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Tang, X., Lou, Y., Sun, S., Memedi, M., Hiyoshi, A., Montgomery, S., . . . Cao, Y. (2026). Evaluation of COVID-19 policy efficiency in 27 European OECD countries: a data envelopment analysis. BMC Health Services Research, 26(1), Article ID 528.
Open this publication in new window or tab >>Evaluation of COVID-19 policy efficiency in 27 European OECD countries: a data envelopment analysis
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2026 (English)In: BMC Health Services Research, E-ISSN 1472-6963, Vol. 26, no 1, article id 528Article in journal (Refereed) Published
Abstract [en]

Background: The COVID-19 pandemic compelled governments worldwide to adopt diverse public health and economic policies. However, the relative efficiency of these interventions across European countries has not been comprehensively evaluated. This study assessed the efficiency of COVID-19 policy responses in 27 European countries of the Organization for Economic Co-operation and Development (OECD), with the aim of identifying factors associated with effective pandemic management. The time period of this study is from January 1, 2020 to December 31, 2022.

Methods: A data envelopment analysis (DEA) framework was applied to evaluate the efficiency of national responses. Policy inputs, including healthcare resources, economic support, and stringency indices, were assessed against outputs reflecting adverse outcomes, namely COVID-19 cases, mortality, and virus transmission. Data were obtained from the Oxford COVID-19 Government Response Tracker and other publicly available international databases.

Results: Marked heterogeneity in policy efficiency was observed. Countries that implemented early, stringent, and adaptive measures demonstrated superior efficiency scores. Italy, Greece, and Austria consistently ranked among the most efficient, while nations with delayed or inflexible strategies performed less effectively despite comparable resource availability. Importantly, policy flexibility and dynamic adjustment to epidemiological trends emerged as critical determinants of sustained efficiency.

Conclusions: This study provides a robust comparative evaluation of COVID-19 policy efficiency across European OECD countries. The findings emphasize that timeliness of interventions, adaptability of policy measures, and judicious resource allocation were more influential than absolute resource capacity. Incorporating efficiency assessments into pandemic preparedness strategies may enhance resilience and inform evidence-based decision-making for future global health emergencies.

Place, publisher, year, edition, pages
BioMed Central (BMC), 2026
Keywords
COVID-19 pandemic, Data envelopment analysis, Efficiency, Evidence-based evaluation, Health policy
National Category
Epidemiology Public Health, Global Health and Social Medicine Health Care Service and Management, Health Policy and Services and Health Economy
Identifiers
urn:nbn:se:umu:diva-252559 (URN)10.1186/s12913-026-14508-z (DOI)001741505500001 ()41965651 (PubMedID)2-s2.0-105035877553 (Scopus ID)
Funder
Swedish Research Council, 2022–06297
Available from: 2026-05-04 Created: 2026-05-04 Last updated: 2026-05-04Bibliographically approved
Tang, X., Memedi, M., Sun, S., Hiyoshi, A., Montgomery, S. & Cao, Y. (2026). Machine learning-based 4-domain framework for evaluating COVID-19 policy responses: a counterfactual analysis of 27 European OECD countries. International Journal of Infectious Diseases, 166, Article ID 108528.
Open this publication in new window or tab >>Machine learning-based 4-domain framework for evaluating COVID-19 policy responses: a counterfactual analysis of 27 European OECD countries
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2026 (English)In: International Journal of Infectious Diseases, ISSN 1201-9712, E-ISSN 1878-3511, Vol. 166, article id 108528Article in journal (Refereed) Published
Abstract [en]

Objectives: European countries implemented highly diverse mitigation policies during the COVID-19 pandemic, ranging from strict nationwide lockdowns to more voluntary approaches. This study aims to understanding how timing, stringency, and comprehensiveness of policy responses influenced epidemic trajectories by applying machine learning-based counterfactual analysis.

