Skip to main content
International Journal of Environmental Research and Public Health logoLink to International Journal of Environmental Research and Public Health
. 2022 Apr 4;19(7):4335. doi: 10.3390/ijerph19074335

Telecardiology in Rural Practice: Global Trends

Takashi Yamano 1,*, Kazuhiko Kotani 2, Naomi Kitano 3, Junko Morimoto 1, Hiroki Emori 1, Masahiro Takahata 1, Suwako Fujita 1, Teruaki Wada 1, Shingo Ota 1, Keisuke Satogami 1, Manabu Kashiwagi 1, Yasutsugu Shiono 1, Akio Kuroi 1, Takashi Tanimoto 1, Atsushi Tanaka 1
Editor: Rohan Rasiah
PMCID: PMC8998494  PMID: 35410012

Abstract

The management of cardiovascular diseases in rural areas is plagued by the limited access of rural residents to medical facilities and specialists. The development of telecardiology using information and communication technology may overcome such limitation. To shed light on the global trend of telecardiology, we summarized the available literature on rural telecardiology. Using PubMed databases, we conducted a literature review of articles published from January 2010 to December 2020. The contents and focus of each paper were then classified. Our search yielded nineteen original papers from various countries: nine in Asia, seven in Europe, two in North America, and one in Africa. The papers were divided into classified fields as follows: seven in tele-consultation, four in the telemedical system, four in the monitoring system, two in prehospital triage, and two in tele-training. Six of the seven tele-consultation papers reported the consultation from rural doctors to urban specialists. More reports of tele-consultations might be a characteristic of telecardiology specific to rural practice. Further work is necessary to clarify the improvement of cardiovascular outcomes for rural residents.

Keywords: rural and remote medicine, information and communication technology, telecardiology, tele-consultation, telemedical system, monitoring system, prehospital triage, tele-training

1. Introduction

Cardiovascular disease (CVD) is a leading cause of death worldwide [1]. Its prevention is therefore important. If a CVD event does occur, appropriate management should be implemented. For instance, acute coronary syndrome (ACS) is diagnosed by the electrocardiogram (ECG); meanwhile, the ability of doctors to analyze ECG is recognized to be variable according to their specialty [2]. Further, rural areas may lack cardiologists who are skillful at interpreting ECG findings. Patients with CVD living in rural areas have the problem of limited accessibility to not only cardiologists but also medical facilities. Indeed, patients with ACS in rural areas are reported to have difficulty in receiving reperfusion therapy [3,4,5].

Meanwhile, information and communication technology (ICT) has recently been applied to medical practice worldwide, and the applications (e.g., textual, auditory, and visual tools) show a wide range of utility [6]. Vollenbroek-Hutten et al. [6] reported that ICT offers a variety of opportunities for the treatment and prevention of frailty and functional decline in the aging society. However, he concluded that the actual use of ICT among the professionals is disappointingly low in contrast to the high use among patients. The development of telecardiology using ICT, which leads to travel and time reduction, may thus overcome the limitations of CVD management in rural practice [7,8]. Prehospital management of CVD [9] for rural residents would also be changed by telecardiology.

The global trends in telecardiology and merit investigation primarily to forecast the rural practice in CVD. However, no review has studied this topic. Thus, we aimed to summarize the global trends in telecardiology, which reduces rural disparities, enabling emergency management and follow up care, in rural practice.

2. Materials and Methods

2.1. Study Sites and Participants

For this review, experienced reviewers carried out the search to identify the titles and abstracts of potentially relevant studies [10]. Each abstract was assessed independently by two reviewers (T. Y. and K. K.). We used PubMed databases for the search of studies published from January 2010 to December 2020 in the English language using the following keywords: “rural telecardiology”, “rural tele cardiology”, “rural tele-cardiology”, “rural tele electrocardiogram”, and “rural tele ECG” (Figure 1). We selected total 21 original articles excluding reviews or meta-analyses and duplicate papers (rural telecardiology, 15 articles; rural tele cardiology, 11; rural tele-cardiology 3; rural tele electrocardiogram, 11; rural tele ECG, 12). If at least one of the reviewers considered a reference to be eligible, the article was obtained in its entirety. Both reviewers then independently analyzed the articles to select the ones to be included in the review. In the case of a disagreement, the decision was made by the authors’ consensus. Our study followed an interpretive analysis of the updated Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) statement to promote evidence-based medicine [11]. We also performed a manual tracking of citations of the selected articles. We excluded two papers: one paper lacked information, and the other one paper reported on strokes with a clinical application perspective. Consequently, we identified 19 original papers eligible for the review.

