1
|
Tahmeed A, Cata JP, Gan TJ. Surgical Enhanced Recovery: Where Are We Now? Int Anesthesiol Clin 2025; 63:62-70. [PMID: 39865996 DOI: 10.1097/aia.0000000000000472] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Affiliation(s)
- Anika Tahmeed
- Department of Anesthesiology and Perioperative Medicine, MD Anderson Cancer Center, The University of Texas
| | - Juan P Cata
- Department of Anesthesiology and Perioperative Medicine, MD Anderson Cancer Center, The University of Texas
- Anesthesiology and Surgical Oncology Research Group, Houston, Texas
| | - Tong J Gan
- Department of Anesthesiology and Perioperative Medicine, MD Anderson Cancer Center, The University of Texas
| |
Collapse
|
2
|
Malik A, Elshazly T, Pokuri K, Apai C, Rothkrug A, Hasoon J, Chung M, Ye Z, Bhayani S, Kaye AD, Liu H, Lang M, Yong RJ, Donjow AR, Varrassi G, Robinson CL. Virtual Reality for Postoperative Pain Management: A Review of Current Evidence. Curr Pain Headache Rep 2024; 28:1307-1319. [PMID: 39470881 DOI: 10.1007/s11916-024-01308-5] [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] [Accepted: 10/18/2024] [Indexed: 11/01/2024]
Abstract
PURPOSE OF REVIEW With the ongoing opioid crisis, there is a continued need to develop multimodal pain management strategies inclusive of non-pharmacological treatments. Virtual reality (VR) offers a non-invasive treatment approach for the management of acute and chronic pain including postoperative pain. The aim of this review is to describe the use of VR and its effect on pain-related outcome measures compared to routine care in various types of surgical procedures. RECENT FINDINGS Severe postoperative pain is associated with an increased risk of medical complications and may lead to the development of chronic pain. VR-based interventions are a form of distraction therapy that attenuates pain perception and have been shown to reduce activity in central pain-processing regions. In patients undergoing cardiac surgery, VR may reduce postoperative pain and improve physiological parameters such as heart rate and blood pressure. VR technology was found to have a high satisfaction rate in patients undergoing laparoscopic abdominal surgeries. Three-dimensional (3D) VR interventions may be useful for postoperative pain control in patients undergoing head and neck surgery. VR technology has revealed mixed results for postoperative pain control following orthopedic procedures although it has beneficial effects on functional outcomes during postoperative rehabilitation. In the pediatric population, VR is notable for its applicability in postoperative pain control and anxiety. VR technology is a novel, non-pharmacologic adjunct in the management of postoperative pain. Current studies are limited regarding therapy adaptations for the elderly population. High-quality randomized controlled trials are needed to establish the clinical effectiveness of VR-based therapies in the postoperative setting.
Collapse
Affiliation(s)
- Aila Malik
- Department of Physical Medicine and Rehabilitation, The University of Texas Health Science Center at Houston, McGovern Medical School, 1333 Moursund Street, Houston, TX, 77030, USA.
| | - Tarek Elshazly
- Department of Anesthesiology, Case Western Reserve University, University Hospitals, Cleveland, OH, USA
| | - Krishna Pokuri
- Department of Anesthesiology and Perioperative Medicine, Tufts Medicine, Boston, MA, USA
| | - Carol Apai
- Department of Anesthesiology and Perioperative Medicine, Rutgers Health, New Jersey Medical School, Newark, NJ, USA
| | - Alex Rothkrug
- Department of Anesthesiology, Division of Pain Management, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jamal Hasoon
- Department of Anesthesia and Pain Medicine, UTHealth McGovern Medical School, Houston, TX, USA
| | - Matthew Chung
- Department of Pain Medicine, Division of Anesthesia, Critical Care and Pain Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zhewei Ye
- Department of Orthopedics, Wuhan Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Sadiq Bhayani
- Pain Management Department in the Anesthesiology Institute, Cleveland Clinic Abu Dhabi, Abu Dhabi, UAE
| | - Alan D Kaye
- Department of Anesthesiology, Louisiana State University Health Sciences Center Shreveport, Shreveport, LA, USA
| | - Henry Liu
- Department of Anesthesiology and Critical Care, Hospital of the University of Pennsylvania, Philadelphia, PA, USA
| | - Min Lang
- Department of Radiology, Harvard Medical School, Massachusetts General Hospital, Boston, MA, USA
| | - R Jason Yong
- Department of Anesthesiology, Perioperative, and Pain Medicine, Harvard Medical School, Brigham and Women's Hospital, Boston, MA, USA
| | | | | | - Christopher L Robinson
- Department of Anesthesiology, Perioperative, and Pain Medicine, Harvard Medical School, Brigham and Women's Hospital, Boston, MA, USA
| |
Collapse
|
3
|
Garland EL, Recasens M, Taple BJ, Donaldson GW, Weisberg RB. Virtual reality-based Mindfulness-Oriented Recovery Enhancement (MORE-VR) as an adjunct to medications for opioid use disorder: a Phase 1 trial. Ann Med 2024; 56:2392870. [PMID: 39172534 PMCID: PMC11342816 DOI: 10.1080/07853890.2024.2392870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Revised: 03/15/2024] [Accepted: 06/26/2024] [Indexed: 08/24/2024] Open