Methods: Data from 27 European OECD countries between January 2020 and December 2022 were analysed. Daily epidemiological data, including COVID-19 cases, deaths, effective reproduction number were linked with government response indicators, demographics, vaccination, testing, and mobility data. Temporal Fusion Transformer (TFT) models were applied for multi-horizon time series forecasting by capturing nonlinear relationships between policy response indicators and COVID-19 outcome variables. Simulations were conducted under eight hypothetical response scenarios, ranging from the loosest to the strictest policy bundles. The impacts of policy responses on COVID-19 outcomes were assessed by comparing the counterfactual scenarios with the factual outcomes.

Results: TFT models achieved excellent predictive accuracy (percentage mean absolute error '10%). The strictest responses were associated with reduced daily COVID-19 cases by over 10% in several countries, notably Hungary, Switzerland, and Turkey, while the loosest responses were associated with increased incidence by 10-20%, with the highest value observed in Poland. Associations with mortality were smaller and heterogeneous, with potentially maximum reductions of 7-10% in Belgium, Portugal, and Switzerland under strict scenarios. Over early relaxation from the restrictions might lead to outcomes as adverse as those under continuously loose policies. Feature importance analyses highlighted restrictions on mobility and gatherings, vaccination, testing, and fiscal measures as dominant drivers, alongside country-level factors such as age structure and chronic disease burden.

Conclusion: The TFT-based machine learning framework demonstrated favourable feasibility and interpretability, reinforcing its value in guiding policy decisions. Comprehensive, multi-domain interventions outperformed partial or short-lived restrictions. Lifting measures before achieving sufficient immunity and epidemic control posed substantial risks. Stringent policies reduced transmission, but their impact on mortality was constrained, which might be due to demographic and systemic vulnerabilities. Adaptive, data-driven strategies integrating epidemiology, policy, and structural context are essential to strengthen policy responses against future pandemics.

Place, publisher, year, edition, pages
Elsevier, 2026
Keywords
Counterfactual analysis, COVID-19, Europe, Machine learning, Policy response
National Category
Epidemiology Public Health, Global Health and Social Medicine
Identifiers
urn:nbn:se:umu:diva-252388 (URN)10.1016/j.ijid.2026.108528 (DOI)001736355300001 ()41819158 (PubMedID)2-s2.0-105035303688 (Scopus ID)
Funder
Swedish Research Council, 2022-06297
Available from: 2026-04-23 Created: 2026-04-23 Last updated: 2026-04-23Bibliographically approved
Tang, X., Sun, S., Memedi, M., Hiyoshi, A., Montgomery, S. & Cao, Y. (2025). Cost-effectiveness of preventive COVID-19 interventions: a systematic review and network meta-analysis of comparative economic evaluation studies based on real-world data. Journal of Global Health, 15, Article ID 04017.
Open this publication in new window or tab >>Cost-effectiveness of preventive COVID-19 interventions: a systematic review and network meta-analysis of comparative economic evaluation studies based on real-world data
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2025 (English)In: Journal of Global Health, ISSN 2047-2978, E-ISSN 2047-2986, Vol. 15, article id 04017Article in journal (Refereed) Published
Abstract [en]

Background: There is a knowledge gap regarding the effectiveness and utility of various preventive interventions during the COVID-19 pandemic. In this study, we aimed to evaluate the cost-effectiveness of various COVID-19 preventive interventions, including non-medical interventions (NMIs) and vaccination programs, using real-world data across different demographic and socioeconomic contexts worldwide.

Methods: We searched Medline, Cochrane Library, Embase, and Web of Science Core Collection from December 2019 to March 2024. We identified 75 studies which compared 34 COVID-19 preventive interventions. We conducted a network meta-analysis to assess the incremental net benefits (INB) of these interventions from both societal and health care system perspectives. We adjusted purchasing power parity (PPP) and standardised willingness to pay (WTP) to enhance the comparability of cost-effectiveness across different economic levels. We performed sensitivity and subgroup analyses to examine the robustness of the results.

Results: Movement restrictions and expanding testing emerged as the most cost-effective strategies from a societal perspective, with WTP-standardised INB values of USD 21 050 and USD 11 144. In contrast, combinations of NMIs with vaccination were less cost-effective, particularly in high-income regions. From a health care system perspective, vaccination plus distancing and test, trace, and isolate strategy were highly cost-effective, while masking requirements were less economically viable. The effectiveness of interventions varied significantly across different economic contexts, underlining the necessity for region-specific strategies. Conclusions: In this study, we highlight significant variations in the cost-effectiveness of COVID-19 preventive interventions. Tailoring strategies to specific regional economic and infrastructural conditions is crucial. Continuous evaluation and adaptation of these strategies are essential for effective management of ongoing and future public health threats.