Figure 1.

Figure 1

The flowchart of the search for papers. ECG, electrocardiogram; CVD, cardiovascular disease.

2.2. Classification of Telecardiology

We classified the focus of the papers into tele-consultation, telemedical system telemedicine, monitoring system, prehospital triage, and tele-training [12,13,14,15], referring to the earlier literature on ICT. Tele-consultation [12] involves ICT-based communication to patients or caregivers (doctor to patient (D to P); D to P with nurse (D to P with N)) and informational exchange from doctors (i.e., general practitioners) to doctors (i.e., specialists; doctor to doctor (D to D)). A telemedical system [13] is a cloud system that provides remote transmission, interpretation, and storage of clinical parameters and useful diagnostic images to evaluate, diagnose, and treat patients at a distance using ICT. A monitoring system indicates the presence of a central monitoring center to which some physiological variables or images are sent [13]. Prehospital triage is defined as an emergent triage in the prehospital setting for the case of suspected ACS or arrhythmia [14]. Tele-training indicates education and teaching, such as the use of videoconference equipment, for medical staff delivered as remote lectures [15].

3. Results

Table 1 presents the 19 papers identified in our review, divided by geographical region (Asia, 9 papers; Europe, 7; North America, 2; Africa, 1). Seven papers focused on “tele-consultation” (numbers 2, 8, 12, 13, 16, 18, and 19 in Table 1), four papers focused on “telemedical system” (numbers 1, 5, 9, and 14), four papers focused on “monitoring system” (numbers 4, 7, 11, and 17), two papers focused on “prehospital triage” (numbers 3 and 6), and two papers focused on “tele-training” (numbers 10 and 15).

Table 1.

Papers on rural telecardiology included in the review.