Abstract
INTRODUCTION Medications for opioid use disorder (MOUD) are the most effective interventions for this condition, yet many patients discontinue treatment. Though adjunct psychosocial treatments are recommended to increase retention and reduce relapse, the scarcity of trained providers hinders access to and utilization of evidence-based interventions. We conducted a Phase 1 study to assess the feasibility of a virtual reality-delivered Mindfulness-Oriented Recovery Enhancement (MORE-VR) intervention for patients receiving MOUD. PATIENTS AND METHODS Patients receiving buprenorphine or methadone for OUD (N = 34) were scheduled for 8 weekly sessions of MORE-VR. Enrollment and retention rates were analyzed. Participants reported on the usability and acceptability of MORE-VR, opioid use, and craving and affect before and after each VR session. Heart rate was monitored during one session of MORE-VR. RESULTS Twenty-three participants completed four or more MORE-VR sessions (minimum recommended intervention dose). Participants reported high usability and acceptability of MORE-VR, which had an excellent safety profile. Illicit opioid use decreased significantly from pre- to post-treatment (F = 4.44, p=.04). We observed a significant within-session decrease in opioid craving (F = 39.3, p<.001) and negative affect (F = 36.3, p<.001), and a significant within-session increase in positive affect (F = 23.6, p<.001). Heart rate shifted during cue-exposure and mindfulness practices (F = 6.79, p<.001). CONCLUSIONS High retention, usability and acceptability rates and low adverse events demonstrated that MORE-VR is a feasible, engaging, and safe intervention. Our findings show that MORE-VR can be delivered as an adjunctive intervention to MOUD and suggest that MORE-VR may improve OUD treatment outcomes and modulate autonomic responses. MORE-VR's efficacy will be tested in a subsequent Phase 2 trial. TRIAL REGISTRATION ClinicalTrials.gov NCT05034276; https://classic.clinicaltrials.gov/ct2/show/NCT05034276.
Collapse
Affiliation(s)
- Eric L. Garland
- Center on Mindfulness and Integrative Health Intervention Development, College of Social Work, University of Utah, Salt Lake City, Utah, USA
| | - Marc Recasens
- BEHAVR, LLC, DBA RealizedCare, Elizabethtown, Kentucky, USA
| | - Bayley J. Taple
- BEHAVR, LLC, DBA RealizedCare, Elizabethtown, Kentucky, USA
- Department of Psychiatry & Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Gary W. Donaldson
- Pain Research Center, Department of Anesthesiology, University of Utah, Salt Lake City, Utah, USA
| | - Risa B. Weisberg
- BEHAVR, LLC, DBA RealizedCare, Elizabethtown, Kentucky, USA
- Department of Psychiatry, Chobanian and Avedisian School of Medicine, Boston University, Boston, Massachusetts, USA
| |
Collapse
|
4
|
Aldhaleei WA, Bakheet N, Odah T, Jett H, Wallace MB, Lacy BE, Bhagavathula AS, Bi Y. The effect of virtual reality on perioperative pain management in patients undergoing gastrointestinal procedures and surgeries: a systematic review of clinical trials. J Gastrointest Surg 2024; 28:1762-1768. [PMID: 39121908 DOI: 10.1016/j.gassur.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Revised: 07/30/2024] [Accepted: 08/03/2024] [Indexed: 08/12/2024]
Abstract
BACKGROUND Virtual reality (VR) is an advanced technology that transports users into a virtual world. It has been proven to be effective in pain management via distraction and alteration of pain perception. However, the impact of VR on treating perioperative pain is inconclusive. This systematic review aimed to evaluate the effect of VR on perioperative pain after a gastrointestinal (GI) procedure or surgery. METHODS A systematic review of randomized controlled trials was conducted from inception to January 31, 2024, following the Preferred Reporting Items for Systematic Reviews and Meta-Analysis guidelines. The updated Cochrane risk of bias (RoB 2) assessment tool was used to evaluate the risk of bias. RESULTS Of 724 articles screened, 8 studies with 678 participants were included in the systematic review. Four studies evaluated the effect of VR on perioperative pain during GI procedure (eg, colonoscopy) focused on its use after GI surgeries (eg, abdominal surgeries). Some studies reported a reduction in pain scores after the procedure; however, the findings of pain difference in before or during vs after the procedure in the VR vs control groups were mixed. CONCLUSION VR is a promising tool to control perioperative pain after a GI procedure or surgery. Differences in study protocols, pain assessment scales, and pain therapy used were limitations in performing a comprehensive meta-analysis. Further studies are needed to better evaluate the effects of VR on perioperative pain compared with standard of care.
Collapse
Affiliation(s)
- Wafa A Aldhaleei
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, United States.