Registration: PROSPERO: CRD42023385169.

Place, publisher, year, edition, pages
International Society of Global Health, 2025
National Category
Epidemiology Public Health, Global Health and Social Medicine Health Care Service and Management, Health Policy and Services and Health Economy
Identifiers
urn:nbn:se:umu:diva-236462 (URN)10.7189/jogh.15.04017 (DOI)001437574000001 ()39977668 (PubMedID)2-s2.0-85219278619 (Scopus ID)
Funder
Swedish Research Council, 2022-06297
Available from: 2025-03-20 Created: 2025-03-20 Last updated: 2025-03-20Bibliographically approved
Vu Nu, A., Van Hoang, M., Lindholm, L., Sahlen, K.-G., Nguyen, C. T. & Sun, S. (2024). A systematic review on the direct approach to elicit the demand-side cost-effectiveness threshold: implications for low- and middle-income countries. PLOS ONE, 19(2), Article ID e0297450.
Open this publication in new window or tab >>A systematic review on the direct approach to elicit the demand-side cost-effectiveness threshold: implications for low- and middle-income countries
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2024 (English)In: PLOS ONE, E-ISSN 1932-6203, Vol. 19, no 2, article id e0297450Article, review/survey (Refereed) Published
Abstract [en]

Several literature review studies have been conducted on cost-effectiveness threshold values. However, only a few are systematic literature reviews, and most did not investigate the different methods, especially in-depth reviews of directly eliciting WTP per QALY. Our study aimed to 1) describe the different direct approach methods to elicit WTP/QALY; 2) investigate factors that contribute the most to the level of WTP/QALY value; and 3) investigate the relation between the value of WTP/QALY and GDP per capita and give some recommendations on feasible methods for eliciting WTP/QALY in low- and middle-income countries (LMICs). A systematic review concerning select studies estimating WTP/QALY from a direct approach was carried out in seven databases, with a cut off date of 03/2022. The conversion of monetary values into 2021 international dollars (i$) was performed via CPI and PPP indexes. The influential factors were evaluated with Bayesian model averaging. Criteria for recommendation for feasible methods in LMICs are made based on empirical evidence from the systematic review and given the resource limitation in LMICs. A total of 12,196 records were identified; 64 articles were included for full-text review. The WTP/QALY method and values varied widely across countries with a median WTP/QALY value of i$16,647.6 and WTP/QALY per GDP per capita of 0.53. A total of 11 factors were most influential, in which the discrete-choice experiment method had a posterior probability of 100%. Methods for deriving WTP/QALY vary largely across studies. Eleven influential factors contribute most to the level of values of WTP/QALY, in which the discrete-choice experiment method was the greatest affected. We also found that in most countries, values for WTP/QALY were below 1 x GDP per capita. Some important principles are addressed related to what LMICs may be concerned with when conducting studies to estimate WTP/QALY.

Place, publisher, year, edition, pages
Public Library of Science (PLoS), 2024
National Category
Economics Health Care Service and Management, Health Policy and Services and Health Economy
Identifiers
urn:nbn:se:umu:diva-221104 (URN)10.1371/journal.pone.0297450 (DOI)001164302700087 ()38329955 (PubMedID)2-s2.0-85184572881 (Scopus ID)
Funder
Familjen Erling-Perssons Stiftelse
Available from: 2024-02-29 Created: 2024-02-29 Last updated: 2025-04-24Bibliographically approved
Vu Quynh, M., Van Minh, H., Lindholm, L., Sun, S., Kim, G. B. & Sahlen, K.-G. (2024). Acceptability of the use of health related quality of life measurements for decision-making in healthcare science in Vietnam: a qualitative study. BMJ Open, 14(8), Article ID e082405.
Open this publication in new window or tab >>Acceptability of the use of health related quality of life measurements for decision-making in healthcare science in Vietnam: a qualitative study
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2024 (English)In: BMJ Open, E-ISSN 2044-6055, Vol. 14, no 8, article id e082405Article in journal (Refereed) Published
Abstract [en]

OBJECTIVE: This study was conducted with the objective of exploring the usage of health-related quality of life (HRQOL) outcomes and willingness of health technology assessment (HTA) and public health stakeholders to use the EQ-5D-5L instrument in healthcare decision-making processes in Vietnam.