No. Author (Reference) Year Country (Continent) Equipment Main Findings Classified Field Usage Method and Used Population Clinical Outcome
1 Hsieh et al. [16] 2012 Taiwan (Asia) A new cloud and pervasive computing-based 12-lead ECG telemedical service The inclusion of new cloud service in ECG telemedical service, an ECG tele-diagnosis via cellphone, and cloud-based 12-lead ECG e-learning; upgrades previously developed applications, facilitates the collaboration of hospitals, and enhances the efficacy of telemedical system. Telemedical system Network among ambulance, clinic, and hospital by cloud system Diagnosis on ECG
2 Otto et al. [17] 2012 USA (North America) Telehealth consultation at the level of a rural community hospital Real-time tele-ultrasound consultation can serve as an important diagnostic resource in remote environments. Tele-consultation Rural doctor to urban specialist by tele-ultrasound consultation Diagnosis on echocardiology
3 Brunetti et al. [18] 2014 Italy (Europe) A registry of prehospital triage of patients with ST-segment elevation myocardial infarction Time to treatment in patients who received prehospital triage with the tele-cardiology ECG is significantly shorter, and rates of patients timely treated are higher. Prehospital triage Ambulance to catheterization laboratory for primary PCI by tele-medicine service Treatment of ACS
4 Singh et al. [19] 2014 India (Asia) Clinical validation of handheld (portable) tele-ECG as a screening tool The tele-ECG method shows similar results with conventional ECG, with 99% correlation. Tele-ECG is a portable, cost-effective, and convenient tool for monitoring heart diseases. Monitoring system Patient to remote centers by portable tele-ECG Diagnosis on ECG
5 Noubiap et al. [20] 2014 South Africa (Africa) Telemedical strategies for using a Cardionet system in developed locally A tele-cardiology device provides several advantages in terms of cost, ease of use, autonomy, and reduced technology requirements. Test results are transferred wirelessly via mobile phone connection to specialist physicians who can interpret them and provide assistance with case management. Telemedical system Network among cardiologist, remote hospital, and remote center by Cardionet system (Cloudnet system) Diagnosis on ECG
6 Büscher et al. [21] 2014 Germany (Europe) Telemedical rescue assistance system in German emergency medical services Telemedical rescue assistance system can transmit audio and video data as well as vital signs and 12-lead ECG from the emergency site to a teleconsultation center for patients with ACS. Prehospital triage Ambulance to teleconsultation center by telemedical rescue assistance system Treatment of ACS
7 Chandra et al. [22] 2015 India (Asia) Two-tier framework enabling reliable resource-constrained telecardiology with limited power and bandwidth in rural communities High reliability is maintained even at substantial power and bandwidth savings in a monitoring system in India. Monitoring system ECG signal transmission from user end to diagnostic center (mainly technical system, population not specified) Improvement of technical system
8 Lapão et al. [23] 2015 Portugal (Europe) International tele-consultation services in supporting the evacuation procedures from Africa to Europe This study provides evidence (e.g., case study, interview, cost reduction) of the importance of telemedicine for coping with both geographical constraints and shortage of physicians. Tele-consultation Rural doctor to urban specialist by international telemedicine service Diagnosis of heart disease
9 De la Torre-Diez et al. [24] 2015 Spain (Europe) Cloud system called eHealth Services in Spanish rural health centers This telemedical system provides all information on the cloud in patients at a local area for health care staff and they could transparently check any data. Telemedical system Network among rural health centers by electronic health records (cloud) Diagnosis of heart disease
10 Muehlberg et al. [25] 2015 Germany (Europe) Tele-training trial for cardiovascular magnetic resonance Network teaching reduced off-site training to only five weeks and provided an efficient teaching platform with a minimum of off-site time for trainees in rurally located institutions. Tele-training Fellows teach trainees by module-based network Diagnosis on magnetic resonance
11 Riley et al. [26] 2015 USA (North America) Remote monitoring for heart failure patients in a single center Heart-failure patients with remote monitoring mobile devices showed substantial and statistically significant reductions in health care utilization compared with those who declined to participate. Monitoring system Monitor for heart-failure patients by broadband-enabled remote monitoring
devices
Diagnosis of Heart failure
12 Nagayoshi et al. [27] 2016 Japan (Asia) Benefit and utility of a Digital Imaging and Communications in Medicine tele-consultation network at a rural hospital Ten cases (20.8%) of 48 tele-consultations that had been conducted were transferred to a high-volume center. The tele-consultation network enabled open communication between distant hospitals. Tele-consultation Rural low-volume hospitals to high-volume centers by broadband network Network on DICOM
13 Shetty et al. [28] 2017 India (Asia) Feasibility of tele-consultation to link rural clinics to a teaching hospital ECGs were transmitted to the hospital with 99.7% success on first attempt. The staff at the hospital were able to provide timely interpretation of ECGs and advice to patients. Tele-consultation Rural clinics to city hospital by tele-ECG system Diagnosis on ECG
14 De la Torre-Diez et al. [29] 2017 Spain (Europe) Cloud-based telemedical system solution in a hospital, a health center in a city, and health centers in a rural area ICT software simulated different scenarios to provide an adapted solution in the form of a telemedical service. Telemedical system Rural hospital to city health center by mobile-ECG
telemedicine application
Diagnosis of heart disease
15 Pyles et al. [30] 2017 China (Asia) A system to allow rural physicians to obtain assistance in the diagnosis and management of children with heart disease The project tested the hypothesis that acceptable screening of heart murmurs could be accomplished using a digital stethoscope and internet cloud transmittal to deliver phonocardiograms to an experienced observer. The overall test accuracy was 91% with 78.5% sensitivity and 92.6% specificity. Tele-training From remote clinic to regional cardiology center by HeartLink tele-auscultation system (tablet and computer) Diagnosis of heart disease in children
16 Cauhan et al. [31] 2018 India (Asia) Whether to reduce the time taken for diagnosis of acute coronary syndrome using 24 h tele-ECG-consultation support The hospital-to-aspirin time of the tele-consultations group was significantly reduced compared with the control group. This is an effective, low-cost, and replicable strategy. Tele-consultation Primary care physicians to specialist physician by tele-ECG system Treatment of ACS
17 Pineda-Lopz et al. [32] 2018 Spain (Europe) 12-lead ECG recording and monitoring system using mobile phones The 32-bit mobile microcontroller ECG system can be especially useful in rural areas in developing countries. Monitoring system Monitor for patient’s 12-lead/Holter data by cellphone and webserver Diagnosis of heart disease
18 Ganapathy et al. [33] 2019 India (Asia) 24 h tele-emergency consultation services at an altitude over 3000 m 753 teleconsults were given in the first 35 months, and several cases were transferred to larger centers or required helicopter transfer. Tele-consultation Regional hospital to community health center by tele-emergency services Diagnosis of heart disease
19 Ohligs et al. [34] 2020 Germany (Europe) A holistic tele-consultation system for nursing home residents This telemedical system applied video telephony, electrocardiography, and assessment of vitals for general practitioners Tele-consultation Nurses in nursing homes to general practitioner by exclusive telemedical system Diagnosis of heart disease

ECG, electrocardiogram; PCI, percutaneous coronary intervention; ACS, acute coronary syndrome; DICOM, Digital Imaging and Communications in Medicine.

