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Voon NS, Manan HA, Yahya N. Remote assessment of cognition and quality of life following radiotherapy for nasopharyngeal carcinoma: deep-learning-based predictive models and MRI correlates. J Cancer Surviv 2024; 18:1297-1308. [PMID: 37010777 PMCID: PMC10069366 DOI: 10.1007/s11764-023-01371-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 03/22/2023] [Indexed: 04/04/2023]
Abstract
PURPOSE Irradiation of the brain regions from nasopharyngeal carcinoma (NPC) radiotherapy (RT) is frequently unavoidable, which may result in radiation-induced cognitive deficit. Using deep learning (DL), the study aims to develop prediction models in predicting compromised cognition in patients following NPC RT using remote assessments and determine their relation to the quality of life (QoL) and MRI changes. METHODS Seventy patients (20-76 aged) with MRI imaging (pre- and post-RT (6 months-1 year)) and complete cognitive assessments were recruited. Hippocampus, temporal lobes (TLs), and cerebellum were delineated and dosimetry parameters were extracted. Assessments were given post-RT via telephone (Telephone Interview Cognitive Status (TICS), Telephone Montreal Cognitive Assessment (T-MoCA), Telephone Mini Addenbrooke's Cognitive Examination (Tele-MACE), and QLQ-H&N 43). Regression and deep neural network (DNN) models were used to predict post-RT cognition using anatomical and treatment dose features. RESULTS Remote cognitive assessments were inter-correlated (r > 0.9). TLs showed significance in pre- and post-RT volume differences and cognitive deficits, that are correlated with RT-associated volume atrophy and dose distribution. Good classification accuracy based on DNN area under receiver operating curve (AUROC) for cognitive prediction (T-MoCA AUROC = 0.878, TICS AUROC = 0.89, Tele-MACE AUROC = 0.919). CONCLUSION DL-based prediction models assessed using remote assessments can assist in predicting cognitive deficit following NPC RT. Comparable results of remote assessments in assessing cognition suggest its possibility in replacing standard assessments. IMPLICATIONS FOR CANCER SURVIVORS Application of prediction models in individual patient enables tailored interventions to be provided in managing cognitive changes following NPC RT.
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Affiliation(s)
- Noor Shatirah Voon
- Diagnostic Imaging and Radiotherapy, Centre for Diagnostic, Therapeutic and Investigative Sciences (CODTIS), Faculty of Health Sciences, National University of Malaysia, Jalan Raja Muda Aziz, 50300, Kuala Lumpur, Malaysia
- National Cancer Institute, Ministry of Health, Jalan P7, Presint 7, 62250, Putrajaya, Malaysia
| | - Hanani Abdul Manan
- Functional Image Processing Laboratory, Department of Radiology, Universiti Kebangsaan Malaysia Medical Centre, Cheras, 56000, Kuala Lumpur, Malaysia
| | - Noorazrul Yahya
- Diagnostic Imaging and Radiotherapy, Centre for Diagnostic, Therapeutic and Investigative Sciences (CODTIS), Faculty of Health Sciences, National University of Malaysia, Jalan Raja Muda Aziz, 50300, Kuala Lumpur, Malaysia.
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Scheerman JFM, Qari AH, Varenne B, Bijwaard H, Swinckels L, Giraudeau N, van Meijel B, Mariño R. A Systematic Umbrella Review of the Effects of Teledentistry on Costs and Oral-Health Outcomes. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2024; 21:407. [PMID: 38673320 PMCID: PMC11050059 DOI: 10.3390/ijerph21040407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 03/19/2024] [Accepted: 03/20/2024] [Indexed: 04/28/2024]
Abstract
Teledentistry offers possibilities for improving efficiency and quality of care and supporting cost-effective healthcare systems. This umbrella review aims to synthesize existing systematic reviews on teledentistry and provide a summary of evidence of its clinical- and cost-effectiveness. A comprehensive search strategy involving various teledentistry-related terms, across seven databases, was conducted. Articles published until 24 April 2023 were considered. Two researchers independently reviewed titles, abstracts and full-text articles. The quality of the included reviews was critically appraised with the AMSTAR-2 checklist. Out of 749 studies identified, 10 were included in this umbrella review. Two reviews focusing on oral-health outcomes revealed that, despite positive findings, there is not yet enough evidence for the long-term clinical effectiveness of teledentistry. Ten reviews reported on economic evaluations or costs, indicating that teledentistry is cost-saving. However, these conclusions were based on assumptions due to insufficient evidence on cost-effectiveness. The main limitation of our umbrella review was the critically low quality of the included reviews according to AMSTAR-2 criteria, with many of these reviews basing their conclusions on low-quality studies. This highlights the need for high-quality experimental studies (e.g., RCTs, factorial designs, stepped-wedge designs, SMARTs and MRTs) to assess teledentistry's clinical- and cost-effectiveness.
