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Fu W, Li R. Diagnostic performance of a wearing dynamic ECG recorder for atrial fibrillation screening: the HUAMI heart study. BMC Cardiovasc Disord 2021; 21:558. [PMID: 34800984 PMCID: PMC8606080 DOI: 10.1186/s12872-021-02363-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2020] [Accepted: 11/03/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Atrial fibrillation (AF) is the most prevalent cardiac dysrhythmia with high morbidity and mortality rate. Evidence shows that in every three patients with AF, one is asymptomatic. The asymptomatic and paroxysmal nature of AF is the reason for unsatisfactory and delayed detection using traditional instruments. Research indicates that wearing a dynamic electrocardiogram (ECG) recorder can guide accurate and safe analysis, interpretation, and distinction of AF from normal sinus rhythm. This is also achievable in an upright position and after exercises, assisted by an artificial intelligence (AI) algorithm. METHODS This study enrolled 114 participants from the outpatient registry of our institution from June 24, 2020 to July 24, 2020. Participants were tested with a wearable dynamic ECG recorder and 12-lead ECG in a supine, an upright position and after exercises for 60 s. RESULTS Of the 114 subjects enrolled in the study, 61 had normal sinus rhythm and 53 had AF. The number of cases that could not be determined by the wristband of dynamic ECG recorder was two, one and one respectively. Case results that were not clinically objective were defined as false-negative or false-positive. Results for diagnostic accuracy, sensitivity, and specificity tested by wearable dynamic ECG recorders in a supine position were 94.74% (95% CI% 88.76-97.80%), 88.68% (95% CI 77.06-95.07%), and 100% (95% CI 92.91-100%), respectively. Meanwhile, the diagnostic accuracy, sensitivity and specificity in an upright position were 97.37% (95% CI 92.21-99.44%), 94.34% (95% CI 84.03-98.65%), and 100% (95% CI 92.91-100%), respectively. Similar results as those of the upright position were obtained after exercise. CONCLUSION The widely accessible wearable dynamic ECG recorder integrated with an AI algorithm can efficiently detect AF in different postures and after exercises. As such, this tool holds great promise as a useful and user-friendly screening method for timely AF diagnosis in at-risk individuals.
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Affiliation(s)
- Wenxia Fu
- Department of Cardiac Function, Shanghai Chest Hospital, Shanghai Jiao Tong University, 241 Huaihai West Rd, Xuhui District, 200030, Shanghai, China
| | - Ruogu Li
- Department of Cardiac Function, Shanghai Chest Hospital, Shanghai Jiao Tong University, 241 Huaihai West Rd, Xuhui District, 200030, Shanghai, China.
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Polidori MC, Alves M, Bahat G, Boureau AS, Ozkok S, Pfister R, Pilotto A, Veronese N, Bo M. Atrial fibrillation: a geriatric perspective on the 2020 ESC guidelines. Eur Geriatr Med 2021; 13:5-18. [PMID: 34727362 PMCID: PMC8562074 DOI: 10.1007/s41999-021-00537-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 07/03/2021] [Indexed: 12/29/2022]
Abstract
BACKGROUND The Task Force for the diagnosis and management of atrial fibrillation (AF) of the European Society of Cardiology (ESC) published in 2020 the updated Guidelines for the Diagnosis and Management of Atrial Fibrillation with the contribution of the European Heart Rhythm Association (EHRA) of the ESC and the European Association for Cardiothoracic Surgery (EACTS). METHODS AND RESULTS In this narrative viewpoint, we approach AF from the perspective of aging medicine and try to provide the readers with information usually neglected in clinical routine, mainly due to the fact that while the large majority of AF patients in real life are older, frail and cognitively impaired, these are mostly excluded from clinical trials, and physicians' attitudes often prevail over standardized algorithms. CONCLUSIONS On the basis of existing evidence, (1) opportunistic AF screening by pulse palpation or ECG rhythm strip is cost-effective, and (2) whereas advanced chronological age by itself is not a contraindication to AF treatment, a Comprehensive Geriatric Assessment (CGA) including frailty, cognitive impairment, falls and bleeding risk may assist in clinical decision making to provide the best individualized treatment.