We analyzed the consultation type reported in the seven tele-consultation papers. In six papers, the consultation was from a rural doctor to an urban specialist (D to D); in one paper, (number 19), it was from a nurse in a nursing home to a general practitioner (D to P with N). We could not find any papers that reported D to P as a commonly used type of “telemedicine” or “telecare”.

Of the four papers on telemedical systems, three papers featured the creation of an overall structure using the cloud system. Only one paper (number 5) dissected the usage of tele-cardiology devices (via mobile phones). Of the four papers on monitoring systems, one paper (number 7) exhibited the technical system of transmission for the compressive detection of abnormal ECGs. Other studies discussed the advantage of portable ECGs for the detection of arrhythmia or heart failure. Meanwhile, the two studies on prehospital triage described the clinical benefits of ECG transfer in patients with ACS. Regarding tele-training, one study showed cardiovascular magnetic resonance (CMR) tele-training by fellowship, and one study presented tele-training on hearing heart murmurs in children.

4. Discussion

4.1. A New Summary

This review is the first to summarize the papers on telecardiology in rural areas. For rural residents with limited access to cardiologists and medical facilities, the development of telecardiology is expected to be helpful for better health care services [35]. The classification focus in this review included the fields of tele-consultation, telemedical system, monitoring system, prehospital triage, and tele-training. The classification and classified points might provide insights to the improvement of rural practice in CVD [36].

4.2. Tele-Consultation

Most of the papers in this review focused on tele-consultation. In rural areas with a limited accessibility to cardiologists and their medical facilities, ECG, echocardiography, or the other cardiac modality data need to be transferred immediately from the regional hospital to the city hospital. Thus, tele-consultation could be a characteristic of telecardiology specific to rural practice. Lazarus G. et al. [37] already reported that prehospital tele-ECG appeared to be an effective and worthwhile approach in the management of rural ACS patients on a systematic review because of decreased door-to-balloon time on catheter intervention. Moreover, this paper concluded that it may reduce the cardiovascular in-hospital and long-term mortality.

Otto et al. [17] reported on telehealth technology at the level of a rural community hospital emergency department in the U.S. They concluded that real-time tele-ultrasound consultation can serve as an important diagnostic resource in remote environments. Another study in India [33] discussed tele-emergency services at an altitude of over 3000 m. In the 35 months after tele-emergency training, 753 tele-consults were conducted between regional hospitals and community health centers, and several cases were transferred to larger centers or required helicopter transfer.

Ohligs et al. [34] reported on a holistic tele-consultation system for nursing home residents in a rural area in the first year of the COVID-19 pandemic. Although nurses are often inclined to call the rescue service for patients with acute symptoms, this tele-consultation system frequently applied video telephony, electrocardiography, and assessment of vitals for general practitioners. They concluded that the tele-consultation system, including integrated medical devices, was successfully developed. They also highlighted the utility of D to P with N teleconsultation and telemedicine in the context of a pandemic. In the future, D to P telemedicine may increase to reduce risky contact between patients and doctors.

4.3. Telemedical System

Three of the four papers focusing on telemedical systems reported that a cloud system could provide all patient information for health care staff as well as enable transparent checking of any data. They emphasize the importance of putting forward security solutions for each telemedical system and of centralizing all information on the cloud. The other paper in this classification [20] investigated the utility and wireless connection of mobile devices for a telemedical system developed by local young engineer. The authors suggested the usage of telehealth as a strategy to overcome the current health workforce shortage in South Africa, which will be ill-prepared to cope with the increasing demand for CVD care.

4.4. Monitoring System

One paper [22] presented the technical system of transmission of medical information. This paper proposed a two-tier framework enabling reliable resource-constrained telecardiology. The other three papers in this classification presented clinical cases of remote monitoring using mobile devices. Pineda-Lopz et al. [32] reported on a long-term Holter monitoring and 12-lead ECG recording system using mobile phones in Spain. They concluded that a 32-bit mobile microcontroller ECG system can be especially useful in rural areas of developing countries, where the lack of specialized medical personnel justifies the introduction of telecardiology services. A single-center study [26] in the U.S. reported on remote monitoring for heart-failure patients in underserved and rural communities, including Native American reservations. In this project, heart-failure patients with remote monitoring mobile devices showed substantial and statistically significant reductions in health care utilization compared with those who declined to participate. These findings indicated that a remote monitoring program using mobile devices can be successfully implemented in rural, underserved areas.

