Table 2 Summary of studies focusing on one of the top ten global DALY-contributing diseases (N = 24).

From: A systematic review of healthcare provider-targeted mobile applications for non-communicable diseases in low- and middle-income countries

Disease

Title

Authors

Disease RF

Clinical domain

Aim

Type of intervention

Mobile device

OS

Study population

Methods

Stage of development

Cost

Year

Author affiliation

Ischemic Heart Diseases

Feasibility of combining serial smartphone single-lead electrocardiograms for the diagnosis of ST-elevation myocardial infarction: Smartphone ECG for STEMI Diagnosis

Muhlestein et al.

ST-elevation myocardial infarction (STEMI)

Cardiology

Diagnosis

Smartphone-based ECG

Smartphone

Not specified

Subjects were enrolled from 5 international sites.

Experimental

Developed

Not specified

2020

USA

Smartphone ECG for evaluation of STEMI: results of the ST LEUIS Pilot Study

Muhlestein et al.

STEMI

Cardiology

Monitoring

Smartphone application

iPod

iOS

Patients for whom the hospital STEMI protocol was activated

Observational Cohort Studies/case–control studies

Prototype

Not specified

2015

Multinational (USA, Argentina)

Plasmonic ELISA for Sensitive Detection of Disease Biomarkers with a Smart Phone-Based Reader

Quanli Yang

Acute myocardial infarction

Cardiology

Screening

Smartphone application

Smartphone

Android and iOS

Serum samples were collected from the Guangzhou Overseas Chinese Hospita

Technical description

Developed

About two dollars

2018

China

Chronic Obstructive Pulmonary Disease

The utility of hand-held mobile spirometer technology in a resource-constrained setting.

Du Plessis et al.

Chronic respiratory diseases

Pulmonary Medicine

Screening

Smartphone application

Smartphone

Not specified

Consecutive patients and healthy volunteers

Observational Cohort Studies/case–control studies

Developed

Not specified

2019

South Africa

Neonatal Preterm Birth

Mobile phones for retinopathy of prematurity screening in Lagos, Nigeria, sub-Saharan Africa

Tunji S. Oluleye et al.

Retinopathy of Prematurity

Ophthalmology

Screening

Smartphone application

Smartphone

iOS

Preterm infants with birthweight of less than 1.5 kg or gestational age of less than 32 weeks

Technical testing

Available

Not specified

2016

Nigeria

MII RetCam assisted smartphone-based fundus imaging for retinopathy of prematurity

Lekha et al.

Retinopathy of prematurity

Ophthalmology

Diagnosis/ Monitoring

Smartphone add on

Smartphone

iOS

All the preterm babies subjected to smartphone-based fundus imaging as part of ROP screening from September 2017 to November 2018

Retrospective observational

Developed

MII RetCam device costs USD 380/–

2019

India

Diabetes Type 2

Mobile communication using a mobile phone with a glucometer for glucose control in Type 2 patients with diabetes: as effective as an Internet-based glucose monitoring system

Cho et al.

Diabetes type 2

Endocrinology

Monitoring

Smartphone add on

Mobile phone

Not specified

Type 2 diabetes patients

Experimental

Developed

Not specified

2009

Republic of Korea

 

Reusable electrochemical glucose sensors integrated into a smartphone platform.

Bandodkar et al.

Diabetes

Endocrinology

Monitoring

Smartphone-based reusable glucose meter

Smertphone

Android

NA

Technical testing

Prototype

Not specified

2018

USA

 

Evaluation of a mobile-phone telemonitoring system for glycaemic control in patients with diabetes

Istepanian et al.

Diabetes

Endocrinology

Monitoring

Mobile phone-based system

Motorola A-100 mobile phone

Android

Patients with complicated diabetes

Experimental

Not specified

Not specified

2009

United Kingdom

 

Ultrabright Polymer-Dot Transducer Enabled Wireless Glucose Monitoring via a Smartphone

Sun et al.

Diabetes

Endocrinology

Monitoring

Smartphone application

Smartphone-Huawei Mate 9

Android

Balb/c nude mice (Vital River Laboratories, Beijing, China). 8-week-old female mice

Experimental

In vitro and in vivo studies

Not specified

2018

China

 

Real time monitoring of glucose in whole blood by smartphone

Erenas et al.

Diabetes

Endocrinology

Monitoring

Combined thread-paper microfluidic device

Sony DSC-HX300 digital camera, a Samsung Galaxy S5 smartphone, a Samsung Galaxy Tab A tablet, and a Motorola Moto G4 Play smartphone

Android

None

Technical testing

Developed

Not specified

2019

Multinational (Spain, USA)

 

Smartphone-based noninvasive salivary glucose biosensor

Soni and Jha

Diabetes

Endocrinology

Diagnosis/Screening

Smartphone application

Smartphone

Android

Subjects between age group 20–80 years at Outpatient Department of Indian Institute of Technology Delhi hospital, New Delhi

Experimental

Developed

Not specified

2017

India

 

Noninvasive blood glucose monitor based on spectroscopy using a smartphone.