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Affiliation(s)
- M Cristina Polidori
- Ageing Clinical Research, Department II of Internal Medicine and Center for Molecular Medicine Cologne, University of Cologne, Faculty of Medicine and University Hospital Cologne, Kerpener Str. 62, 50937, Cologne, Germany. .,Cologne Excellence Cluster On Cellular Stress-Responses in Aging-Associated Diseases (CECAD), University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany.
| | - Mariana Alves
- Serviço de Medicina III, Hospital Pulido Valente, CHULN, Lisbon, Portugal.,Laboratory of Clinical Pharmacology and Therapeutics, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal.,Instituto de Medicina Molecular, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Gulistan Bahat
- Department of Internal Medicine, Division of Geriatrics, Istanbul Medical School, Istanbul University, Capa, 34390, Istanbul, Turkey
| | - Anne Sophie Boureau
- Department of Geriatrics, CHU Nantes and Université de Nantes, CNRS, INSERM, l'Institut du Thorax, 44000, Nantes, France
| | - Serdar Ozkok
- Department of Internal Medicine, Division of Geriatrics, Istanbul Medical School, Istanbul University, Capa, 34390, Istanbul, Turkey
| | - Roman Pfister
- Department of Cardiology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Alberto Pilotto
- Department of Geriatric Care, Orthogeriatrics and Rehabilitation, Galliera Hospital, Genoa, Italy.,Department of Interdisciplinary Medicine, University of Bari, Bari, Italy
| | - Nicola Veronese
- Geriatric Unit, Department of Internal Medicine and Geriatrics, University of Palermo, Palermo, Italy
| | - Mario Bo
- Section of Geriatrics, Department of Medical Sciences, University of Turin, A.O.U. Città della Salute e della Scienza, Molinette, Corso Bramante 88, 10126, Turin, Italy
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Voelliger CM, VanderZwan KJ, Coyne EP, Hu Y, Shammas NW, Lisius K, King M, Lemke JH. Education of Self-Radial Pulse Palpation and Atrial Fibrillation Signs and Symptoms. J Community Health Nurs 2021; 38:193-199. [PMID: 34148433 DOI: 10.1080/07370016.2021.1932973] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The purpose of this evidence-based education initiative was to increase A Fib detection in a cardiovascular diseased population in which participants were taught radial pulse palpation and signs/symptoms of A Fib. Participants were evaluated after initial education on performance of radial pulse palpation and teach back of signs/symptoms of the arrhythmia and again at three weeks on adherence to daily self-screening and recall of signs/symptoms of A Fib. Post initial education, 88% of eligible participants learned pulse-palpation and 93% could verbalize at minimum one sign/symptom. After three weeks, 94.7% reported daily self-screening, but only 44.7% could verbalize at minimum one sign/symptom. This indicated that participants were continuing to self-screen, but in need of booster education sessions. Educating individuals on self-screening and signs/symptoms of A Fib is clinically feasible.
