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Tortora M, Luppi A, Pacchiano F, Marisei M, Grassi F, Werner H, Kitamura FC, Tortora F, Caranci F, Ferraciolli SF. Current applications and future perspectives of extended reality in radiology. LA RADIOLOGIA MEDICA 2025:10.1007/s11547-025-02001-2. [PMID: 40153208 DOI: 10.1007/s11547-025-02001-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Accepted: 03/13/2025] [Indexed: 03/30/2025]
Abstract
Extended reality (XR) technologies, including virtual reality (VR), augmented reality (AR), and mixed reality (MR), hold transformative potential for radiology. This review examines the current applications, benefits, limitations, and future prospects of XR in radiology, with a focus on education, diagnostics, interventional procedures, and patient interaction. A comprehensive literature search of PubMed, Scopus, and Web of Science databases identified relevant publications from 1992 to 2024. Key studies were selected for detailed discussion. XR technologies enhance radiology education by offering immersive learning experiences that improve the proficiency and confidence of professionals. In diagnostics, XR improves the accuracy and efficiency of ultrasound and CT imaging and aids in precise patient positioning. For interventional radiology, XR provides valuable tools for training and real-time procedural planning, leading to better patient outcomes. Additionally, XR improves patient-doctor interactions, reducing anxiety and enhancing the consent process. Despite challenges such as high costs, technical limitations, and the need for extensive clinical validation, the potential benefits of XR underscore its value as a significant tool in radiology. Addressing these challenges will be essential for the widespread adoption and integration of XR in radiology, ensuring its potential benefits are fully realized. This review highlights the transformative impact of XR technologies on radiology, emphasizing the need for further research and development to harness their full capabilities and improve patient care.
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Affiliation(s)
- Mario Tortora
- Department of Advanced Biomedical Sciences, University "Federico II", Naples, Italy.
| | - Andre Luppi
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
- Pediatric Imaging Research Center and Cardiac Imaging Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Francesco Pacchiano
- Department of Precision Medicine, University of Campania "L. Vanvitelli", Caserta, Italy
| | - Mariagrazia Marisei
- Department of Advanced Biomedical Sciences, University "Federico II", Naples, Italy
| | - Francesca Grassi
- Department of Precision Medicine, University of Campania "L. Vanvitelli", Caserta, Italy
| | - Heron Werner
- Department of Fetal Medicine, Biodesign Laboratory DASA/PUC, Rio de Janeiro Pontifical Catholic University, Rio de Janeiro, Brazil
| | | | - Fabio Tortora
- Department of Advanced Biomedical Sciences, University "Federico II", Naples, Italy
| | - Ferdinando Caranci
- Department of Precision Medicine, University of Campania "L. Vanvitelli", Caserta, Italy
| | - Suely Fazio Ferraciolli
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
- Pediatric Imaging Research Center and Cardiac Imaging Research Center, Massachusetts General Hospital, Boston, MA, USA
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Sriraam N, Chinta B, Suresh S, Sudharshan S. Ultrasound imaging based recognition of prenatal anomalies: a systematic clinical engineering review. PROGRESS IN BIOMEDICAL ENGINEERING (BRISTOL, ENGLAND) 2024; 6:023002. [PMID: 39655845 DOI: 10.1088/2516-1091/ad3a4b] [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: 12/27/2023] [Accepted: 04/03/2024] [Indexed: 12/18/2024]
Abstract
For prenatal screening, ultrasound (US) imaging allows for real-time observation of developing fetal anatomy. Understanding normal and aberrant forms through extensive fetal structural assessment enables for early detection and intervention. However, the reliability of anomaly diagnosis varies depending on operator expertise and device limits. First trimester scans in conjunction with circulating biochemical markers are critical in identifying high-risk pregnancies, but they also pose technical challenges. Recent engineering advancements in automated diagnosis, such as artificial intelligence (AI)-based US image processing and multimodal data fusion, are developing to improve screening efficiency, accuracy, and consistency. Still, creating trust in these data-driven solutions is necessary for integration and acceptability in clinical settings. Transparency can be promoted by explainable AI (XAI) technologies that provide visual interpretations and illustrate the underlying diagnostic decision making process. An explanatory framework based on deep learning is suggested to construct charts depicting anomaly screening results from US video feeds. AI modelling can then be applied to these charts to connect defects with probable deformations. Overall, engineering approaches that increase imaging, automation, and interpretability hold enormous promise for altering traditional workflows and expanding diagnostic capabilities for better prenatal care.
