journal article·2025-08-29Open access

A Systematic Review of Integrated Risk Indicators for PET Radiopharmaceutical Production: Methodologies and Applications

Frank Montero-Díaz, Antonio Torres-Valle, Ulises Javier Jauregui-Haza

Applied Sciences· Volume 15· Issue 17

Abstract

This systematic review examines the methodologies and applications of integrated risk indicators in positron emission tomography (PET) radiopharmaceutical production, focusing on occupational, technological, and environmental risks. Conducted in accordance with PRISMA 2020 guidelines and utilizing the Ryyan software 2023 for article screening, the review synthesizes findings from 70 studies published between 2020 and 2025 in English and Spanish, including articles, conference papers, and reviews. The review was registered on PROSPERO (CRD420251078221). Key disciplines contributing to risk assessment frameworks include environmental science, occupational health and safety, civil engineering, mining engineering, maritime safety, financial/economic risk, and systems engineering. Predominant risk assessment methods identified are probabilistic modeling (e.g., Monte Carlo simulations), machine learning (e.g., neural networks), multi-criteria decision-making (e.g., AHP and TOPSIS), and failure mode and effects analysis (FMEA), each offering strengths, such as uncertainty quantification and systematic hazard identification, alongside limitations like data dependency and subjectivity. The review explores how frameworks from other industries can be adapted to address PET-specific risks, such as radiation exposure to workers, equipment failure, and waste management, and how studies integrate these factors into unified risk indicators using weighted scoring, probabilistic methods, and fuzzy logic. Gaps in the literature include limited stakeholder engagement, lack of standardized frameworks, insufficient real-time monitoring, and under-represented environmental risks. Future research directions propose developing PET-specific tools, integrating AI and IoT for real-time data, establishing standardized frameworks, and expanding environmental assessments to enhance risk management in PET radiopharmaceutical production. This review highlights the interdisciplinary nature of risk assessment and the critical need for comprehensive, tailored approaches to ensure safety and sustainability in this field.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Risk and Safety Analysis · Nuclear and radioactivity studies · Graphite, nuclear technology, radiation studies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Area of Basic and Environmental Science, Instituto Tecnológico de Santo Domingo, Ave. de los Próceres 49, Santo Domingo 10602, Dominican Republic

Instituto Nacional dcl Cáncer INCART, Santo Domingo 10105, Dominican Republic

Instituto Superior de Tecnologías y Ciencias Aplicadas (InSTEC), University of Havana, Havana CP 10600, Cuba

References (96)

