje O, Gurzkowska B, Gutierrez L, Gutzwiller F, Ha S, Hadaegh F, Haghshenas R, Hakimi H, Halkjær J, Hambleton Ir, Hamzeh B, Hange D, Hanif Aa, Hantunen S, Hao J, Hardman Cm, Hari Kumar R, Hashemi-Shahri Sm, Hata J, Haugsgjerd T, Hayes Aj, He Y, Heier M, Hendriks Me, Henrique Rds, Henriques A, Hernandez Cadena L, Herrala S, Heshmat R, Hill Ag, Ho Sy, Ho Sc, Hobbs M, Holdsworth M, Homayounfar R, Horasan Dinc G, Horimoto Ar, Hormiga Cm, Horta Bl, Houti L, Howitt C, Htay Tt, Htet As, Htike Mmt, Hu Y, Huerta Jm, Huhtaniemi It, Huiart L, Huisman M, Husseini As, Huybrechts I, Hwalla N, Iacoviello L, Iannone Ag, Ibrahim Mm, Ibrahim Wong N, Ikram Ma, Iotova V, Irazola Ve, Ishida T, Isiguzo Gc, Islam M, Islam Sms, Iwasaki M, Jackson Rt, Jacobs Jm, Jaddou Hy, Jafar T, James K, Jamrozik K, Janszky I, Janus E, Jarvelin M, Jasienska G, Jelaković A, Jelaković B, Jennings G, Jha Ak, Jiang Cq, Jimenez Ro, Jöckel K, Joffres M, Johansson M, Jokelainen Jj, Jonas Jb, Jørgensen T, Joshi P, Joukar F, Jóżwiak J, Juolevi A, Jurak G, Jureša V, Kaaks R, Kafatos A, Kajantie Eo, Kalmatayeva Z, Kalpourtzi N, Kalter-Leibovici O, Kampmann Fb, Kannan S, Karaglani E, Kårhus Ll, Karki Kb, Katibeh M, Katz J, Kauhanen J. doi: 10.1016/S0140-6736(21)01330-1. - DOI - PubMed
-
- Hypertension. World Health Organization. 2021. [2021-08-23]. https://www.who.int/health-topics/hypertension#tab=tab_1 .
-
- Mazzaglia G, Ambrosioni E, Alacqua M, Filippi A, Sessa E, Immordino V, Borghi C, Brignoli O, Caputi AP, Cricelli C, Mantovani LG. Adherence to antihypertensive medications and cardiovascular morbidity among newly diagnosed hypertensive patients. Circulation. 2009 Oct 20;120(16):1598–605. doi: 10.1161/CIRCULATIONAHA.108.830299.CIRCULATIONAHA.108.830299 - DOI - PubMed
-
- York Health Economics Consortium. School of Pharmacy, University of London Evaluation of the Scale, Causes and Costs of Waste Medicines: Final Report. 2010. Nov, [2022-06-07]. https://discovery.ucl.ac.uk/id/eprint/1350234/1/Evaluation_of_NHS_Medici... .
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