| | - Nader Bakheet
- Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, FL, United States
| | - Tarek Odah
- Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, FL, United States
| | - Heather Jett
- Mayo Clinic Libraries, Mayo Clinic Health System, La Crosse, WI, United States
| | - Michael B Wallace
- Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, FL, United States
| | - Brian E Lacy
- Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, FL, United States
| | - Akshaya Srikanth Bhagavathula
- Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, FL, United States; Department of Public Health, College of Health and Human Services, North Dakota State University, Fargo, ND, United States
| | - Yan Bi
- Division of Gastroenterology and Hepatology, Mayo Clinic, Jacksonville, FL, United States
| |
Collapse
|
5
|
Louras M, Vanhaudenhuyse A, Panda R, Rousseaux F, Carella M, Gosseries O, Bonhomme V, Faymonville ME, Bicego A. Virtual Reality Combined with Mind-Body Therapies for the Management of Pain: A Scoping Review. Int J Clin Exp Hypn 2024; 72:435-471. [PMID: 39347979 DOI: 10.1080/00207144.2024.2391365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 03/22/2024] [Accepted: 04/04/2024] [Indexed: 10/01/2024]
Abstract
When used separately, virtual reality (VR) and mind-body therapies (MBTs) have the potential to reduce pain across various acute and chronic conditions. While their combination is increasingly used, no study offers a consolidated presentation of VR and MBTs. This study aims to propose an overview of the effectiveness of VR combined with MBTs (i.e., meditation, mindfulness, relaxation, and hypnosis) to decrease the pain experienced by healthy volunteers or patients. We conducted a scoping review of the literature using PubMed, Science Direct and Google Scholar and included 43 studies. Findings across studies support that VR combined with MBTs is a feasible, well-tolerated, and potentially useful to reduce pain. Their combination also had a positive effect on anxiety, mood, and relaxation. However, insufficient research on this VR/MBTs combination and the lack of multidimensional studies impede a comprehensive understanding of their full potential. More randomized controlled studies are thus needed, with usability evaluation protocols to better understand the effects of VR/MBTs on patients wellbeing and to incorporate them into routine clinical practice.
Collapse
Affiliation(s)
- Mélanie Louras
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Coma Science Group, GIGA Consciousness, University of Liège, Liège, Belgium
| | - Audrey Vanhaudenhuyse
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Interdisciplinary Algology Center, University Hospital of Liège, Liège, Belgium
| | - Rajanikant Panda
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Coma Science Group, GIGA Consciousness, University of Liège, Liège, Belgium
- Coma Neuroscience Lab, Department of Neurology, University of California San Francisco, San Francisco, USA
| | - Floriane Rousseaux
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Medical Hypnosis Laboratory, MaisonNeuve-Rosemont Hospital Research Center, University of Montreal, Montreal, Québec, Canada
| | - Michele Carella
- Inflammation and Enhanced Rehabilitation Laboratory (Regional Anaesthesia and Analgesia), GIGA-I3 Thematic Unit, GIGA-Research, Liege University, Liege, Belgium
- Department of Anesthesia and Intensive Care Medicine, Liege University Hospital, Liege, Belgium
| | - Olivia Gosseries
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Coma Science Group, GIGA Consciousness, University of Liège, Liège, Belgium
- Centre du Cerveau2, Liege University Hospital, Liege, Belgium
| | - Vincent Bonhomme
- Inflammation and Enhanced Rehabilitation Laboratory (Regional Anaesthesia and Analgesia), GIGA-I3 Thematic Unit, GIGA-Research, Liege University, Liege, Belgium
- Department of Anesthesia and Intensive Care Medicine, Liege University Hospital, Liege, Belgium
| | - Marie-Elisabeth Faymonville
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Oncology Integrated Arsene Bury Center, University Hospital of Liège, Liège, Belgium
| | - Aminata Bicego
- Sensation and Perception Research Group, GIGA-Consciousness, University of Liège, Liège, Belgium
| |
Collapse
|
6
|
Vuong T, Zhu K, Pastor A. Virtual Reality as a Pain Control Adjunct in Orthopedics: A Narrative Review. Cureus 2024; 16:e66401. [PMID: 39246903 PMCID: PMC11379475 DOI: 10.7759/cureus.66401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/06/2024] [Indexed: 09/10/2024] Open
Abstract
Orthopedic surgeons typically prescribe opioids for postoperative pain management as they are effective in managing pain. However, opioid use can lead to issues such as overdose, prescription excess, inadequate pain management, and addiction. Virtual reality (VR) therapy is an alternative route for postoperative pain management that has grown in popularity over the years. VR therapy involves immersing patients in a virtual 3D experience that is anticipated to alleviate pain. In this review article, we summarized the findings of numerous PubMed studies on the effectiveness of VR therapy for postoperative pain control. VR therapy is beneficial for reducing anxiety, pain, and opioid use after surgical procedures across various specialties. Further studies should explore VR therapy in orthopedic procedures.
Collapse
Affiliation(s)
- Trisha Vuong
- Orthopedics, Washington State University Elson S. Floyd College of Medicine, Everett, USA
| | - Kai Zhu
- Orthopedic Surgery, Washington State University Elson S. Floyd College of Medicine, Spokane, USA
| | | |
Collapse
|
7
|
Lillo-Navarro C, Fernández-Pires P, Benavides Gil G, Martínez-Zaragoza F, Chaves C, Roca P, Peral-Gómez P, González Valero ME, Mendialdua Canales D, Poveda Alfaro JL, Goldin PR, Sánchez-Pérez A. Effects of a mindfulness-based program on the occupational balance and mental health of university students. Protocol for a randomized controlled trial. PLoS One 2024; 19:e0302018. [PMID: 38696406 PMCID: PMC11065289 DOI: 10.1371/journal.pone.0302018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Accepted: 03/20/2024] [Indexed: 05/04/2024] Open
Abstract
OBJECTIVE The aim is to examine whether the addition of Virtual Reality (VR) meditation training to a standard 8-week Mindfulness-Based Health Care Program (MBHC-VR) results in a significantly increased improvement in occupational, mental health, and psychological functioning versus MBHC-only in university students. MATERIALS AND METHODS A randomized controlled clinical trial with three arms (MBHC, MBHC-VR, Control Group), four assessment time points (pre-intervention, inter-session, post-intervention, and 3-month follow-up), and mixed methodology will be proposed. University students (undergraduate, master, or doctoral) interested in participating and who meet the inclusion/exclusion criteria will be included over two years. Data will be collected from different ad hoc questionnaires, several standardized tests, and an Ecological Momentary Assessment. We will use R software to carry out descriptive analyses (univariate and bivariate), multilevel modeling, and structural equation models to respond to the proposed objective. The qualitative analysis will be carried out using the MAXQDA program and the technique of focus groups. DISCUSSION It is expected that with the proposed intervention university students will learn to relate in a healthier way with their mental processes, so as to improve their occupational balance (OB) and their psychological well-being. TRIAL REGISTRATION ClinicalTrials.gov Identifier NCT05929430.