METHOD: In this qualitative study, 11 interviews were held with key stakeholders involved in healthcare decision-making for HTA between June 2021 and June 2022. The interviewees included members of the Vietnamese pharmacoeconomic council and public-health professionals from a diverse array of regions of Vietnam. The data collection involved obtaining verbal consent, warm-up discussions and interviews conducted via Zoom, with subsequent verification by interviewees. The analysis employed a theoretical thematic approach, adopting a deductive methodology to identify and analyse underlying ideas and meanings within the empirical data.

RESULTS: This study highlights the general importance and viability of HRQOL measures, and more particularly the EQ-5D-5L instrument, in healthcare decision-making in Vietnam. Challenges have been identified, including insufficient recognition, interpretation, standardisation and educational initiatives relating to HRQOL measurements. This study advocates for official training programmes on HRQOL measurements, guidelines for the application of the EQ-5D-5L and an open HRQOL database in Vietnam. Concerns regarding validity and outcome variation in HRQOL measurements underline the necessity for continuous psychometric properties assessments and regular updates to national HRQOL data in the Vietnamese context.

CONCLUSION: HRQOL outcomes are important, and Vietnamese stakeholders express a readiness to employ the EQ-5D-5L in healthcare decision-making, especially HTA. Nevertheless, HRQOL measurements, including the EQ-5D-5L, are currently inadequately used in Vietnam, and further efforts are required to improve utilisation.

Keywords
health economics, health policy, quality of life
National Category
Health Care Service and Management, Health Policy and Services and Health Economy
Identifiers
urn:nbn:se:umu:diva-229569 (URN)10.1136/bmjopen-2023-082405 (DOI)001311630200001 ()39179276 (PubMedID)2-s2.0-85202267350 (Scopus ID)
Funder
Familjen Erling-Perssons Stiftelse
Available from: 2024-09-16 Created: 2024-09-16 Last updated: 2025-04-24Bibliographically approved
Vu Thi Quynh, M., Lindholm, L., Minh, H. V., Sun, S., Giang, K. B. & Sahlen, K.-G. (2024). Cost-effectiveness of consolidation durvalumab for inoperable stage III non-small cell lung cancer in Vietnam. BMJ Open, 14(8), Article ID e083895.
Open this publication in new window or tab >>Cost-effectiveness of consolidation durvalumab for inoperable stage III non-small cell lung cancer in Vietnam
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2024 (English)In: BMJ Open, E-ISSN 2044-6055, Vol. 14, no 8, article id e083895Article in journal (Refereed) Published
Abstract [en]

Background: This study aimed to assess the cost-effectiveness of durvalumab as a treatment option for patients with inoperable stage III non-small cell lung cancer (NSCLC) from healthcare and partial societal perspectives in Vietnam.

Method: A lifetime partitioned survival model was used to evaluate the costs and quality-adjusted life years (QALYs) associated with consolidation durvalumab in comparison with the standard of care alone. Local costs and utilities were incorporated into the model. In the base-case analysis, no discount was applied to the acquisition cost of durvalumab. Scenario-based, one-way and probabilistic-sensitivity analyses were conducted.

Results: The base-case analysis revealed that the intervention resulted in an increase of 1.38 life years or 1.08 QALYs for patients, but the intervention was not deemed cost-effective from either perspective in the base-case analysis. However, with a 70% reduction in the durvalumab acquisition cost, the intervention was observed to be cost-effective when evaluated from a healthcare perspective and when examining the undiscounted results from a partial societal standpoint.