4.5. Prehospital Triage

Two studies focused on prehospital triage in patients with ACS. Brunetti et al. [18] reported a registry of tele-medicine services for patients with ST-segment elevation myocardial infarction in rural areas in Italy. Time to treatment in patients who received pre-hospital triage with tele-cardiology ECG was significantly shorter, and the rates of timely treatment were high. They concluded that pre-hospital triage with tele-cardiology ECG would be associated with shorter time to balloon and higher rates of timely treated patients even in rural areas. Büscher et al. [21] reported on a telemedical rescue assistance system in the German emergency medical services. This system can transmit audio and video data as well as vital signs and 12-lead ECG from the emergency site to a teleconsultation center. This article presented the impact of such a system on the use of telemedicine in rural areas. Given the importance of transferring simple data to the consultation center immediately in the emergent situation, Büscher et al. [21] focused on ECGs.

4.6. Tele-Training

Two papers focused on tele-training of medical staff. One study [25] reported a tele-training trial for CMR in Germany. In this study, network teaching for CMR reduced off-site training to only five weeks. CMR networks provide an efficient teaching platform with minimum off-site time for trainees in rurally located institutions. Tele-training involving screens, such as ECG and cardiac imaging, does not have to be in a face-to-face format. Although on-site training is important for acquiring clinical skills, part of it can be replaced by tele-training. For young doctors in rural areas, tele-training provides the opportunity to have clinical education without traveling to the city.

4.7. Additional Views

Experts have noted the number of initial and maintenance costs for the modalities to use telecardiology in the community [38]. Although all papers presented useful solutions for rural areas in their respective classified field (e.g., tele-consultation), we noted the need for a unified field (including tele-consultation, telemedicine, monitoring system, prehospital triage, and tele-training) based on comprehensive system, which would be more useful for the improvement of CVD treatment in rural areas. The government, rather than the community, should develop a comprehensive health care system that could be used anywhere, such as a cloud system. Such a system would not only reduce costs but also overcome geographical accessibility and save more lives.

4.8. Study Limitations

The present study had several limitations. First, this study included a relatively small number of reports because it was based on a literature review. Second, almost all studies used a cross-sectional design. The study periods of the studies with follow-up assessment were also short; thus, the effectiveness of telecardiology on outcomes (i.e., CVD-related mortality) for rural residents remains undetermined. Third, few studies reported the cost and infrastructure of telecardiology, which represents an important issue in rural practice. Lastly, while newer technologies, such as artificial intelligence (AI) that is implied to improve medical practice [39], may be already introduced to rural practice, we could not find such a paper on the telecardiology combined with AI in rural practice. This is a limitation in the review based on the previously published literature.

5. Conclusions

In this review, the trend suggests the global use of telecardiology in rural practice. We found that tele-consultation was the focus of interest in more papers compared with other fields, which might be a characteristic of telecardiology specific to rural practice. Further work is necessary to clarify whether the use of telecardiology improves the diagnosis and treatment of CVD for rural residents.

Author Contributions

Conceptualization, T.Y. and K.K.; methodology, T.Y., J.M. and K.K.; software, T.Y. and H.E.; validation, T.Y., K.K. and N.K.; formal analysis, T.Y. and K.S.; investigation, T.Y., T.W. and M.T.; resources, T.Y. and T.W.; data curation, T.Y. and S.F.; writing—original draft preparation, T.Y. and M.K.; writing—review and editing, T.Y., Y.S. and T.T.; visualization, T.Y., J.M. and S.O.; supervision, A.T.; project administration, T.Y. and A.K.; funding acquisition, T.Y. and K.K. All authors have read and agreed to the published version of the manuscript.

Funding

This study was supported by JSPS KAKENHI Grant Number 20K18856 and by the Ministry of Health, Labor, and Welfare Science Research Grant (21IA2004).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The data presented in this study are available upon request from the corresponding author.

Conflicts of Interest

All other authors have reported that they have no relationship relevant to the contents of this paper to disclose.