Collapse
Affiliation(s)
- Carmen Lillo-Navarro
- Centre for Translational Research in Physiotherapy (CEIT), Department of Pathology and Surgery, Miguel Hernández University of Elche (UMH), Alicante, Spain
| | - Paula Fernández-Pires
- B+D+b Occupational Research Group, Department of Pathology and Surgery, Miguel Hernández University of Elche (UMH), Alicante, Spain
- Alicante Health and Biomedical Research Institute (ISABIAL), Alicante, Spain
| | - Gemma Benavides Gil
- Department of Behavioural Sciences and Health, Miguel Hernández University of Elche (UMH), Alicante, Spain
| | - Fermín Martínez-Zaragoza
- Department of Behavioural Sciences and Health, Miguel Hernández University of Elche (UMH), Alicante, Spain
| | - Covadonga Chaves
- Department of Personality, Assessment and Clinical Psychology, School of Psychology, Complutense University of Madrid, Madrid, Spain
| | - Pablo Roca
- Faculty of Health Sciences, Universidad Villanueva, Madrid, Spain
- Valencian International University, Valencia, Spain
| | - Paula Peral-Gómez
- B+D+b Occupational Research Group, Department of Pathology and Surgery, Miguel Hernández University of Elche (UMH), Alicante, Spain
- Alicante Health and Biomedical Research Institute (ISABIAL), Alicante, Spain
| | - María Elena González Valero
- B+D+b Occupational Research Group, Department of Pathology and Surgery, Miguel Hernández University of Elche (UMH), Alicante, Spain
| | | | | | - Philippe R. Goldin
- University of California, Davis, Davis, California, United States of America
| | - Alicia Sánchez-Pérez
- B+D+b Occupational Research Group, Department of Pathology and Surgery, Miguel Hernández University of Elche (UMH), Alicante, Spain
- Alicante Health and Biomedical Research Institute (ISABIAL), Alicante, Spain
| |
Collapse
|
8
|
Bérubé C, Maritsch M, Lehmann VF, Kraus M, Feuerriegel S, Züger T, Wortmann F, Stettler C, Fleisch E, Kocaballi AB, Kowatsch T. Multimodal In-Vehicle Hypoglycemia Warning for Drivers With Type 1 Diabetes: Design and Evaluation in Simulated and Real-World Driving. JMIR Hum Factors 2024; 11:e46967. [PMID: 38635313 PMCID: PMC11066742 DOI: 10.2196/46967] [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: 03/08/2023] [Revised: 05/23/2023] [Accepted: 03/02/2024] [Indexed: 04/19/2024] Open
Abstract
BACKGROUND Hypoglycemia threatens cognitive function and driving safety. Previous research investigated in-vehicle voice assistants as hypoglycemia warnings. However, they could startle drivers. To address this, we combine voice warnings with ambient LEDs. OBJECTIVE The study assesses the effect of in-vehicle multimodal warning on emotional reaction and technology acceptance among drivers with type 1 diabetes. METHODS Two studies were conducted, one in simulated driving and the other in real-world driving. A quasi-experimental design included 2 independent variables (blood glucose phase and warning modality) and 1 main dependent variable (emotional reaction). Blood glucose was manipulated via intravenous catheters, and warning modality was manipulated by combining a tablet voice warning app and LEDs. Emotional reaction was measured physiologically via skin conductance response and subjectively with the Affective Slider and tested with a mixed-effect linear model. Secondary outcomes included self-reported technology acceptance. Participants were recruited from Bern University Hospital, Switzerland. RESULTS The simulated and real-world driving studies involved 9 and 10 participants with type 1 diabetes, respectively. Both studies showed significant results in self-reported emotional reactions (P<.001). In simulated driving, neither warning modality nor blood glucose phase significantly affected self-reported arousal, but in real-world driving, both did (F2,68=4.3; P<.05 and F2,76=4.1; P=.03). Warning modality affected self-reported valence in simulated driving (F2,68=3.9; P<.05), while blood glucose phase affected it in real-world driving (F2,76=9.3; P<.001). Skin conductance response did not yield significant results neither in the simulated driving study (modality: F2,68=2.46; P=.09, blood glucose phase: F2,68=0.3; P=.74), nor in the real-world driving study (modality: F2,76=0.8; P=.47, blood glucose phase: F2,76=0.7; P=.5). In both simulated and real-world driving studies, the voice+LED warning modality was the most effective (simulated: mean 3.38, SD 1.06 and real-world: mean 3.5, SD 0.71) and urgent (simulated: mean 3.12, SD 0.64 and real-world: mean 3.6, SD 0.52). Annoyance varied across settings. The standard warning modality was the least effective (simulated: mean 2.25, SD 1.16 and real-world: mean 3.3, SD 1.06) and urgent (simulated: mean 1.88, SD 1.55 and real-world: mean 2.6, SD 1.26) and the most annoying (simulated: mean 2.25, SD 1.16 and real-world: mean 1.7, SD 0.95). In terms of preference, the voice warning modality outperformed the standard warning modality. In simulated driving, the voice+LED warning modality (mean rank 1.5, SD rank 0.82) was preferred over the voice (mean rank 2.2, SD rank 0.6) and standard (mean rank 2.4, SD rank 0.81) warning modalities, while in real-world driving, the voice+LED and voice warning modalities were equally preferred (mean rank 1.8, SD rank 0.79) to the standard warning modality (mean rank 2.4, SD rank 0.84). CONCLUSIONS Despite the mixed results, this paper highlights the potential of implementing voice assistant-based health warnings in cars and advocates for multimodal alerts to enhance hypoglycemia management while driving. TRIAL REGISTRATION ClinicalTrials.gov NCT05183191; https://classic.clinicaltrials.gov/ct2/show/NCT05183191, ClinicalTrials.gov NCT05308095; https://classic.clinicaltrials.gov/ct2/show/NCT05308095.