Show source-provided references
1. Positron-emission tomography and assessment of cancer therapy10.1056/NEJMra050276 ↗
2. Development of the occupational exposure during the production and application of radiopharmaceuticals in Germany10.1088/1361-6498/ad1fdd ↗
3. Occupational radiation exposure of health professionals and cancer risk assessment for Lithuanian nuclear medicine workers10.1016/j.envres.2020.109144 ↗
4. Radiation protection aspects of the operation in a cyclotron facility10.1016/j.radphyschem.2012.12.036 ↗
5. Poli, M., Quaglierini, M., Zega, A., Pardini, S., Telleschi, M., Iervasi, G., and Guiducci, L. (2024). Risk Management in Good Manufacturing Practice (GMP) Radiopharmaceutical Preparations. Appl. Sci., 14.10.3390/app14041584 ↗
6. EANM guideline on quality risk management for radiopharmaceuticals10.1007/s00259-022-05738-4 ↗
7. Cu(II)-Mediated direct 18F-dehydrofluorination of phosphine oxides in high molar activity10.1186/s41181-023-00234-y ↗
8. Designing of High-Volume PET/CT Facility with Optimal Reduction of Radiation Exposure to the Staff: Implementation and Optimization in a Tertiary Health Care Facility in India10.4103/1450-1147.163252 ↗
9. Pira, E., Garzaro, G., Ciocan, C., and Boffetta, P. (2020). Occupational Cancer in the Practice of Occupational Medicine. Occupational Cancers, Springer.10.1007/978-3-030-30766-0_36 ↗
10. An Estimation of the Monetary Value of the Person-Sievert Useful for Occupational Radiological Protection within the Healthcare System of Sweden10.1097/HP.0000000000001848 ↗
11. Economic Considerations for Radiation Protection in Medical Settings-Is It Time for a New Paradigm?10.1097/HP.0000000000001286 ↗
12. Risk Analysis and Mitigation Techniques in High Rise Buildings: A Review
13. Risk and Security Management for Accident Prevention
14. Liu, H., Li, J., Li, H., Li, H., Mao, P., and Yuan, J. (2021). Risk perception and coping behavior of construction workers on occupational health risks—A case study of Nanjing, China. Int. J. Environ. Res. Public Health, 18.10.3390/ijerph18137040 ↗
15. Estudios de personalidad y de percepción de riesgo aplicados a los peligros ocupacionales durante empleo de fuentes de radiaciones ionizantes
16. Integrated Risk Assessment and Management Methods Are Necessary for Effective Implementation of Natural Hazards Policy10.1111/risa.13268 ↗
17. Declaración PRISMA 2020: Una guía actualizada para la publicación de revisiones sistemáticas10.1016/j.recesp.2021.06.016 ↗
18. Rayyan—A web and mobile app for systematic reviews10.1186/s13643-016-0384-4 ↗
19. Performance-based probabilistic framework for seismic risk, resilience, and sustainability assessment of reinforced concrete structures10.1177/1369433219895363 ↗
20. Interaction of life-cycle phases in a probabilistic life-cycle framework for civil infrastructure system sustainability10.1080/23789689.2019.1574514 ↗
21. The Language of Risk Analysis
22. Risk Prioritization in Failure Mode and Effects Analysis with Extended SWARA and MOORA Methods Based on Z-Numbers Theory10.15388/20-INFOR439 ↗
23. The use of workers’ near-miss reports to improve organizational management
24. A holistic framework for development and assessment of risk-informed performance-based building regulation10.1002/fam.2930 ↗
25. Organizations, Risk Translation, and the Ecology of Risks: The Discursive Construction of a Novel Risk10.5465/amj.2017.0987 ↗
26. Analysis of the Operational Risk of the Process Pasteurization and Mixing in a Dairy Processing Plant, Using the HAZOP Methodology
27. Ancione, G., and Milazzo, M.F. (2021). The Management of Na-Tech Risk Using Bayesian Network. Water, 13.10.3390/w13141966 ↗
28. Fuzzy Based Failure Mode and Effect Analysis Towards to Risks of Autonomous Maintenance Activities: As a TPM Implementation