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Affiliation(s)
- Janneke F. M. Scheerman
- Oral Hygiene, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 1081 LA Amsterdam, The Netherlands
- Medical Technology Research Group, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 2015 CE Haarlem, The Netherlands
- Mental Health Nursing Research Group, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 2015 CE Haarlem, The Netherlands
| | - Alaa H. Qari
- College of Dental Medicine, Umm Al-Qura University, Makkah 24381, Saudi Arabia
| | - Benoit Varenne
- Oral Health Programme, Department of Noncommunicable Diseases, Rehabilitation and Disability (NCD), World Health Organization, 1202 Geneva, Switzerland;
| | - Harmen Bijwaard
- Medical Technology Research Group, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 2015 CE Haarlem, The Netherlands
- Centre for Safety, National Institute for Public Health and the Environment (RIVM), 3720 BA Bilthoven, The Netherlands
| | - Laura Swinckels
- Oral Hygiene, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 1081 LA Amsterdam, The Netherlands
- Medical Technology Research Group, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 2015 CE Haarlem, The Netherlands
- Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam, 1081 LA Amsterdam, The Netherlands
| | | | - Berno van Meijel
- Mental Health Nursing Research Group, Cluster Health, Sport and Welfare, Inholland University of Applied Sciences, 2015 CE Haarlem, The Netherlands
- Department of Psychiatry, Amsterdam University Medical Centre (UMC) and Amsterdam Public Health Research Institute, 1081 HV Amsterdam, The Netherlands
- Parnassia Psychiatric Institute, Parnassia Academy, 2552 DH The Hague, The Netherlands
| | - Rodrigo Mariño
- Center for Research in Epidemiology, Economics and Oral Public Health (CIEESPO), Faculty of Dentistry, Universidad de La Frontera, Temuco 01145, Chile
- Melbourne Dental School, University of Melbourne, Melbourne, VIC 3052, Australia
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Rosenberg T, Kirkegaard J, Tveden MG, Hyldig N, Dieperink KB, Steffensen NH, Ulriksen SB, Lund T. Making decisions for follow-up chemotherapy based on digital patient reported outcomes data in patients with multiple myeloma and other M protein diseases - A mixed method study. Eur J Oncol Nurs 2024; 68:102455. [PMID: 37984313 DOI: 10.1016/j.ejon.2023.102455] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 10/19/2023] [Accepted: 10/27/2023] [Indexed: 11/22/2023]
Abstract
OBJECTIVES To test if Patient Reported Outcomes (PRO) data can replace physical on-site consultation in determining if patients with multiple myeloma, AL amyloidosis, or plasma cell leukemia are ready for their next bortezomib treatment without dose reduction. METHODS We developed an online questionnaire addressing common side effects to bortezomib and an algorithm stratifying patients according to their responses and asked them to complete the questionnaire the day before attending the clinic. Applying a mixed-method study design of PRO data, time registrations, and interviews with patients and healthcare professionals, we tested the usability of electronic PRO data forming the basis of decision-making on whether patients are physically fit for the next treatment with an unchanged dose. RESULTS The questionnaire and the associated algorithm were able to identify patients who were physically fit for treatment without need for further consultation, with a positive predictive value of 98 %. The method proved to be feasible for all groups of patients regardless of age and educational level. Patients and healthcare professionals found the online questionnaire to be advantageous and flexible. CONCLUSION The use of PRO data to evaluate patients prior to bortezomib treatment is safe and feasible. Patients prefer to report their side effects themselves as it provides them with more freedom during their treatment.
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Affiliation(s)
- Tine Rosenberg
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark; Department of Clinical Research, University of Southern Denmark, J.B. Winsløws Vej 19.3, DK-5000, Odense C, Denmark.