Collapse
Affiliation(s)
- Caterina Bérubé
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
| | - Martin Maritsch
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
| | - Vera Franziska Lehmann
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Mathias Kraus
- School of Business, Economics and Society, Friedrich-Alexander-Universit¨at Erlangen-Nürnberg, Nürnberg, Germany
| | - Stefan Feuerriegel
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- LMU Munich School of Management, LMU Munich, Munich, Germany
| | - Thomas Züger
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
- Department of Endocrinology and Metabolic Diseases, Kantonsspital Olten, Olten, Switzerland
| | - Felix Wortmann
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- Institute of Technology Management, University of St.Gallen, St Gallen, Switzerland
| | - Christoph Stettler
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Elgar Fleisch
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- Institute of Technology Management, University of St.Gallen, St Gallen, Switzerland
| | - A Baki Kocaballi
- School of Computer Science, University of Technology Sydney, Sydney, Australia
| | - Tobias Kowatsch
- Centre for Digital Health Interventions, Department of Management, Technology and Economics, ETH Zurich, Zurich, Switzerland
- Institute of Technology Management, University of St.Gallen, St Gallen, Switzerland
- Institute for Implementation Science in Health Care, University of Zurich, Zurich, Switzerland
| |
Collapse
|
9
|
Teh JJ, Pascoe DJ, Hafeji S, Parchure R, Koczoski A, Rimmer MP, Khan KS, Al Wattar BH. Efficacy of virtual reality for pain relief in medical procedures: a systematic review and meta-analysis. BMC Med 2024; 22:64. [PMID: 38355563 PMCID: PMC10865524 DOI: 10.1186/s12916-024-03266-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 01/22/2024] [Indexed: 02/16/2024] Open
Abstract
BACKGROUND Effective pain control is crucial to optimise the success of medical procedures. Immersive virtual reality (VR) technology could offer an effective non-invasive, non-pharmacological option to distract patients and reduce their experience of pain. We aimed to evaluate the efficacy of Immersive virtual reality (VR) technology in reducing patient's pain perception during various medical procedures by conducting a systematic review and meta-analysis. METHODS We searched MEDLINE, EMBASE, CENTRAL, CINAHL, and SIGLE until December 2022 for all randomised clinical trials (RCT) evaluating any type of VR in patients undergoing any medical procedure. We conducted a random effect meta-analysis summarising standardised mean differences (SMD) with 95% confidence intervals (CI). We evaluated heterogeneity using I 2 and explored it using subgroup and meta-regression analyses. RESULTS In total, we included 92 RCTs (n = 7133 participants). There was a significant reduction in pain scores with VR across all medical procedures (n = 83, SMD - 0.78, 95% CI - 1.00 to - 0.57, I 2 = 93%, p = < 0.01). Subgroup analysis showed varied reduction in pain scores across trial designs [crossover (n = 13, SMD - 0.86, 95% CI - 1.23 to - 0.49, I 2 = 72%, p = < 0.01) vs parallel RCTs (n = 70, SMD - 0.77, 95% CI - 1.01 to - 0.52, I 2 = 90%, p = < 0.01)]; participant age groups [paediatric (n = 43, SMD - 0.91, 95% CI - 1.26 to - 0.56, I 2 = 87%, p = < 0.01) vs adults (n = 40, SMD - 0.66, 95% CI - 0.94 to - 0.39, I 2 = 89%, p = < 0.01)] or procedures [venepuncture (n = 32, SMD - 0.99, 95% CI - 1.52 to - 0.46, I 2 = 90%, p = < 0.01) vs childbirth (n = 7, SMD - 0.99, 95% CI - 1.59 to - 0.38, I 2 = 88%, p = < 0.01) vs minimally invasive medical procedures (n = 25, SMD - 0.51, 95% CI - 0.79 to - 0.23, I 2 = 85%, p = < 0.01) vs dressing changes in burn patients (n = 19, SMD - 0.8, 95% CI - 1.16 to - 0.45, I 2 = 87%, p = < 0.01)]. We explored heterogeneity using meta-regression which showed no significant impact of different covariates including crossover trials (p = 0.53), minimally invasive procedures (p = 0.37), and among paediatric participants (p = 0.27). Cumulative meta-analysis showed no change in overall effect estimates with the additional RCTs since 2018. CONCLUSIONS Immersive VR technology offers effective pain control across various medical procedures, albeit statistical heterogeneity. Further research is needed to inform the safe adoption of this technology across different medical disciplines.