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Affiliation(s)
| | | | | | - Yuhning Hu
- Cardiovascular Medicine P.C., Davenport, Iowa, USA
| | | | - Kelsey Lisius
- University of Illinois at Chicago College of Nursing, Chicago, Illinois, USA
| | - Maripat King
- University of Illinois at Chicago College of Nursing, Chicago, Illinois, USA
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Igarashi Y, Nochioka K, Sakata Y, Tamai T, Ohkouchi S, Irokawa T, Ogawa H, Hayashi H, Fujihashi T, Yamanaka S, Shiroto T, Miyata S, Hata J, Yamada S, Ninomiya T, Yasuda S, Kurosawa H, Shimokawa H. Risk prediction for new-onset atrial fibrillation using the Minnesota code electrocardiography classification system. Int J Cardiol Heart Vasc 2021; 34:100762. [PMID: 33889712 PMCID: PMC8050367 DOI: 10.1016/j.ijcha.2021.100762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Revised: 03/06/2021] [Accepted: 03/14/2021] [Indexed: 11/28/2022]
Abstract
Background Few risk models are available to predict future onset of atrial fibrillation (AF) in workers. We aimed to develop risk prediction models for new-onset AF, using annual health checkup (HC) data with electrocardiogram findings. Methods and Results We retrospectively included 56,288 factory or office workers (mean age = 51.5 years, 33.0% women) who underwent a HC at a medical center and fulfilled the following criteria; age ≥ 40 years, no history of AF, and greater than 1 annual follow-up HC in 2013–2016. Using Cox models with the Akaike information criterion, we developed and compared prediction models for new-onset AF with and without the Minnesota code information. We externally validated the discrimination accuracy of the models in a general Japanese population cohort, the Hisayama cohort. During the median 3.0-year follow-up, 209 (0.37%) workers developed AF. Age, sex, waist circumference, blood pressure, LDL cholesterol, and γ-GTP were associated with new-onset of AF. Using the Minnesota code information, the AUC significantly improved from 0.82 to 0.84 in the derivation cohort and numerically improved from 0.78 to 0.79 in the validation cohort, and from 0.77 to 0.79 in the Hisayama cohort. The NRI and IDI significantly improved in all and male subjects in both the derivation and validation cohorts, and in female subjects in both the validation and the Hisayama cohorts. Conclusions We developed useful risk model with Minnesota code information for predicting new-onset AF from large worker population validated in the original and external cohorts, although study interpretation is limited by small improvement of AUC.
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Affiliation(s)
- Yu Igarashi
- Department of Occupational Health, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Kotaro Nochioka
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Yasuhiko Sakata
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Tokiwa Tamai
- Department of Occupational Health, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Shinya Ohkouchi
- Department of Occupational Health, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Toshiya Irokawa
- Department of Occupational Health, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hiromasa Ogawa
- Department of Occupational Health, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hideka Hayashi
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Takahide Fujihashi
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Shinsuke Yamanaka
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Takashi Shiroto
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Satoshi Miyata
- Department of Evidence-based Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Jun Hata
- Kyushu University Graduate School of Medicine, Fukuoka, Japan
| | - Shogo Yamada
- Morinomiyako Occupational Health Center, Sendai, Japan
| | | | - Satoshi Yasuda
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hajime Kurosawa
- Department of Occupational Health, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hiroaki Shimokawa
- Department of Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan.,Department of Evidence-based Cardiovascular Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
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Sedney C, Abu HO, Trymbulak K, Mehawej J, Wang Z, Waring ME, Saczynski J, McManus DD. Sociodemographic, behavioral, and clinical factors associated with low atrial fibrillation knowledge among older adults with atrial fibrillation: The SAGE-AF study. Patient Educ Couns 2021; 104:194-200. [PMID: 32690396 PMCID: PMC7749812 DOI: 10.1016/j.pec.2020.07.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 07/08/2020] [Accepted: 07/10/2020] [Indexed: 05/07/2023]
Abstract
BACKGROUND Management of AF requires patient engagement in disease management which requires adequate knowledge about AF. OBJECTIVE To identify the patient characteristics associated with low AF knowledge among older adults with AF. METHODS The SAGE-AF cohort enrolled adults aged ≥65 diagnosed with AF in 2016-2018. Patient characteristics associated with low AF knowledge (<6/8 JAKQ items correct) were examined using multivariable adjusted logistic regression models. RESULTS Participants (N = 950) were on average 74 years old (SD: 6.7), 50 % female, and 87 % non-Hispanic white. The average JAKQ score was 68.7 (SD: 17.1), and 78 % had low AF knowledge. Participants aged ≥ 75 (OR: 1.55, 95 % CI: 1.03, 2.33), without a college degree (OR: 0.46, 95 % CI: 0.32, 0.65), cognitively impaired (OR: 1.72, 95 % CI: 1.15, 2.58), with a history of anxiety (OR: 1.76, 95 % CI: 1.09, 2.83), myocardial infarction (OR: 1.82, 95 % CI: 1.08, 3.07), and heart failure (OR: 1.84, 95 % CI: 1.16, 2.91) were more likely to have low AF knowledge. PRACTICE IMPLICATIONS Characteristics available in the electronic medical record may identify patients at risk for low AF knowledge. Formal assessment of AF knowledge may identify areas of weakness and allow for targeted education.