29. Brocal Fernandez, F., Sanchez-Lite, A., Fuentes-Bargues, J.L., Sebastian, M.Á., and González-Gaya, C. (2021). Conceptual Classification of Leading Indicators for the Dynamic Analysis of Emerging Risks in Integrated Management Systems. Appl. Sci., 11.10.3390/app112210921 ↗
30. Fabis-Domagala, J., Domagala, M., and Momeni, H. (2021). A Concept of Risk Prioritization in FMEA Analysis for Fluid Power Systems. Energies, 14.10.3390/en14206482 ↗
31. Integrated mechanistic and data-driven modeling for risk assessment of greenhouse gas production in an urbanized river system10.1016/j.jenvman.2021.112999 ↗
32. Component-level failure analysis using multi-criteria hybrid approach to ensure reliable operation of wind turbines10.1177/0309524X211003960 ↗
33. Nobanee, H., Alhajjar, M., Alkaabi, M.A., Almemari, M.M., Alhassani, M.A., Alkaabi, N.K., Alshamsi, S.A., and AlBlooshi, H.H. (2021). A Bibliometric Analysis of Objective and Subjective Risk. Risks, 9.10.3390/risks9070128 ↗
34. Ngo, H., Radhakrishnan, M., Ranasinghe, R., Pathirana, A., and Zevenbergen, C. (2021). Instant Flood Risk Modelling (Inform) Tool for Co-Design of Flood Risk Management Strategies with Stakeholders in Can Tho City, Vietnam. Water, 13.10.3390/w13213131 ↗
35. Ying, Z., Xiaoxue, Z., Lei, P., and Wei, W. (2021). Individual risk quantification model of pressure pipeline based on fuzzy evaluation method with catastrophe progression. J. Intell. Fuzzy Syst., 1–13.10.3233/JIFS-189951 ↗
36. A multi-level fuzzy comprehensive assessment for supply chain risks
37. Risk assessment of physical unit operations of wastewater treatment plant using fuzzy FMEA method: A case study in the northwest of Iran10.1007/s10661-022-10248-9 ↗
38. A Review of Safety Risk Theories and Models and the Development of a Digital Highway Construction Safety Risk Model10.3390/digital2020013 ↗
39. Global risks, the macroeconomy, and asset prices10.1007/s00181-022-02205-9 ↗
40. Risk sharing for PPP project in construction waste recycling industry in China10.1007/s11356-021-15816-z ↗
41. Resource-constrained time–cost-quality-energy-environment tradeoff problem by considering blockchain technology, risk and robustness: A case study of healthcare project10.1007/s11356-022-20334-7 ↗
42. Global risk assessment for development processes: From framework to simulation10.1080/00207543.2021.2023912 ↗
43. Systemic Risks from Different Perspectives10.1111/risa.13657 ↗
44. An improved resource midpoint characterization method for supply risk of resources: Integrated assessment of Li-ion batteries10.1007/s11367-022-02027-y ↗
45. A Multicriteria Decision Model Based on Analytic Hierarchy Process for Managing Safety in Coal Mines
46. Environmental Failure Modes And Effects Analysis (Fmea) And Its Applications. A Comprehensive Literature Review10.30638/eemj.2022.035 ↗
47. An Improved Grey Failure Mode and Effect Analysis for a Steel-Door Industry10.1007/s13369-021-06169-3 ↗
48. Zhang, L., and Li, H. (2022). Construction Risk Assessment of Deep Foundation Pit Projects Based on the Projection Pursuit Method and Improved Set Pair Analysis. Appl. Sci., 12.10.3390/app12041922 ↗
49. Dynamic assessment and system dynamics simulation of safety risk in whole life cycle of coal mine10.1007/s11356-023-26958-7 ↗
50. Cai, X., Huang, J., and Peng, C. (2023). Research on Construction Workers’ Safety Risk Sharing in Tunneling Projects Based on a Two-Mode Network: A Case Study of the Shangwu Tunnel. Buildings, 13.10.3390/buildings13112689 ↗
51. Chu, S., Viswanathan, H., and Moodie, N. (2023). Legacy Well Leakage Risk Analysis at the Farnsworth Unit Site. Energies, 16.10.3390/en16186437 ↗
52. Dai, C., Li, W., Lu, H., and Zhang, S. (2023). Landslide Hazard Assessment Method Considering the Deformation Factor: A Case Study of Zhouqu, Gansu Province, Northwest China. Remote Sens., 15.10.3390/rs15030596 ↗