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Affiliation(s)
- Natarajan Sriraam
- Center for Medical Electronics and Computing, Dept of Medical Electronics, Ramaiah Institute of Technology (RIT), Bangalore, India
| | - Babu Chinta
- Center for Medical Electronics and Computing, Dept of Medical Electronics, Ramaiah Institute of Technology (RIT), Bangalore, India
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Okpaise OO, Tonni G, Werner H, Araujo Júnior E, Lopes J, Ruano R. Three-dimensional real and virtual models in fetal surgery: a real vision. ULTRASOUND IN OBSTETRICS & GYNECOLOGY : THE OFFICIAL JOURNAL OF THE INTERNATIONAL SOCIETY OF ULTRASOUND IN OBSTETRICS AND GYNECOLOGY 2024; 63:303-311. [PMID: 36565438 DOI: 10.1002/uog.26148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 11/30/2022] [Accepted: 12/14/2022] [Indexed: 06/17/2023]
Affiliation(s)
- O O Okpaise
- Faculty of Medicine, Semmelweis University, Budapest, Hungary
| | - G Tonni
- Prenatal Diagnostic Centre, Department of Obstetrics and Neonatology, Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), AUSL Reggio Emilia, Reggio Emilia, Italy
| | - H Werner
- Biodesign Lab DASA/PUC-Rio, Rio de Janeiro, Brazil
| | - E Araujo Júnior
- Department of Obstetrics, Paulista School of Medicine, Federal University of São Paulo (EPM-UNIFESP), São Paulo, Brazil
- Medical School, Municipal University of São Caetano do Sul (USCS), Bela Vista Campus, São Paulo, Brazil
| | - J Lopes
- Biodesign Lab DASA/PUC-Rio, Rio de Janeiro, Brazil
- Institute for Pure and Applied Mathematics, Rio de Janeiro, Brazil
| | - R Ruano
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology & Reproductive Sciences, University of Miami, Miller School of Medicine, Miami, FL, USA
- Maternal-Fetal-Children Service of Excellence, Americas Group, United Health Care Brazil, São Paulo, Brazil
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Kukla P, Maciejewska K, Strojna I, Zapał M, Zwierzchowski G, Bąk B. Extended Reality in Diagnostic Imaging-A Literature Review. Tomography 2023; 9:1071-1082. [PMID: 37368540 DOI: 10.3390/tomography9030088] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 05/21/2023] [Accepted: 05/22/2023] [Indexed: 06/29/2023] Open
Abstract
The utilization of extended reality (ER) has been increasingly explored in the medical field over the past ten years. A comprehensive analysis of scientific publications was conducted to assess the applications of ER in the field of diagnostic imaging, including ultrasound, interventional radiology, and computed tomography. The study also evaluated the use of ER in patient positioning and medical education. Additionally, we explored the potential of ER as a replacement for anesthesia and sedation during examinations. The use of ER technologies in medical education has received increased attention in recent years. This technology allows for a more interactive and engaging educational experience, particularly in anatomy and patient positioning, although the question may be asked: is the technology and maintenance cost worth the investment? The results of the analyzed studies suggest that implementing augmented reality in clinical practice is a positive phenomenon that expands the diagnostic capabilities of imaging studies, education, and positioning. The results suggest that ER has significant potential to improve diagnostic imaging procedures' accuracy and efficiency and enhance the patient experience through increased visualization and understanding of medical conditions. Despite these promising advancements, further research is needed to fully realize the potential of ER in the medical field and to address the challenges and limitations associated with its integration into clinical practice.
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Affiliation(s)
- Paulina Kukla
- Department of Electroradiology, Poznan University of Medical Sciences, 61-866 Poznan, Poland
| | - Karolina Maciejewska
- Department of Electroradiology, Poznan University of Medical Sciences, 61-866 Poznan, Poland
| | - Iga Strojna
- Department of Electroradiology, Poznan University of Medical Sciences, 61-866 Poznan, Poland
| | - Małgorzata Zapał
- Department of Electroradiology, Poznan University of Medical Sciences, 61-866 Poznan, Poland
- Department of Adult Neurology, Medical University of Gdansk, 80-210 Gdansk, Poland
| | - Grzegorz Zwierzchowski
- Department of Electroradiology, Poznan University of Medical Sciences, 61-866 Poznan, Poland
- Department of Medical Physics, Greater Poland Cancer Centre, 61-866 Poznan, Poland
| | - Bartosz Bąk
- Department of Electroradiology, Poznan University of Medical Sciences, 61-866 Poznan, Poland
- Department of Radiotherapy II, Greater Poland Cancer Centre, 61-866 Poznan, Poland
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Lee KN, Kim HJ, Choe K, Cho A, Kim B, Seo J, Myung W, Park JY, Oh KJ. Effects of Fetal Images Produced in Virtual Reality on Maternal-Fetal Attachment: Randomized Controlled Trial. J Med Internet Res 2023; 25:e43634. [PMID: 36826976 PMCID: PMC10007014 DOI: 10.2196/43634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 12/07/2022] [Accepted: 01/19/2023] [Indexed: 01/20/2023] Open
Abstract
BACKGROUND Maternal-fetal attachment (MFA) has been reported to be associated with the postpartum mother-infant relationship. Seeing the fetus through ultrasound might influence MFA, and the effect could be increased by more realistic images, such as those generated in virtual reality (VR). OBJECTIVE The aim was to determine the effect of fetal images generated in VR on MFA and depressive symptoms through a prenatal-coaching mobile app. METHODS This 2-arm parallel randomized controlled trial involved a total of 80 pregnant women. Eligible women were randomly assigned to either a mobile app-only group (n=40) or an app plus VR group (n=40). The VR group experienced their own baby's images generated in VR based on images obtained from fetal ultrasonography. The prenatal-coaching mobile app recommended health behavior for the pregnant women according to gestational age, provided feedback on entered data for maternal weight, blood pressure, and glucose levels, and included a private diary service for fetal ultrasound images. Both groups received the same app, but the VR group also viewed fetal images produced in VR; these images were stored in the app. All participants filled out questionnaires to assess MFA, depressive symptoms, and other basic medical information. The questionnaires were filled out again after the interventions. RESULTS Basic demographic data were comparable between the 2 groups. Most of the assessments showed comparable results for the 2 groups, but the mean score to assess interaction with the fetus was significantly higher for the VR group than the control group (0.4 vs 0.1, P=.004). The proportion of participants with an increased score for this category after the intervention was significantly higher in the VR group than the control group (43% vs 13%, P=.005). The feedback questionnaire revealed that scores for the degree of perception of fetal appearance all increased after the intervention in the VR group. CONCLUSIONS The use of a mobile app with fetal images in VR significantly increased maternal interaction with the fetus. TRIAL REGISTRATION ClinicalTrials.gov NCT04942197; https://clinicaltrials.gov/ct2/show/NCT04942197.