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Affiliation(s)
- Colleen Sedney
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester MA, United States.
| | - Hawa O Abu
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester MA, United States
| | - Katherine Trymbulak
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester MA, United States
| | - Jordy Mehawej
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester MA, United States
| | - Ziyue Wang
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester MA, United States
| | - Molly E Waring
- Department of Allied Health Sciences, University of Connecticut, Storrs CT, United States
| | - Jane Saczynski
- Department of Pharmacy and Health Systems Sciences, School of Pharmacy, Northeastern University, Boston MA, United States
| | - David D McManus
- Division of Cardiovascular Medicine, Department of Medicine, University of Massachusetts Medical School, Worcester MA, United States
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Jobst S, Leppla L, Köberich S. A self-management support intervention for patients with atrial fibrillation: a randomized controlled pilot trial. Pilot Feasibility Stud 2020; 6:87. [PMID: 32566244 PMCID: PMC7301515 DOI: 10.1186/s40814-020-00624-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Accepted: 05/25/2020] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Atrial fibrillation (AF) is the most common arrhythmia worldwide. Despite effective treatment, it is characterized by frequent recurrences. Optimal therapeutic management of AF requires active participation and self-management from patients. Two major components of self-management are self-monitoring and sign-and-symptom management. Pulse self-palpation (PSP) is a method of self-monitoring; however, not all AF patients are capable of successfully performing PSP. Due to a lack of interventions on this topic, a nurse-led intervention for patients with AF (PSPAF intervention) was developed to foster self-monitoring and to enhance self-management through PSP. The purpose of this pilot study was to test the acceptability, feasibility, and potential effects of this intervention on the capability of patients' PSP and sign-and-symptom management. Moreover, we aimed at gathering data on the feasibility of applied research methods to aid in the design of future studies. METHODS The pilot trial involved 20 adult patients with AF, randomized to an intervention or usual care group. At baseline and during a home visit 3-5 weeks later, we collected data using questionnaires, checklists, field notes, a mobile ECG device, and a diary. Acceptability and feasibility measures were validated through predefined cut-off points. Effect size estimates were expressed as relative risks (RR) and the number needed to treat (NNT). RESULTS The PSPAF intervention seemed feasible, but only partly acceptable. There were limitations in terms of potential effectiveness, suitability, addressing participants' willingness to implement its content in daily life, and adherence. Estimations of effect sizes suggest a large effect of the intervention on patients' PSP capability (RR = 6.0; 95% CI = [0.83, 43.3]; NNT = 2.4), but almost no effect on sign-and-symptom management (RR = 1.5; 95% CI = [0.7, 3.1]; NNT = 4.0). The feasibility of applied research methods showed minor limitations on recruitment and participant burden. CONCLUSIONS Despite some limitations, the intervention seemed to be applicable and promising. Taking into account the suggestions and amendments we have made, we recommend conducting a full-scale trial to examine the efficacy of the PSPAF intervention. TRIAL REGISTRATION This pilot study was registered in the German Clinical Trials Register at September 4, 2017 (Main ID: DRKS00012808).