Conclusion: This study provides evidence regarding the cost-effectiveness of durvalumab for the treatment of inoperable stage III NSCLC in Vietnam for various scenarios. The intervention was not cost-effective at full acquisition cost, but it is important to acknowledge that cost-effectiveness arguments alone cannot solely guide decision-makers in Vietnam; other criteria, such as budget impact and ethical concerns, are crucial factors to consider in decision-making processes.

Place, publisher, year, edition, pages
BMJ Publishing Group Ltd, 2024
Keywords
health economics, lung diseases, chemotherapy
National Category
Health Care Service and Management, Health Policy and Services and Health Economy Cancer and Oncology
Identifiers
urn:nbn:se:umu:diva-232377 (URN)10.1136/bmjopen-2024-083895 (DOI)001317547400001 ()39214656 (PubMedID)2-s2.0-85203112287 (Scopus ID)
Funder
Familjen Erling-Perssons Stiftelse
Available from: 2024-11-28 Created: 2024-11-28 Last updated: 2024-11-28Bibliographically approved
Sun, S., Stenberg, E., Luo, N., Franklin, K. A., Lindholm, L., Sahlen, K.-G. & Cao, Y. (2024). SF-6D normative values among patients undergoing bariatric surgery: results based on real-world evidence from the Scandinavian obesity surgery registry (SOREG). Obesity Surgery, 34, 558-567
Open this publication in new window or tab >>SF-6D normative values among patients undergoing bariatric surgery: results based on real-world evidence from the Scandinavian obesity surgery registry (SOREG)
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2024 (English)In: Obesity Surgery, ISSN 0960-8923, E-ISSN 1708-0428, Vol. 34, p. 558-567Article in journal (Refereed) Published
Abstract [en]

Background: The SF-6D index can be used to calculate quality-adjusted life years in economic evaluations, which is required by reimbursement agencies and national advisory bodies, including the Swedish ones. However, despite that SF-36 has been largely applied among patients undergoing bariatric surgery, almost no study has accessed the short form six-dimensions (SF-6D) after bariatric surgery.

Aim: To establish normative values for the SF-6D index among patients undergoing bariatric surgery.

Materials and Methods: All patients who received bariatric surgery in Sweden between 2011–01-01 and 2019–03-31 were obtained from the Scandinavian Obesity Surgery Registry (SOReg). Information includes patients’ sociodemographic characteristics, details regarding the procedure, and postsurgical conditions. The SF-36 is applied at baseline and at follow-up years 1, 2, and 5. The multiple sequential imputation method was applied to handle missingness on SF-6D items. Based on the UK tariff, the SF-6D preference scores were calculated. The normative values for the mean (SD) SF-6D index were reported by timepoint and surgical complications for men and women, respectively. Multivariate analyses were applied to investigate how the SF-6D index is associated with timepoint, controlling for age, sex, BMI, and comorbidities in a stepwise manner.

Results: The SF-6D index increased at 1 year relative to baseline and was roughly maintained at the same level at 2 years. The normative value of the SF-6D index can be used in economic evaluations for bariatric surgery. 

Place, publisher, year, edition, pages
Springer, 2024
Keywords
Bariatric surgery, Health preference, Normative value, Quality-adjusted life years, Real-world data, SF-6D
National Category
Surgery
Identifiers
urn:nbn:se:umu:diva-219487 (URN)10.1007/s11695-023-07024-0 (DOI)001137720100005 ()38189900 (PubMedID)2-s2.0-85181716238 (Scopus ID)
Funder
Forte, Swedish Research Council for Health, Working Life and Welfare, 2018–00896
Available from: 2024-01-24 Created: 2024-01-24 Last updated: 2025-03-26Bibliographically approved
Sun, S., Jonsson, H., Sahlen, K.-G., Andén, M., Beckman, L. & Fransson, P. (2023). Is ultra-hypo-fractionated radiotherapy more cost-effective relative to conventional fractionation in treatment of prostate cancer? A cost–utility analysis alongside a randomized HYPO-RT-PC trial. European Journal of Health Economics, 24, 237-246
Open this publication in new window or tab >>Is ultra-hypo-fractionated radiotherapy more cost-effective relative to conventional fractionation in treatment of prostate cancer? A cost–utility analysis alongside a randomized HYPO-RT-PC trial
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2023 (English)In: European Journal of Health Economics, ISSN 1618-7598, E-ISSN 1618-7601, Vol. 24, p. 237-246Article in journal (Refereed) Published
Abstract [en]

Background: Economic evidence for comparing low fraction with ultra-hypo fractionated (UHF) radiation therapy in the treatment of intermediate-to-high-risk prostate cancer (PC) is lacking, especially in Europe. This study presents an economic evaluation performed alongside an ongoing clinical trial.