Collapse
Affiliation(s)
- Jhia J Teh
- Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London, London, UK
| | | | - Safiya Hafeji
- Kings College Hospital, Denmark Hill, Brixton, London, UK
| | | | - Adam Koczoski
- Department of Metabolism, Digestion and Reproduction, Faculty of Medicine, Imperial College London, London, UK
| | - Michael P Rimmer
- MRC Centre for Reproductive Health, Institute of Regeneration and Repair, Edinburgh BioQuarter, University of Edinburgh, Edinburgh, UK.
- . Johns Hospital, Livingston, West Lothian, Scotland, UK.
| | - Khalid S Khan
- Department of Preventive Medicine and Public Health, University of Granada, 18071, Granada, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Bassel H Al Wattar
- University College London, London, UK
- Beginnings Assisted Conception Unit, Epsom and St Helier University Hospitals, London, UK
| |
Collapse
|
10
|
Bérubé C, Lehmann VF, Maritsch M, Kraus M, Feuerriegel S, Wortmann F, Züger T, Stettler C, Fleisch E, Kocaballi AB, Kowatsch T. Effectiveness and User Perception of an In-Vehicle Voice Warning for Hypoglycemia: Development and Feasibility Trial. JMIR Hum Factors 2024; 11:e42823. [PMID: 38194257 PMCID: PMC10813835 DOI: 10.2196/42823] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 02/06/2023] [Accepted: 12/04/2023] [Indexed: 01/10/2024] Open
Abstract
BACKGROUND Hypoglycemia is a frequent and acute complication in type 1 diabetes mellitus (T1DM) and is associated with a higher risk of car mishaps. Currently, hypoglycemia can be detected and signaled through flash glucose monitoring or continuous glucose monitoring devices, which require manual and visual interaction, thereby removing the focus of attention from the driving task. Hypoglycemia causes a decrease in attention, thereby challenging the safety of using such devices behind the wheel. Here, we present an investigation of a hands-free technology-a voice warning that can potentially be delivered via an in-vehicle voice assistant. OBJECTIVE This study aims to investigate the feasibility of an in-vehicle voice warning for hypoglycemia, evaluating both its effectiveness and user perception. METHODS We designed a voice warning and evaluated it in 3 studies. In all studies, participants received a voice warning while driving. Study 0 (n=10) assessed the feasibility of using a voice warning with healthy participants driving in a simulator. Study 1 (n=18) assessed the voice warning in participants with T1DM. Study 2 (n=20) assessed the voice warning in participants with T1DM undergoing hypoglycemia while driving in a real car. We measured participants' self-reported perception of the voice warning (with a user experience scale in study 0 and with acceptance, alliance, and trust scales in studies 1 and 2) and compliance behavior (whether they stopped the car and reaction time). In addition, we assessed technology affinity and collected the participants' verbal feedback. RESULTS Technology affinity was similar across studies and approximately 70% of the maximal value. Perception measure of the voice warning was approximately 62% to 78% in the simulated driving and 34% to 56% in real-world driving. Perception correlated with technology affinity on specific constructs (eg, Affinity for Technology Interaction score and intention to use, optimism and performance expectancy, behavioral intention, Session Alliance Inventory score, innovativeness and hedonic motivation, and negative correlations between discomfort and behavioral intention and discomfort and competence trust; all P<.05). Compliance was 100% in all studies, whereas reaction time was higher in study 1 (mean 23, SD 5.2 seconds) than in study 0 (mean 12.6, SD 5.7 seconds) and study 2 (mean 14.6, SD 4.3 seconds). Finally, verbal feedback showed that the participants preferred the voice warning to be less verbose and interactive. CONCLUSIONS This is the first study to investigate the feasibility of an in-vehicle voice warning for hypoglycemia. Drivers find such an implementation useful and effective in a simulated environment, but improvements are needed in the real-world driving context. This study is a kickoff for the use of in-vehicle voice assistants for digital health interventions.