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Affiliation(s)
- Stefan Jobst
- Faculty of Medicine, Institute of Nursing Science, University of Freiburg, Fehrenbachallee 8, D-79106 Freiburg, Germany
| | - Lynn Leppla
- Institute of Nursing Science, University of Basel, Bernoullistrasse 28, CH-4056 Basel, Switzerland
| | - Stefan Köberich
- Pflegedirektion, Heart Center University of Freiburg, Hugstetter Straße 55, D-79106 Freiburg, Germany
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Ghazal F, Theobald H, Rosenqvist M, Al-Khalili F. Validity of daily self-pulse palpation for atrial fibrillation screening in patients 65 years and older: A cross-sectional study. PLoS Med 2020; 17:e1003063. [PMID: 32231369 PMCID: PMC7108684 DOI: 10.1371/journal.pmed.1003063] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Accepted: 02/21/2020] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND The European Society of Cardiology guidelines recommend (Class IA) single-time-point screening for atrial fibrillation (AF) using pulse palpation. The role of pulse palpation for AF detection has not been validated against electrocardiogram (ECG) recordings. We aimed to study the validity of AF screening using self-pulse palpation compared with an ECG recording conducted at the same time using a handheld ECG 3 times a day for 2 weeks. METHODS AND FINDINGS In this cross-sectional screening study, patients 65 years of age and older attending 4 primary care centers (PCCs) outside Stockholm County were invited to take part in AF screening from July 2017 to December 2018. Patients were included irrespective of their reason for visiting the PCC. Handheld intermittent ECGs 3 times per day were offered to patients without AF for a period of 2 weeks, and patients were instructed in how to take their own pulse at the same time. A total of 1,010 patients (mean age 73 years, 61% female, with an average CHA2DS2-VASc score 2.9) participated in the study, and 27 (2.7%, 95% CI 1.8%-3.9%) new cases of AF were detected. Anticoagulants (ACs) could be initiated in 26 (96%, 95% CI 81%-100%) of these cases. A total of 53,782 simultaneous ECG recordings and pulse measurements were registered. AF was verified in 311 ECG recordings, of which the pulse was palpated as irregular in 77 recordings (25%, 95% CI 20%-30% sensitivity per measurement occasion). Of the 27 AF cases, 15 cases felt an irregular pulse on at least one occasion (56%, 95% CI 35%-75% sensitivity per individual). 187 individuals without AF felt an irregular pulse on at least one occasion. The specificity per measurement occasion and per individual was (98%, 95% CI 98%-98%) and (81%, 95% CI 78%-83%), respectively. CONCLUSIONS AF screening using self-pulse palpation 3 times daily for 2 weeks has lower sensitivity compared with simultaneous intermittent ECG. Thus, it may be better to screen for AF using intermittent ECG without stepwise screening using pulse palpation. A limitation of this model could be the reduced availability of handheld ECG recorders in primary care centers.
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Affiliation(s)
- Faris Ghazal
- Department of Clinical Sciences, Danderyd University Hospital, Karolinska Institutet, Stockholm, Sweden
| | - Holger Theobald
- Department of Neurobiology, Care Sciences and Society, Division of Family Medicine and Primary Care, Karolinska Institutet, Stockholm, Sweden
| | - Mårten Rosenqvist
- Department of Clinical Sciences, Danderyd University Hospital, Karolinska Institutet, Stockholm, Sweden
| | - Faris Al-Khalili
- Department of Clinical Sciences, Danderyd University Hospital, Karolinska Institutet, Stockholm, Sweden
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Ogawa M, Satomi-Kobayashi S, Yoshida N, Tsuboi Y, Komaki K, Wakida K, Gotake Y, Izawa KP, Sakai Y, Okada K. Effects of acute-phase multidisciplinary rehabilitation on unplanned readmissions after cardiac surgery. J Thorac Cardiovasc Surg 2019; 161:1853-1860.e2. [PMID: 31955934 DOI: 10.1016/j.jtcvs.2019.11.069] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 09/21/2019] [Accepted: 11/23/2019] [Indexed: 01/07/2023]
Abstract