| | - Jannie Kirkegaard
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark
| | - Michael Gundesen Tveden
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark; Department of Clinical Research, University of Southern Denmark, J.B. Winsløws Vej 19.3, DK-5000, Odense C, Denmark
| | - Nana Hyldig
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark; Research Unit of Oncology, The Academy of Geriatric Cancer Research (www.agecare.org) Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark
| | - Karin Brochstedt Dieperink
- Research Unit of Oncology, The Academy of Geriatric Cancer Research (www.agecare.org) Odense University Hospital, Sdr. Boulevard 29, 5000, Odense C, Denmark; Department of Clinical Research, University of Southern Denmark, J.B. Winsløws Vej 19.3, DK-5000, Odense C, Denmark
| | - Nanna Hanneberg Steffensen
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark
| | - Stine Brøgger Ulriksen
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark
| | - Thomas Lund
- Department of Hematology, Odense University Hospital, Kloevervaenget 10, 12th Floor, 5000, Odense C, Denmark; Department of Clinical Research, University of Southern Denmark, J.B. Winsløws Vej 19.3, DK-5000, Odense C, Denmark
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Ning Y, Dong Z, Jia Z, Zhao W, Ding Y, Wang Q, Zhu R, Han S. Development of mobile health-based interventions to promote physical activity in patients with head and neck cancer: a qualitative study. Front Public Health 2023; 11:1260804. [PMID: 38074711 PMCID: PMC10703461 DOI: 10.3389/fpubh.2023.1260804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Accepted: 11/06/2023] [Indexed: 12/18/2023] Open
Abstract
Background Despite the well-grounded benefits of physical activity (PA), poor compliance with the PA guidelines has been reported among head and neck cancer (HNC) patients. Mobile health (mHealth)-based interventions can help cancer survivors increase their PA levels and increase the reach or efficiency of rehabilitation services. However, there is limited knowledge about the needs and perceptions of HNC patients regarding these interventions. This study explored the perceptions and needs of HNC patients regarding mHealth-based PA programs before developing such interventions to ensure their improved effectiveness. Study design A constructivist qualitative study. Methods We purposively selected 17 adult HNC patients aged 40-80 years to determine their needs and perceptions of future mHealth-based PA programs. Semi-structured face-to-face interviews were conducted, and the data were analyzed via thematic analysis. The report followed the Consolidated Criteria for Qualitative Research Reports guidelines. Results Four themes were analyzed from the interview transcripts regarding the needs and perceptions of mHealth-based PA programs: (1) functionality needs; (2) system usage requirements; (3) social support; and (4) perceived barriers and facilitators. HNC patients expect highly customized and specialized mHealth interventions that consider individual factors, address their concerns about security, network, and cost, and prefer improved comfort. Moreover, they expect to receive support from their healthcare providers, families, and peers. Conclusion The study provides pragmatic ready-to-use recommendations to design interventions for inactive HNC patients to achieve the recommended PA levels. Future mHealth interventions should be tailored according to the needs of the HNC patients by utilizing perceived facilitators and removing perceived barriers to help them engage in PA actively.
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Affiliation(s)
- Yan Ning
- School of Nursing, Shanxi Medical University, Taiyuan, China
| | - Zhen Dong
- Department of Otolaryngology Head and Neck Surgery, First Hospital of Shanxi Medical University, Taiyuan, China
| | - Zehuan Jia
- School of Nursing, Shanxi Medical University, Taiyuan, China
| | - Wenting Zhao
- School of Nursing, Shanxi Medical University, Taiyuan, China
| | - Yongxia Ding
- School of Nursing, Shanxi Medical University, Taiyuan, China
- Shanxi Key Laboratory of Otolaryngology, Head and Neck Cancer, Taiyuan, China
| | - Qian Wang
- School of Nursing, Shanxi Medical University, Taiyuan, China
| | - Ruifang Zhu
- School of Nursing, Shanxi Medical University, Taiyuan, China
- Editorial Department, First Hospital of Shanxi Medical University, Taiyuan, China
| | - Shifan Han
- School of Nursing, Shanxi Medical University, Taiyuan, China
- Editorial Department, First Hospital of Shanxi Medical University, Taiyuan, China
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Nguyen A, Eschiti V, Bui TC, Nagykaldi Z, Dwyer K. Mobile Health Interventions to Improve Health Behaviors and Healthcare Services among Vietnamese Individuals: A Systematic Review. Healthcare (Basel) 2023; 11:1225. [PMID: 37174767 PMCID: PMC10178109 DOI: 10.3390/healthcare11091225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 04/14/2023] [Accepted: 04/22/2023] [Indexed: 05/15/2023] Open
Abstract
The purpose of this review is to summarize the feasibility, acceptability, and efficacy of interventions that utilize mobile health (mHealth) technology to promote health behavior changes or improve healthcare services among the Vietnamese population. Ovid MEDLINE, CINAHL, EMBASE, Scopus, and Web of Science were used to identify studies published from 2011-2022. Studies utilizing mHealth to promote behavior change and/or improve healthcare services among Vietnamese were included. Studies that included Vietnamese people among other Asians but did not analyze the Vietnamese group separately were excluded. Three independent researchers extracted data using Covidence following PRISMA guidelines. Measures of feasibility, acceptability, and efficacy were synthesized. The ROBINS-I and RoB2 tools were used to evaluate methodological quality. Fourteen articles met inclusion criteria and included 5660 participants. Participants rated high satisfaction, usefulness, and efficacy of mHealth interventions. Short message service was most frequently used to provide health education, support smoking cessation, monitor chronic diseases, provide follow-up, and manage vaccination. Measures of feasibility, acceptability, and efficacy varied across studies; overall findings indicated that mHealth is promising for promoting lifestyle behavior change and improving healthcare services. Cost effectiveness and long-term outcomes of mHealth interventions among the Vietnamese population are unknown and merit further research. Recommendations to integrate mHealth interventions are provided to promote the health of Vietnamese people.