Aim: To investigate up to 6 years’ follow-up whether conventional fractionation (CF, 78.0 Gy in 39 fractions, 5 days per week for 8 weeks) is more cost-effective than UHF (42.7 Gy in 7 fractions, 3 days per week for 2.5 weeks inclusive of 2 weekends) radiotherapy in treatment for patients with intermediate-to-high-risk PC.

Method: HYPO-RT-PC trial is an open-label, randomized, multicenter (10 in Sweden; 2 in Denmark) phase-3 trial. Patients from Sweden (CF 434; UHF 445) were included in this study. The trial database was linked to the National Patient Registry (NPR). Costs for inpatient/non-primary outpatient care for each episode were retrieved. For calculating Quality-adjusted life years (QALYs), the EORTC QLQ-C30 questionnaire was mapped to the EQ-5D-3L index. Multivariable regression analyses were used to compare the difference in costs and QALYs, adjusting for age and baseline costs, and health status. The confidence interval for the difference in costs, QALYs and incremental cost-effectiveness ratio effectiveness ratio (ICER) was estimated by the bootstrap percentile method.

Results: No significant differences were found in ICER between the two arms after 6 years of follow-up.

Conclusion: The current study did not support that the ultra-hypo-fractionated treatment was more cost-effective than the conventional fraction treatment up to the sixth year of the trial.

Place, publisher, year, edition, pages
Springer, 2023
Keywords
Cost–utility analysis, Prostate cancer, Within-trial economic evaluation, Radiotherapy, Intermediate-to-highrisk cancer
National Category
Cancer and Oncology
Research subject
Radiography; Economics
Identifiers
urn:nbn:se:umu:diva-194827 (URN)10.1007/s10198-022-01467-5 (DOI)000797784900001 ()35587847 (PubMedID)2-s2.0-85130499893 (Scopus ID)
Funder
Prostatacancerförbundet
Available from: 2022-05-19 Created: 2022-05-19 Last updated: 2023-07-13Bibliographically approved
Sun, S., Stenberg, E., Cao, Y., Lindholm, L., Sahlen, K.-G., Franklin, K. A. & Luo, N. (2023). Mapping the obesity problems scale to the SF-6D: results based on the Scandinavian Obesity Surgery Registry (SOReg). European Journal of Health Economics, 24, 279-292
Open this publication in new window or tab >>Mapping the obesity problems scale to the SF-6D: results based on the Scandinavian Obesity Surgery Registry (SOReg)
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2023 (English)In: European Journal of Health Economics, ISSN 1618-7598, E-ISSN 1618-7601, Vol. 24, p. 279-292Article in journal (Refereed) Published
Abstract [en]

BACKGROUND: Obesity Problem Scale (OP) is a widely applied instrument for obesity, however currently calculation of health utility based on OP is not feasible as it is not a preference-based measure. Using data from the Scandinavian Obesity Surgery Registry (SOReg), we sought to develop a mapping algorithm to estimate SF-6D utility from OP. Furthermore, to test whether the mapping algorithm is robust to the effect of surgery.

METHOD: The source data SOReg (n = 36 706) contains both OP and SF-36, collected at pre-surgery and at 1, 2 and 5 years post-surgery. The Ordinary Least Square (OLS), beta-regression and Tobit regression were used to predict the SF-6D utility for different time points respectively. Besides the main effect model, different combinations of patient characteristics (age, sex, Body Mass Index, obesity-related comorbidities) were tested. Both internal validation (split-sample validation) and validation with testing the mapping algorithm on a dataset from other time points were carried out. A multi-stage model selection process was used, accessing model consistency, parsimony, goodness-of-fit and predictive accuracy. Models with the best performance were selected as the final mapping algorithms.