Footnotes

Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

References

  • 1.Thomas A.G. Reducing the Growing Burden of Cardiovascular Disease in the Developing World. Health Aff. 2007;26:13–24. doi: 10.1377/hlthaff.26.1.13. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Antiperovitch P., Zareba W., Steinberg J.S., Bacharova L., Tereshchenko L.G., Farre J., Nikus K., Ikeda T., Baranchuk A. Proposed In-Training Electrocardiogram Interpretation Competencies for Undergraduate and Postgraduate Trainees. J. Hosp. Med. 2018;13:185–193. doi: 10.12788/jhm.2876. [DOI] [PubMed] [Google Scholar]
  • 3.Seligman B., Vedanthan R., Fuster V. Acute coronary syndromes in low- and middle-income countries: Moving forward. Int. J. Cardiol. 2016;217:S10–S12. doi: 10.1016/j.ijcard.2016.06.213. [DOI] [PubMed] [Google Scholar]
  • 4.Li J., Li X., Wang Q., Hu S., Wang Y., Masoudi F.A., Spertus J.A., Krumholz H.M., Jiang L., China PEACE Collaborative Group ST-segment elevation myocardial infarction in China from 2001 to 2011 (the China PEACE-Retrospective Acute Myocardial Infarction Study): A retrospective analysis of hospital data. Lancet. 2015;385:441–451. doi: 10.1016/S0140-6736(14)60921-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.Kakou-Guikahue M., N’Guetta R., Anzouan-Kacou J.B., Kramoh E., N’Dori R., Ba S.A., Diao M., Sarr M., Kane A., Kane A., et al. Optimizing the management of acute coronary syndromes in sub-Saharan Africa: A statement from the AFRICARDIO 2015 Consensus Team. Arch. Cardiovasc. Dis. 2016;109:376–383. doi: 10.1016/j.acvd.2015.12.005. [DOI] [PubMed] [Google Scholar]
  • 6.Vollenbroek-Hutten M., Jansen-Kosterink S., Tabak M., Feletti L.C., Zia G., N’dja A., Hermens H., SPRINTT Consortium Possibilities of ICT-supported services in the clinical management of older adults. Aging Clin. Exp. Res. 2017;29:49–57. doi: 10.1007/s40520-016-0711-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Molinari G., Molinari M., Di Biase M., Brunetti N.D. Telecardiology and its settings of application: An update. J. Telemed. Telecare. 2018;24:373–381. doi: 10.1177/1357633X16689432. [DOI] [PubMed] [Google Scholar]
  • 8.Teraura H., Iguchi S., Maeda T., Koike S., Matsumoto M., Haruyama S., Kotani K. The use of information and communication technology in Japanese rural clinics. J. Rural Med. 2021;16:298–300. doi: 10.2185/jrm.2021-026. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Welsford M., Nikolaou N.I., Beygui F., Bossaert L., Ghaemmaghami C., Nonogi H., O’Connor R.E., Pichel D.R., Scott T., Walters D.L., et al. Acute Coronary Syndrome Chapter Collaborators. Part 5: Acute Coronary Syndromes: 2015 International Consensus on Cardiopulmonary Resuscitation and Emergency Cardiovascular Care Science with Treatment Recommendations. Circulation. 2015;132((Suppl. 1)):S146–S176. doi: 10.1161/CIR.0000000000000274. [DOI] [PubMed] [Google Scholar]
  • 10.Kotani K., Watanabe J., Miura K., Gugliucci A. Paraoxonase 1 and Non-Alcoholic Fatty Liver Disease: A Meta-Analysis. Molecules. 2021;26:2323. doi: 10.3390/molecules26082323. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Page M.J., McKenzie J.E., Bossuyt P.M., Boutron I., Hoffmann T.C., Mulrow C.D., Shamseer L., Tetzlaff J.M., Akl E.A., Brennan S.E., et al. The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ. 2021;372:n71. doi: 10.1136/bmj.n71. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Verhoeven F., Tanja-Dijkstra K., Nijland N., Eysenbach G., van Gemert-Pijnen L. Asynchronous and synchronous teleconsultation for diabetes care: A systematic literature review. J. Diabetes Sci. Technol. 2010;4:666–684. doi: 10.1177/193229681000400323. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Crepaldi C., Giuliani A., Milan M.S., Marchionna N., Piasentin P., Ronco C. Remote Patient Management in Peritoneal Dialysis: Impact on Clinician’s Practice and Behavior. Contrib. Nephrol. 2019;197:44–53. doi: 10.1159/000496317. [DOI] [PubMed] [Google Scholar]