Dantu et al.

Diabetes

Endocrinology

Monitoring

Noninvasive blood glucose monitor

Smartphone

Android

Human subjects who drank Cola beverage of 50 g sugar

Observational Cohort Studies/case–control studies

Developed

Not specified

2014

USA

Low Back Pain

mDurance: A Novel Mobile Health System to Support Trunk Endurance Assessment.

Banos et al.

Low back pain

Sports medicine

Monitoring

Wearable and mobile devices

Smartphone

Android

Case study

Technical testing

Developed

Not specified

2015

Multinational (Republic of Korea, Spain)

Ischemic Stroke

Smartphone electrographic monitoring for atrial fibrillation in acute ischemic stroke and transient ischemic attack

Tu et al.

Paroxysmal atrial fibrillation

Cardiology

Monitoring

Smartphone application

Smartphone

Android and iOS

Patients with ischemic stroke or transient ischemic attack (TIA) without known AF, Age > 18 years

Prospective cohorts

Proof of principle

Not specified

2017

Multinational (Australia, China)

Other musculoskeletal

Reliability Analysis of a Smartphone-aided Measurement Method for the Cobb Angle of Scoliosis

Qiao et al.

Adolescent Idiopathic Scoliosis

Traumatology

Diagnosis

Smartphone application

Smartphone

iOS

Posteroanterior radiographs of adolescent idiopathic scoliosis patients with thoracic scoliosis

Observational Cohort Studies/case–control studies

Developed

Not specified

2011

China

 

Screening of scoliosis in school children in Tehran: The prevalence rate of idiopathic scoliosis

Shahrbanoo Kazem et al.

Scoliosis

Orthopedics

Screening

Smartphone application

Smartphone

iOS

School children in Tehran

Experimental

Available

$4.99

2018

Iran

 

Evaluation of an apparatus to be combined with a smartphone for the early detection of spinal deformities.

Driscoll et al.

Spinal deformities

Orthopedics

Diagnosis

Smartphone application

Smartphone

iOS

Adolescents with adolescent idiopathic scoliosis

Observational Cohort Studies/case–control studies

Developed

Not specified

2014

Canada

 

Validation of a scoliometer smartphone app to assess scoliosis.

Franko et al.

Scoliosis

Orthopedics

Diagnosis

Smartphone application

Smartphone

iOS

Measurements

Experimental

Developed

The cost of the application ($0.99) and manufacturing the custom part were <$25, and when purchased in bulk would cost <$5/unit.

2012

USA

Age-related hearing loss

Extended High-Frequency Smartphone Audiometry: Validity and Reliability.

Bornman et al.

Age-related hearing loss, noise-induced hearing loss (NIHL) and ototoxicity

Otorhinolaryngology

Screening

Smartphone application

Smartphone

Android

“Participants were recruited from adults attending the Audiology

Department at Dr. George Mukhari Hospital, GaRankuwa, South Africa and from the University of Pretoria”

Observational Cohort Studies/case–control studies

Developed

Not specified

2019

Multinational (Australia, South Africa)

 

Implementation of uHear™—an iOS-based application to screen for hearing loss—in older patients with cancer undergoing a comprehensive geriatric assessment

Michelle et al.

Presbycusis

Otorhinolaryngology

Screening

Smartphone application

iPod, iPhone, iPad

iOS

Older patients with cancer at the radiotherapy and oncology departments of the General Hospital Groeninge (Kortrijk, Belgium) from December 2014 till June 2015

Observational Cohort Studies/case–control studies

Available

Not specified

2016

Belgium

 

Application-Based Hearing Screening in the Elderly Population

Leonid et al.

Presbycusis (Hearing loss)

Otorhinolaryngology

Screening

Smartphone application

Tablet

iOS

Patients 65 years of age or older hospitalized for any reason in an internal medicine department

Experimental

Available

Free

2017

USA

 

Smartphone-based audiometric test for screening hearing loss in the elderly.

Abu-Ghanem et al.

Hearing loss

Otorhinolaryngology

Screening

Smartphone application

Smartphone—iPhone and Tablet—iPod, iPad

iOS

Subjects aged 84.4 ± 6.73 years (mean ± SD) were recruited.

Observational Cohort Studies/case–control studies

Available

Free

2015

Israel

Falls

iFall: An android application for fall monitoring and response

Sposaro et al.

Fall

Geriatrics

Monitoring

Smartphone application

Smartphone

Android

None

Technical description

Prototype

Not specified

2009

USA