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Affiliation(s)
- Kyong-No Lee
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Hyeon Ji Kim
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Kiroong Choe
- Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea
| | - Aeri Cho
- Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea
| | - Bohyoung Kim
- Division of Biomedical Engineering, Hankuk University of Foreign Studies, Gyeonggi-do, Republic of Korea
| | - Jinwook Seo
- Department of Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea
| | - Woojae Myung
- Department of Neuropsychiatry, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Jee Yoon Park
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
| | - Kyung Joon Oh
- Department of Obstetrics and Gynecology, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam-si, Gyeonggi-do, Republic of Korea
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Reijnders IF, Mulders AGMGJ, Koster MPH, Kropman ATM, de Vos ES, Koning AHJ, Willemsen SP, Rousian M, Steegers EAP, Steegers-Theunissen RPM. First-trimester utero-placental (vascular) development and embryonic and fetal growth: The Rotterdam periconception cohort. Placenta 2021; 108:81-90. [PMID: 33823358 DOI: 10.1016/j.placenta.2021.03.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 03/21/2021] [Accepted: 03/23/2021] [Indexed: 01/31/2023]
Abstract
INTRODUCTION Impaired placental development is a major cause of fetal growth restriction (FGR) and early detection will therefore improve antenatal care and birth outcomes. Here we aim to investigate serial first-trimester ultrasound markers of utero-placental (vascular) development in association with embryonic and fetal growth. METHODS In a prospective cohort, we periconceptionally included 214 pregnant women. Three-dimensional power Doppler ultrasonography at 7, 9 and 11 weeks gestational age (GA) was used to measure placental volumes (PV) and basal plate surface area by Virtual Organ Computer-aided AnaLysis™, and utero-placental vascular volume (uPVV), crown-rump length (CRL) and embryonic volume (EV) by a V-scope volume rendering application. Estimated fetal weight (EFW) was measured by ultrasound at 22 and 32 weeks GA and birth weight percentile (BW) was recorded. Linear mixed models and regression analyses were applied and appropriately adjusted. All analyses were stratified for fetal sex. RESULTS PV trajectories were positively associated with CRL (βadj = 0.416, 95%CI:0.255; 0.576, p < 0.001), EV (βadj = 0.220, 95%CI:0.058; 0.381, p = 0.008) and EFW (βadj = 0.182, 95%CI:0.012; 0.352, p = 0.037). uPVV trajectories were positively associated with CRL (βadj = 0.203, 95%CI 0.021; 0.384, p = 0.029). In girls, PV trajectories were positively associated with CRL (p < 0.001), EV (p = 0.018), EFW (p = 0.026), and uPVV trajectories were positively associated with BW (p = 0.040). In boys, positive associations were shown between PV trajectories and CRL (p = 0.002), and between uPVV trajectories and CRL (p = 0.046). DISCUSSION First-trimester utero-placental (vascular) development is associated with embryonic and fetal growth, with fetal sex specific modifications. This underlines the opportunity to monitor first-trimester placental development and supports the associations with embryonic and fetal growth.
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Affiliation(s)
- I F Reijnders
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - A G M G J Mulders
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - M P H Koster
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - A T M Kropman
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - E S de Vos
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - A H J Koning
- Department of Pathology, Clinical Bioinformatics Unit Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - S P Willemsen
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands; Department of Biostatistics, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - M Rousian
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - E A P Steegers
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands
| | - R P M Steegers-Theunissen
- Department of Obstetrics and Gynecology, Erasmus MC, University Medical Centre Rotterdam, PO Box 2040, 3000, CA, Rotterdam, the Netherlands.
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