OBJECTIVES The provision of inpatient programs that reduce the incidence of readmission after cardiac surgery remains challenging. Investigators have focused on multidisciplinary cardiac rehabilitation (CR) because it reduces the postoperative readmission rate; however, most previous studies used outpatient models (phase II CR). We retrospectively investigated the effect of comprehensive multidisciplinary interventions in the acute inpatient phase (phase I CR) on unplanned hospital readmission. METHODS In a retrospective cohort study, we compared consecutive patients after cardiac surgery. We divided them into the multidisciplinary CR (multi-CR) group or conventional exercise-based CR (conv-CR) group according to their postoperative intervention during phase I CR. Multi-CR included psychological and educational intervention and individualized counseling in addition to conv-CR. The primary outcome was unplanned readmission rates between the groups. A propensity score-matching analysis was performed to minimize selection biases and the differences in clinical characteristics. RESULTS In our cohort (n = 341), 56 (18.3%) patients had unplanned readmission during the follow-up period (median, 419 days). Compared with the conv-CR group, the multi-CR group had a significantly lower unplanned readmission rate (multivariable regression analysis; hazard ratio, 0.520; 95% confidence interval, 0.28-0.95; P = .024). A Kaplan-Meier analysis of our propensity score-matched cohort showed that, compared with the conv-CR group, the multi-CR group had a significantly lower incidence of readmission (stratified log-rank test, P = .041). CONCLUSIONS In phase I, compared to conv-CR alone, multi-CR reduced the incidence of unplanned readmission. Early multidisciplinary CR can reduce hospitalizations and improve long-term prognosis after cardiac surgery.
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Affiliation(s)
- Masato Ogawa
- Division of Rehabilitation Medicine, Kobe University Hospital, Kobe, Japan; Department of Public Health, Kobe University Graduate School of Health Sciences, Kobe, Japan
| | - Seimi Satomi-Kobayashi
- Division of Cardiovascular Medicine, Department of Internal Medicine, Kobe University Graduate School of Medicine, Kobe, Japan.
| | - Naofumi Yoshida
- Division of Cardiovascular Medicine, Department of Internal Medicine, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Yasunori Tsuboi
- Division of Rehabilitation Medicine, Kobe University Hospital, Kobe, Japan
| | - Kodai Komaki
- Division of Rehabilitation Medicine, Kobe University Hospital, Kobe, Japan
| | - Kumiko Wakida
- Department of Nutrition, Kobe University Hospital, Kobe, Japan
| | - Yasuko Gotake
- Division of Cardiovascular Surgery, Department of Surgery, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Kazuhiro P Izawa
- Department of Public Health, Kobe University Graduate School of Health Sciences, Kobe, Japan
| | - Yoshitada Sakai
- Division of Rehabilitation Medicine, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Kenji Okada
- Division of Cardiovascular Surgery, Department of Surgery, Kobe University Graduate School of Medicine, Kobe, Japan
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Abstract
OBJECTIVE This study proposes an algorithm for the detection of atrial fibrillation (AF), designed to operate on extended photoplethysmographic (PPG) signals recorded using a wrist-worn device of own design. APPROACH Robustness against false alarms is achieved by means of signal quality assessment and different techniques for suppression of ectopic beats, bigeminy, and respiratory sinus arrhythmia. The decision logic is based on our previously proposed RR interval-based AF detector, but modified to account for differences between interbeat intervals in the ECG and the PPG. The detector is evaluated on simulated PPG signals as well as on clinical PPG signals recorded during cardiac rehabilitation after myocardial infarction. MAIN RESULTS Analysis of the clinical signals showed that 1.5 false alarms were on average produced per day with a sensitivity of 72.0% and a specificity of 99.7% when 89.2% of the database was available for analysis, whereas as many as 15 when the RR interval-based AF detector, boosted by accelerometer information for signal quality assessment, was used. However, a sensitivity of 97.2% and a specificity of 99.6% were achieved when increasing the demands on signal quality so that 50% was available for analysis. SIGNIFICANCE The proposed detector offers promising performance and is particularly well-suited for implementation in low-power wearable devices, e.g. wrist-worn devices, with significance in mass screening applications.
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Affiliation(s)
- Andrius Sološenko
- Biomedical Engineering Institute, Kaunas University of Technology, Kaunas, Lithuania
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