RESULTS: The final mapping algorithms were based on OP summary score using OLS models, for pre- and post-surgery respectively. Mapping algorithms with different combinations of patients' characteristics were presented, to satisfy the user with a different need.

CONCLUSION: This study makes available algorithms enabling crosswalk from the Obesity Problem Scale to the SF-6D utility. Different mapping algorithms are recommended for the mapping of pre- and post-operative data.

Place, publisher, year, edition, pages
Springer-Verlag New York, 2023
Keywords
Cross-walk, Health utility, Mapping, Obesity, Obesity-problem scale (OP), Quality of life (QOL), SF-6D
National Category
Surgery
Identifiers
urn:nbn:se:umu:diva-202669 (URN)10.1007/s10198-022-01473-7 (DOI)000798119000001 ()35596099 (PubMedID)2-s2.0-85130222208 (Scopus ID)
Funder
Forte, Swedish Research Council for Health, Working Life and Welfare, 2018–00896
Available from: 2023-01-12 Created: 2023-01-12 Last updated: 2025-03-26Bibliographically approved
Sun, S., Stenberg, E., Lindholm, L., Sahlen, K.-G., Franklin, K. A., Luo, N. & Cao, Y. (2023). Prediction of quality-adjusted life years (QALYs) after bariatric surgery using regularized linear regression models: results from a Swedish nationwide quality register. Obesity Surgery, 33(8), 2452-2462
Open this publication in new window or tab >>Prediction of quality-adjusted life years (QALYs) after bariatric surgery using regularized linear regression models: results from a Swedish nationwide quality register
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2023 (English)In: Obesity Surgery, ISSN 0960-8923, E-ISSN 1708-0428, Vol. 33, no 8, p. 2452-2462Article in journal (Refereed) Published
Abstract [en]

Purpose: To investigate whether the quality-adjusted life years (QALYs) of the patients who underwent bariatric surgery could be predicted using their baseline information.

Materials and Methods: All patients who received bariatric surgery in Sweden between January 1, 2011 and March 31, 2019 were obtained from the Scandinavian Obesity Surgery Registry (SOReg). Baseline information included patients' sociodemographic characteristics, details regarding the procedure, and postsurgical conditions. QALYs were assessed by the SF-6D at follow-up years 1 and 2. The general and regularized linear regression models were used to predict postoperative QALYs.

Results: All regression models demonstrated satisfactory and comparable performance in predicting QALYs at follow-up year 1, with R2 and relative root mean squared error (RRMSE) values of about 0.57 and 9.6%, respectively. The performance of the general linear regression model increased with the number of variables; however, the improvement was ignorable when the number of variables was more than 30 and 50 for follow-up years 1 and 2, respectively. Although minor L1 and L2 regularization provided better prediction ability, the improvement was negligible when the number of variables was more than 20. All the models showed poorer performance for predicting QALYs at follow-up year 2.

Conclusions: Patient characteristics before bariatric surgery including health related quality of life, age, sex, BMI, postoperative complications within six weeks, and smoking status, may be adequate in predicting their postoperative QALYs after one year. Understanding these factors can help identify individuals who require more personalized and intensive support before, during, and after surgery. 

Place, publisher, year, edition, pages
Springer, 2023
Keywords
Bariatric surgery, Prediction, Quality-adjusted life years, Real-world data, SF-6D
National Category
Surgery
Identifiers
urn:nbn:se:umu:diva-210892 (URN)10.1007/s11695-023-06685-1 (DOI)001013018400001 ()37322243 (PubMedID)2-s2.0-85161825147 (Scopus ID)
Funder
Forte, Swedish Research Council for Health, Working Life and Welfare, 2018–00896
Available from: 2023-06-28 Created: 2023-06-28 Last updated: 2025-03-26Bibliographically approved
Projects
Health Outcomes and Resource Utilization for Bariatric Surgery: Real World Evidence from Sweden [2018-00896_Forte]; Umeå University
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-5948-3025

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