  • 14.Brunetti N.D., Dellegrottaglie G., Lopriore C., Di Giuseppe G., De Gennaro L., Lanzone S., Di Biase M. Prehospital telemedicine electrocardiogram triage for a regional public emergency medical service: Is it worth it? A preliminary cost analysis. Clin. Cardiol. 2014;37:140–145. doi: 10.1002/clc.22234. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Chipps J., Brysiewicz P., Mars M. A systematic review of the effectiveness of videoconference-based tele-education for medical and nursing education. Worldviews Evid. Based Nurs. 2012;9:78–87. doi: 10.1111/j.1741-6787.2012.00241.x. [DOI] [PubMed] [Google Scholar]
  • 16.Hsieh J.C., Hsu M.W. A cloud computing based 12-lead ECG telemedicine service. BMC Med. Inform. Decis. Mak. 2012;12:77. doi: 10.1186/1472-6947-12-77. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Otto C.A., Shemenski R., Drudi L. Real-time tele-echocardiography: Diagnosis and management of a pericardial effusion secondary to pericarditis at an Antarctic research station. Telemed. J. E Health. 2012;18:521–524. doi: 10.1089/tmj.2011.0266. [DOI] [PubMed] [Google Scholar]
  • 18.Brunetti N.D., Di Pietro G., Aquilino A., Bruno A.I., Dellegrottaglie G., Di Giuseppe G., Lopriore C., De Gennaro L., Lanzone S., Caldarola P., et al. Pre-hospital electrocardiogram triage with tele-cardiology support is associated with shorter time-to-balloon and higher rates of timely reperfusion even in rural areas: Data from the Bari- Barletta/Andria/Trani public emergency medical service 118 registry on primary angioplasty in ST-elevation myocardial infarction. Eur. Heart J. Acute Cardiovasc. Care. 2014;3:204–213. doi: 10.1177/2048872614527009. [DOI] [PubMed] [Google Scholar]
  • 19.Singh M., Agarwal A., Sinha V., Kumar R.M., Jaiswal N., Jindal I., Pant P., Kumar M. Application of Handheld Tele-ECG for Health Care Delivery in Rural India. Int. J. Telemed. Appl. 2014;2014:981806. doi: 10.1155/2014/981806. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Noubiap J.J., Jingi A.M., Kengne A.P. Local innovation for improving primary care cardiology in resource-limited African settings: An insight on the Cardio Pad project in Cameroon. Cardiovasc. Diagn. Ther. 2014;4:397–400. doi: 10.3978/j.issn.2223-3652.2014.10.01. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Büscher C., Elsner J., Schneiders M.T., Thelen S., Brodziak T., Seidenberg P., Schilberg D., Tobias M., Jeschke S. The Telemedical Rescue Assistance System “TemRas”—Development, first results, and impact. Biomed. Tech. 2014;59:113–123. doi: 10.1515/bmt-2013-0025. [DOI] [PubMed] [Google Scholar]
  • 22.Chandra B.S., Sastry C.S., Jana S. Reliable resource-constrained telecardiology via compressive detection of anomalous ECG signals. Comput. Biol. Med. 2015;66:144–153. doi: 10.1016/j.compbiomed.2015.09.005. [DOI] [PubMed] [Google Scholar]
  • 23.Lapão L.V., Correia A. Improving Access to Pediatric Cardiology in Cape Verde via a Collaborative International Telemedicine Service. Stud. Health Technol. Inform. 2015;209:51–57. [PubMed] [Google Scholar]
  • 24.De la Torre-Díez I., Lopez-Coronado M., Garcia-Zapirain S.B., Mendez-Zorrilla A. Secure Cloud-Based Solutions for Different eHealth Services in Spanish Rural Health Centers. J. Med. Int. Res. 2015;17:e157. doi: 10.2196/jmir.4422. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Muehlberg F., Neumann D., von Knobelsdorff-Brenkenhoff F., Traber J., Alwardt N., Schulz-Menger J. A multicenter cardiovascular MR network for tele-training and beyond: Setup and initial experiences. J. Am. Coll. Radiol. 2015;8:876–883. doi: 10.1016/j.jacr.2015.03.006. [DOI] [PubMed] [Google Scholar]
  • 26.Riley W.T., Keberlein P., Sorenson G., Mohler S., Tye B., Ramirez A.S., Carroll M. Program evaluation of remote heart failure monitoring: Healthcare utilization analysis in a rural regional medical center. Telemed. J. E Health. 2015;21:157–162. doi: 10.1089/tmj.2014.0093. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Nagayoshi Y., Oshima S., Ogawa H. Clinical Impact of Telemedicine Network System at Rural Hospitals Without On-Site Cardiac Surgery Backup. Telemed. J. E Health. 2016;22:960–964. doi: 10.1089/tmj.2015.0225. [DOI] [PubMed] [Google Scholar]