Collapse
Affiliation(s)
- Caterina Bérubé
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
| | - Vera Franziska Lehmann
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Martin Maritsch
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
| | - Mathias Kraus
- School of Business, Economics and Society, Friedrich-Alexander-Universität Erlangen-Nürnberg, Nürnberg, Germany
| | - Stefan Feuerriegel
- School of Management, Ludwig-Maximilians-Universität München, Munich, Germany
| | - Felix Wortmann
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
- Centre for Digital Health Interventions, Institute of Technology Management, University of St Gallen, St Gallen, Switzerland
| | - Thomas Züger
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
- Department of Endocrinology and Metabolic Diseases, Kantonsspital Olten, Olten, Switzerland
| | - Christoph Stettler
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Elgar Fleisch
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
- Centre for Digital Health Interventions, Institute of Technology Management, University of St Gallen, St Gallen, Switzerland
| | - A Baki Kocaballi
- School of Computer Science, University of Technology Sydney, Sydney, Australia
| | - Tobias Kowatsch
- Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland
- Centre for Digital Health Interventions, Institute of Technology Management, University of St Gallen, St Gallen, Switzerland
- Institute for Implementation Science in Health Care, University of Zurich, Zurich, Switzerland
- School of Medicine, University of St Gallen, St Gallen, Switzerland
| |
Collapse
|
11
|
Droc G, Isac S, Nita E, Martac C, Jipa M, Mihai DI, Cobilinschi C, Badea AG, Ojog D, Pavel B, Tanasescu MD, Isac T. Postoperative Cognitive Impairment and Pain Perception after Abdominal Surgery-Could Immersive Virtual Reality Bring More? A Clinical Approach. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:2034. [PMID: 38004083 PMCID: PMC10673060 DOI: 10.3390/medicina59112034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 11/09/2023] [Accepted: 11/16/2023] [Indexed: 11/26/2023]
Abstract
Background and Objectives: Impaired cognition and pain after surgery contribute to prolonged hospital stays and increased mortality rates. Thus, the development of preemptive algorithms for reducing their impact should be prioritized. The main objectives of the present study were to evaluate the efficiency of using virtual reality (VR) to treat postoperative cognitive decline and pain perception. Materials and Methods: The study was a prospective, monocentric, clinical study that included 51 patients who have undergone major abdominal surgery. The patients were divided into two groups: Control (n = 25) and VR (n = 26). The VR sessions consisted of 5-8 min exposure at 24-48 h after surgery. We considered the outcome variables, the mini-mental state examination, and visual analogue scale at 24-48 h after surgery. The dependent variables were age, social status, educational level, and duration of surgery. Results: We did not observe any differences in postoperative cognition deficit with regard to VR. The VR, however, successfully reduced postoperative pain intensity. Moreover, the patients' age, surgery duration, level of education, and social status influenced the MMSE score at 24-48 h after surgery. Conclusions: Even if using VR does not alleviate short-term postoperative cognitive impairments, it could affect pain perception. Further studies are needed to support the use of VR in perioperative contexts.
Collapse
Affiliation(s)
- Gabriela Droc
- Department of Anesthesiology and Intensive Care, Fundeni Clinical Institute, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania;
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Sebastian Isac
- Department of Physiology, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Elisabeta Nita
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Cristina Martac
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Miruna Jipa
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Diana Irene Mihai
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Cristian Cobilinschi
- Department of Orthopedics and Anesthesiology, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania;
- Bucharest Clinical Emergency Hospital, 014461 Bucharest, Romania
| | - Andrada-Georgiana Badea
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Damiana Ojog
- Department of Anesthesiology and Intensive Care I, Fundeni Clinical Institute, 022328 Bucharest, Romania; (E.N.); (C.M.); (M.J.); (D.I.M.); (D.O.)
| | - Bogdan Pavel
- Department of Physiology, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania
| | - Maria-Daniela Tanasescu
- Department of Medical Semiology, Discipline of Internal Medicine I and Nephrology, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania;
| | - Teodora Isac
- Department of Internal Medicine II, Faculty of Medicine, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania;
- Department of Internal Medicine II, Fundeni Clinical Institute, 022328 Bucharest, Romania
| |
Collapse
|
12
|
Lier EJ, Smits MLM, de Vries M, van Goor H. Self-Administered Virtual Reality for Postsurgical Pain Management: A Qualitative Study of Hospital Patients' Reported Experiences. J Clin Med 2023; 12:6805. [PMID: 37959270 PMCID: PMC10647437 DOI: 10.3390/jcm12216805] [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: 09/15/2023] [Revised: 10/21/2023] [Accepted: 10/24/2023] [Indexed: 11/15/2023] Open
Abstract
Virtual Reality (VR) has been shown to effectively reduce pain in patients with various pain conditions. However, questions arise on the use of VR in multimodal postsurgical pain management. Optimizing VR for pain management requires an understanding of intervention- and context-specific factors, based on patients' needs and expectations after major surgery. This substudy is part of a randomized controlled trial investigating the effects of three VR interventions as an add-on, self-administered treatment for postsurgical pain. Semi-structured interviews were conducted to evaluate VR effects, software, hardware, prescriptions, and factors affecting the implementation of VR. Experiences across interventions were compared to identify relevant factors for successful implementation. Patients benefitted from self-administered VR in postsurgical pain management in various aspects and without serious drawbacks. Participants preferred an intuitive, 3D, 360-degree VR device with a large choice of applications matching their interests. The preferred frequency and duration of VR use was 2-3 sessions a day for 10-15 min each. Adjusting the VR use to individuals' needs and contexts was reported to be key for successful implementation, with attention paid to improving the awareness of VR as a non-pharmacological means of promoting postsurgical recovery among patients and healthcare professionals.
Collapse
Affiliation(s)
- Elisabeth J. Lier
- Department of Surgery, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands; (E.J.L.); (M.L.M.S.); (M.d.V.)
- Department of Anaesthesiology, Pain and Palliative Medicine, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
| | - Merlijn L. M. Smits
- Department of Surgery, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands; (E.J.L.); (M.L.M.S.); (M.d.V.)