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Affiliation(s)
- Anna Nguyen
- Fran and Earl Ziegler College of Nursing, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73117, USA
| | - Valerie Eschiti
- Fran and Earl Ziegler College of Nursing, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73117, USA
| | - Thanh C. Bui
- Department of Family and Preventive Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73117, USA
- TSET Health Promotion Research Center, Stephenson Cancer Center, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73104, USA
| | - Zsolt Nagykaldi
- Department of Family and Preventive Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73117, USA
| | - Kathleen Dwyer
- Fran and Earl Ziegler College of Nursing, University of Oklahoma Health Sciences Center, Oklahoma City, OK 73117, USA
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Caminiti C, Annunziata MA, Di Giulio P, Isa L, Mosconi P, Nanni MG, Piredda M, Verusio C, Diodati F, Maglietta G, Passalacqua R. Psychosocial Impact of Virtual Cancer Care through Technology: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. Cancers (Basel) 2023; 15:cancers15072090. [PMID: 37046750 PMCID: PMC10093026 DOI: 10.3390/cancers15072090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 03/10/2023] [Accepted: 03/28/2023] [Indexed: 04/03/2023] Open
Abstract
This meta-analysis of RCTs aimed to determine whether replacing face-to-face hospital care with telemedicine deteriorates psychosocial outcomes of adult cancer patients, in terms of quality of life (QoL), anxiety, distress, and depression. RCTs on interventions aimed at improving patient psychosocial outcomes were excluded. MEDLINE, EmBASE, and PsycInfo were searched on 13 May 2022 without language or date restrictions. In total, 1400 records were identified and 8 RCTs included (4434 subjects). Study methodological quality was moderate. Statistically significant improvements were observed in favor of the intervention for QoL (SMD = 0.22, 95% CI 0.01 to 0.43, p = 0.04), anxiety (SMD = −0.17, 95% CI −0.30 to −0.04, p < 0.01), and global distress (SMD = −0.38, 95% CI −0.51 to −0.25, p < 0.01). A meta-analysis on depression could not be performed. In subgroup analyses, the intervention appeared to be more beneficial for patients receiving active treatment vs. follow-up, for “other cancer types” vs. breast cancer, and for “other modes of administration” vs. telephone. Given the many potential advantages of being assisted at home, telemedicine appears to be a viable option in oncology. However, more research is necessary to determine the types of patients who may benefit the most from these alternative care modalities.
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Affiliation(s)
- Caterina Caminiti
- Clinical and Epidemiological Research Unit, University Hospital of Parma, 43126 Parma, Italy
| | | | - Paola Di Giulio
- Department of Public Health and Pediatrics, University of Turin, 10124 Torino, Italy
| | - Luciano Isa
- Division of Oncology, Hospital of Melegnano, 20064 Gorgonzola, Italy
| | - Paola Mosconi
- Laboratory for Medical Research and Consumer Involvement, Department of Public Health, Istituto Di Ricerche Farmacologiche Mario Negri IRCCS, 20156 Milan, Italy
| | - Maria Giulia Nanni
- Department of Neuroscience and Rehabilitation, Institute of Psychiatry, University of Ferrara, 44121 Ferrara, Italy
| | - Michela Piredda
- Research Unit of Nursing Sciences, Campus Bio-Medico University of Rome, 00128 Rome, Italy
| | - Claudio Verusio
- Department of Medical Oncology, Presidio Ospedaliero di Saronno, ASST Valle Olona, 21047 Saronno, Italy
| | - Francesca Diodati
- Clinical and Epidemiological Research Unit, University Hospital of Parma, 43126 Parma, Italy
| | - Giuseppe Maglietta
- Clinical and Epidemiological Research Unit, University Hospital of Parma, 43126 Parma, Italy
| | - Rodolfo Passalacqua
- Medical Oncology Division, Department of Oncology, ASST of Cremona, 26100 Cremona, Italy
- Correspondence: ; Tel.: +39-0372-405237
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