53. Use of the Method FMEA for Hazard Identification and Risk Assessment in a Coal Mine
54. Explainable deep learning powered building risk assessment model for proactive hurricane response10.1111/risa.13990 ↗
55. Hazard Analysis of Environmental Incidents in Coastal Areas: A Case Study in the Southeastern Coastal Region of Vietnam
56. Analysis of Occupational Health and Safety Risks in Beekeeping with FMEA Method
57. An integrated human health risk assessment framework for alkylphenols due to drinking water and crops’ food consumption10.1016/j.chemosphere.2023.138259 ↗
58. Multi-Criteria Risk Analysis of Ultra-High Performance Concrete Application in Structures10.3390/civileng4030055 ↗
59. A three-stage holistic risk assessment approach proposal based on KEMIRA-M and DEMATEL integration10.1007/s10115-022-01809-y ↗
60. Wang, Y., Zhang, R., Zhang, X., and Zhang, Y. (2023). Privacy Risk Assessment of Smart Home System Based on a STPA–FMEA Method. Sensors, 23.10.3390/s23104664 ↗
61. An integrated One Health framework for holistic evaluation of risks from antifungal agents in a large-scale multi-city study10.1016/j.scitotenv.2023.165752 ↗
62. Abuhussain, M.A. (2024). Integrated Fuzzy Technique for Order Preference by Similarity to Ideal Solution and Emotional Artificial Neural Network Model for Comprehensive Risk Prioritization in Green Construction Projects. Sustainability, 16.10.3390/su16229784 ↗
63. Chen, H., Mao, Y., and Wang, R. (2024). Safety Risk Prediction Model of High-Rise Building Construction Based on Key Physiological Index. Buildings, 14.10.3390/buildings14123795 ↗
64. Chang, C.M., and Hossain, A. (2024). A Climate Adaptation Asset Risk Management Approach for Resilient Roadway Infrastructure. Infrastructures, 9.10.3390/infrastructures9120226 ↗
65. A Group FMEA Technique for LNG Carriers Risk Evaluation with Personalized Individual Semantics10.1007/s10726-023-09866-6 ↗
66. Kumi, L., Jeong, J., and Jeong, J. (2024). Systematic Review of Quantitative Risk Quantification Methods in Construction Accidents. Buildings, 14.10.3390/buildings14103306 ↗
67. Human Error Management in Aviation Maintenance Using Hybrid FMEA with a Novel Fuzzy Approach10.14429/dsj.74.19014 ↗
68. An assessment tool to improve rural groundwater access: Integrating hydrogeological modelling with socio-technical factors10.1016/j.scitotenv.2023.168864 ↗
69. Kang, W., and Cheung, C.F. (2024). Model for Technology Risk Assessment in Commercial Banks. Risks, 12.10.3390/risks12020026 ↗
70. Abbasi Kharajou, B., Ahmadi, H., Rafiei, M., and Moradi Hanifi, S. (2024). Quantitative risk estimation of CNG station by using fuzzy bayesian networks and consequence modeling. Sci. Rep., 14.10.1038/s41598-024-54842-y ↗
71. A practical framework to develop and prioritize safety interventions to improve underground coal miners’ safety performance
72. Risk Assessment of Hospital Waste Water Treatment Plant Operation—A Case Study of a Class B Hospital in Indonesia10.18280/ijsse.140427 ↗
73. Application of Inspection Programs for Risk Assessment by Factory Control Laws10.18517/ijaseit.14.5.19959 ↗
74. Qi, S., Teng, J., Zhang, X., and Zheng, A. (2024). Operational Risk Assessment of Engineering Vehicles Considering Driver Characteristics. Appl. Sci., 14.10.3390/app14125086 ↗
75. Environmental risk evaluation for radionuclide transport through natural barriers of nuclear waste disposal with multi-scale streamline approaches10.1016/j.scitotenv.2024.176084 ↗
76. Weng, X., Yuan, C., Li, X., and Li, H. (2024). Research on the Construction of a Risk Assessment Indicator System for Transportation Infrastructure Investment under Public–Private Partnership Model. Buildings, 14.10.3390/buildings14061679 ↗