- Department of Industrial Design, Saxion University of Applied Sciences, 7500 KB Enschede, The Netherlands
| | - Marjan de Vries
- Department of Surgery, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands; (E.J.L.); (M.L.M.S.); (M.d.V.)
| | - Harry van Goor
- Department of Surgery, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands; (E.J.L.); (M.L.M.S.); (M.d.V.)
| |
Collapse
|
13
|
Heydinger G, Karthic A, Olbrecht VA. Paediatric pain management: from regional to virtual. Curr Opin Anaesthesiol 2023; 36:347-353. [PMID: 36745092 DOI: 10.1097/aco.0000000000001247] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
PURPOSE OF REVIEW Due to increased interest in opioid-sparing multimodal analgesic strategies both inside and outside of the operating room, anaesthesiologists have started to look towards regional anaesthesia as well as nonpharmacological pain-reducing techniques. The purpose of this article is to discuss current trends and recent developments in regional anaesthesia and virtual reality for paediatric pain management. RECENT FINDINGS The development of novel fascial plane blocks has expanded regional options for anaesthesiologists, especially when neuraxial anaesthesia is not a viable or straightforward option. Other regional techniques, such as spinal anaesthesia and continuous epidural analgesia for infants and neonates, are becoming more popular, as more paediatric anaesthesiologists become familiar with these techniques. Virtual reality for paediatric pain management is a relatively new area of study that has shown promise, but more research needs to be done before widespread adoption of this practice becomes a reality. Various preexisting pain-reducing strategies such as distraction and biofeedback are being integrated with virtual reality to help optimize its effect on pain and anxiety for paediatric patients. SUMMARY Regional anaesthesia and virtual reality are valuable tools that serve to alleviate pain in paediatric patients. Advances are being made within both fields in various healthcare settings for different types of pain. Over the next few years, they will likely both play an increasing role in paediatric pain management.
Collapse
Affiliation(s)
- Grant Heydinger
- Department of Anesthesiology and Pain Medicine, Nationwide Children's Hospital and the Department of Anesthesiology and Pain Medicine, The Ohio State University College of Medicine
| | - Anitra Karthic
- The Ohio State University College of Medicine, Columbus, Ohio, USA
| | - Vanessa A Olbrecht
- Department of Anesthesiology and Pain Medicine, Nationwide Children's Hospital and the Department of Anesthesiology and Pain Medicine, The Ohio State University College of Medicine
| |
Collapse
|
14
|
Yuan J, Hassan SS, Wu J, Koger CR, Packard RRS, Shi F, Fei B, Ding Y. Extended reality for biomedicine. NATURE REVIEWS. METHODS PRIMERS 2023; 3:15. [PMID: 37051227 PMCID: PMC10088349 DOI: 10.1038/s43586-023-00208-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
Abstract
Extended reality (XR) refers to an umbrella of methods that allows users to be immersed in a three-dimensional (3D) or a 4D (spatial + temporal) virtual environment to different extents, including virtual reality (VR), augmented reality (AR), and mixed reality (MR). While VR allows a user to be fully immersed in a virtual environment, AR and MR overlay virtual objects over the real physical world. The immersion and interaction of XR provide unparalleled opportunities to extend our world beyond conventional lifestyles. While XR has extensive applications in fields such as entertainment and education, its numerous applications in biomedicine create transformative opportunities in both fundamental research and healthcare. This Primer outlines XR technology from instrumentation to software computation methods, delineating the biomedical applications that have been advanced by state-of-the-art techniques. We further describe the technical advances overcoming current limitations in XR and its applications, providing an entry point for professionals and trainees to thrive in this emerging field.
Collapse
Affiliation(s)
- Jie Yuan
- Department of Bioengineering, Erik Jonsson School of Engineering and Computer Science, The University of Texas at Dallas, Richardson, TX, United States
| | - Sohail S. Hassan
- Department of Bioengineering, Erik Jonsson School of Engineering and Computer Science, The University of Texas at Dallas, Richardson, TX, United States
| | - Jiaojiao Wu
- Department of Research and Development, Shanghai United Imaging Intelligence Co., Ltd., Shanghai, China
| | - Casey R. Koger
- Department of Bioengineering, Erik Jonsson School of Engineering and Computer Science, The University of Texas at Dallas, Richardson, TX, United States
| | - René R. Sevag Packard
- Division of Cardiology, Department of Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
- Ronald Reagan UCLA Medical Center, Los Angeles, CA United States
- Veterans Affairs West Los Angeles Medical Center, Los Angeles, CA, United States
| | - Feng Shi
- Department of Research and Development, Shanghai United Imaging Intelligence Co., Ltd., Shanghai, China
| | - Baowei Fei
- Department of Bioengineering, Erik Jonsson School of Engineering and Computer Science, The University of Texas at Dallas, Richardson, TX, United States
- Department of Radiology, UT Southwestern Medical Center, Dallas, TX, United States
- Center for Imaging and Surgical Innovation, The University of Texas at Dallas, Richardson, TX, United States
| | - Yichen Ding
- Department of Bioengineering, Erik Jonsson School of Engineering and Computer Science, The University of Texas at Dallas, Richardson, TX, United States
- Center for Imaging and Surgical Innovation, The University of Texas at Dallas, Richardson, TX, United States
- Hamon Center for Regenerative Science and Medicine, UT Southwestern Medical Center, Dallas, TX, United States
| |
Collapse
|