  • 28.Shetty R., Samant J., Nayak K., Maiya M., Reddy S. Feasibility of Telecardiology Solution to Connect Rural Health Clinics to a Teaching Hospital. Indian J. Community Med. 2017;42:170–173. doi: 10.4103/ijcm.IJCM_368_16. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.De la Torre-Díez I., Garcia-Zapirain B., López-Coronado M., Rodrigues J.J.P.C. Proposing Telecardiology Services on Cloud for Different Medical Institutions: A Model of Reference. Telemed. J. E Health. 2017;23:654–661. doi: 10.1089/tmj.2016.0234. [DOI] [PubMed] [Google Scholar]
  • 30.Pyles L., Hemmati P., Pan J., Yu X., Liu K., Wang J., Tsakistos A., Zheleva B., Shao W., Ni Q. Initial Field Test of a Cloud-Based Cardiac Auscultation System to Determine Murmur Etiology in Rural China. Pediatr. Cardiol. 2017;38:656–662. doi: 10.1007/s00246-016-1563-8. [DOI] [PubMed] [Google Scholar]
  • 31.Chauhan V., Negi P.C., Raina S., Raina S., Bhatnagar M., Guleri R., Kanwar V., Pandey K.S. Smartphone-based tele-electrocardiography support for primary care physicians reduces the pain-to-treatment time in acute coronary syndrome. J. Telemed. Telecare. 2018;24:540–546. doi: 10.1177/1357633X17719395. [DOI] [PubMed] [Google Scholar]
  • 32.Pineda-López F., Martínez-Fernández A., Rojo-Álvarez J.L., García-Alberola A., Blanco-Velasco M. A Flexible 12-Lead/Holter Device with Compression Capabilities for Low-Bandwidth Mobile-ECG Telemedicine Applications. Sensors. 2018;18:3773. doi: 10.3390/s18113773. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33.Ganapathy K., Alagappan D., Rajakumar H., Dhanapal B., Rama S.G., Nukala L., Premanand S., Veerla K.M., Kumar S., Thaploo V. Tele-Emergency Services in the Himalayas. Telemed. J. E Health. 2019;25:380–390. doi: 10.1089/tmj.2018.0027. [DOI] [PubMed] [Google Scholar]
  • 34.Ohligs M., Stocklassa S., Rossaint R., Czaplik M., Follmann A. Employment of Telemedicine in Nursing Homes: Clinical Requirement Analysis, System Development and First Test Results. Clin. Interv. Aging. 2020;15:1427–1437. doi: 10.2147/CIA.S260098. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 35.Walsh J.A., Warren K.S. Selective primary health care: An interim strategy for disease control in developing countries. N. Engl. J. Med. 1979;301:967–974. doi: 10.1056/NEJM197911013011804. [DOI] [PubMed] [Google Scholar]
  • 36.Kuwayama T., Hamabata K., Kamesaki T., Koike S., Kotani K. Research on Home Care Nursing in Japan Using Geographic Information Systems: A Literature Review. Jpn. Clin. Med. 2018;9:1179670718814539. doi: 10.1177/1179670718814539. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 37.Lazarus G., Kirchner H.L., Siswanto B.B. Prehospital tele-electrocardiographic triage improves the management of acute coronary syndrome in rural populations: A systematic review and meta-analysis. J. Telemed. Telecare. 2020;30:1357633X20960627. doi: 10.1177/1357633X20960627. [DOI] [PubMed] [Google Scholar]
  • 38.Dowie R., Mistry H., Young T.A., Weatherburn G.C., Gardiner H.M., Rigby M., Rowlinson G.V., Franklin R.C. Telemedicine in pediatric and perinatal cardiology: Economic evaluation of a service in English hospitals. Int. J. Technol. Assess. Health Care. 2007;23:116–125. doi: 10.1017/S0266462307051653. [DOI] [PubMed] [Google Scholar]
  • 39.Yang Y., Islam S.U., Noor A., Khan S., Afsar W., Nazir S. Influential Usage of Big Data and Artificial Intelligence in Healthcare. Comput. Math. Methods Med. 2021;2021:5812499. doi: 10.1155/2021/5812499. [DOI] [PMC free article] [PubMed] [Google Scholar] [Retracted]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

The data presented in this study are available upon request from the corresponding author.


Articles from International Journal of Environmental Research and Public Health are provided here courtesy of Multidisciplinary Digital Publishing Institute (MDPI)

RESOURCES