77. Yazo-Cabuya, E.J., Herrera-Cuartas, J.A., and Ibeas, A. (2024). Organizational Risk Prioritization Using DEMATEL and AHP towards Sustainability. Sustainability, 16.10.3390/su16031080 ↗
78. Managing risks in main equipment projects for 5G construction: A case study based on techno-environment-economic-planning indicator framework10.1007/s11276-023-03511-5 ↗
79. Integrating unsupervised machine learning, statistical analysis, and Monte Carlo simulation to assess toxic metal contamination and salinization in non-rechargeable aquifers10.1016/j.rineng.2025.104989 ↗
80. Erdem, M., Özdemir, A., Kosunalp, S., and Iliev, T. (2025). Assessment of Sustainability and Risk Indicators in an Urban Logistics Network Analysis Considering a Business Continuity Plan. Appl. Sci., 15.10.3390/app15095145 ↗
81. Lai, R., Liu, S., and Wang, Y. (2025). Sustainable Operations: Risk Evolution and Diversification Strategies Throughout the Lifecycle of Wind Energy Public–Private Partnership Projects. Systems, 13.10.3390/systems13040237 ↗
82. Research on Risk Identification of Coal Mine Ventilation Systems Based on HFACS and Apriori Algorithm10.1155/adce/9579500 ↗
83. Mohsin, M., Yin, H., and Mehak, A. (2025). Assessing the impact of risk perception on fisheries performance: A structural equation modeling approach in coastal fisheries. Front. Mar. Sci., 12.10.3389/fmars.2025.1533220 ↗
84. Enhancing radiological risk evaluation through AI and HotSpot code integration: A Comparative study of LOCA and SGTR10.1016/j.radphyschem.2025.112580 ↗
85. An evaluation method for pipeline corrosion risk index weighting in beach and sea oil fields based on combined weighting with improved hierarchical analysis and Bayesian networks10.1016/j.apor.2025.104522 ↗
86. Enabling autonomous navigation: Adaptive multi-source risk quantification in maritime transportation10.1016/j.ress.2025.111118 ↗
87. Zhou, W., Abdullah, A., and Xu, X. (2025). Safety Risk Assessment of Deep Excavation for Metro Stations Using the Second Improved CRITIC Cloud Model. Buildings, 15.10.3390/buildings15081342 ↗
88. Kim, S.-G., Kwon, H.-I., Yoon, J.-S., Kim, C.-H., Heo, H., and Lee, C.-M. (2025). Site-Specific Hydrogeological Characterization for Radiological Safety: Integrating Groundwater Dynamics and Transport. Water, 17.10.3390/w17020186 ↗
89. Facilitating PET Imaging: Eco-Friendly Purification Using Solid-Phase Material for Labeling Metal-Based Radiopharmaceuticals10.1021/jacsau.5c00394 ↗
90. Razab, M.K.A.A., Nawi, N.M., Hadzuan, F.H.M., Abdullah, N.H., Muhamad, M., Sunaiwi, R., Ibrahim, F., Zin, F.A.M., and Noor, A.a.M. (2022). Fluorine-18 Fluorodeoxyglucose Isolation Using Graphene Oxide for Alternative Radiopharmaceutical Spillage Decontamination in PET Scan. Sustainability, 14.10.3390/su14084492 ↗
91. The Environmental Impact of Medical Imaging Agents and the Roadmap to Sustainable Medical Imaging10.1002/advs.202404411 ↗
92. Waste disposal and management in radiopharmaceuticals
93. Rotariu, T., Pulpea, D., Toader, G., Rusen, E., Diacon, A., Neculae, V., and Liggat, J. (2022). Peelable Nanocomposite Coatings: “Eco-Friendly” Tools for the Safe Removal of Radiopharmaceutical Spills or Accidental Contamination of Surfaces in General-Purpose Radioisotope Laboratories. Pharmaceutics, 14.10.3390/pharmaceutics14112360 ↗
94. The use of dose quantities in radiological protection: ICRP publication 147 Ann ICRP 50 (1) 202110.1088/1361-6498/abe548 ↗
95. Risk Assessment In Pet Radiopharmaceuticals Production: Planning The Implementation Of A Production Line Compliant with GMP Regulation10.24874/IJQR17.02-16 ↗
96. Artificial Intelligence in Nuclear Medicine: Opportunities, Challenges, and Responsibilities Toward a Trustworthy Ecosystem10.2967/jnumed.121.263703 ↗