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Tong D, Liu X, Shen Y. System dynamics modeling to predict hospitalization costs in adults with inguinal hernia: a single-centre study. Hernia 2025; 29:157. [PMID: 40317335 DOI: 10.1007/s10029-025-03348-1] [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: 01/22/2025] [Accepted: 04/14/2025] [Indexed: 05/07/2025]
Abstract
BACKGROUND This research aims to develop a novel methodology and provide innovative insights for accurately forecasting hospitalization expenses by developing an appropriate system dynamics model to predict hospital costs and simulate future trends. The findings are meant to serve as a guide for creating effective policies and measures to curb the growth in hospitalization costs. METHODS We selected adults who had inguinal hernia surgery at Beijing Chaoyang Hospital from January 2015 to December 2023 according to the inclusion and exclusion criteria. We identified the primary factors that influence hospitalization costs and conceptualized them as interconnected subsystems within the broader hospitalization cost system. We develop a system dynamics model of hospitalization costs using the stock-flow tree modeling framework based on flow-rate variables. RESULTS This study included a total of 23,696 adult patients who had inguinal hernia surgery. The simulation results for the period 2016 to 2033 were generated by running the model in Vensim simulation software. The forecast for 2033 predicts that hospitalization costs for adult inguinal hernia patients at Beijing Chaoyang Hospital will reach 81.28 million RMB. The number of surgeries will rise to 7,913, with 65% (5,104 surgeries) being outpatient procedures. The average cost per hospitalization will be 10,271.35 RMB. The elderly population among surgical patients is expected to increase to 5,323. For every 1,000 laparoscopic surgeries, 454 will be performed. For every 1,000 surgeries, 437 will involve the use of degradable mesh implants. The number of patients with severe comorbidities is expected to reach 6,403, and medication costs are forecasted to be 1.44 million RMB. CONCLUSIONS The system dynamics model for hospitalization costs effectively captures the relationships between multiple influencing factors and hospital expenses. The model's reliability and predictive results' credibility are indicated by the high alignment between simulated historical data and actual historical values. Hospitalization costs are projected to increase annually, while per capita hospitalization costs are expected to decrease. Factors such as an aging population, improved cost control policies, and the promotion of outpatient surgeries exert significant influence in this trend.
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Affiliation(s)
- Deyu Tong
- Beijing Chaoyang Hospital, Capital Medical University, Shijingshan District, Beijing, 100043, China
| | - Xiaoli Liu
- Department of Hernia and Abdominal Wall Surgery, Beijing Chaoyang Hospital, Capital Medical University, Number 5 Jingyuan Road, Shijingshan District, Beijing, 100043, China
| | - Yingmo Shen
- Department of Hernia and Abdominal Wall Surgery, Beijing Chaoyang Hospital, Capital Medical University, Number 5 Jingyuan Road, Shijingshan District, Beijing, 100043, China.
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Zhao B, Wu J, Feng XL. Testing the unintended cost effects of health policies for generic substitutions: the case of China's National Volume-Based Procurement (NVBP) policy. Health Policy Plan 2025; 40:194-205. [PMID: 39512190 PMCID: PMC11800987 DOI: 10.1093/heapol/czae101] [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: 05/07/2024] [Revised: 10/19/2024] [Accepted: 11/08/2024] [Indexed: 11/15/2024] Open
Abstract
Generic substitutions are globally considered to contain health expenditures. Yet it is uncertain whether the costs spill over to other medicines or health services. Contextualizing China's National Volume-Based Procurement (NVBP) policy, which promoted generic substitution, this study tests the changes in patients' utilization of generic medicines and whether the costs shift to other pharmaceutics or health services post-policy. This population-based, matched, cohort study uses claims data from Tianjin, China in 2018-2020. We focus on amlodipine, the most commonly used calcium channel blocker with the largest procurement volume. We build comparable post-policy cohorts: Non-switchers who kept using originator amlodipine, Pure-switchers who loyally switched to generic amlodipine, and Back-switchers who switched back-and-forth; and compare between each matched pair, respectively, their annual healthcare costs and that broken down by components, and patients' use of and adherence to amlodipine post-policy. In all, 1185 Pure-switchers, 1398 Back-switchers, and 2330 Non-switchers were identified (mean age: 63.0 years; 58.5% men). For the matched pairs, Pure-switchers (n = 772) incurred annual total medical costs of CNY 9213.5, 12.2% lower than Non-switchers [n = 1544, absolute difference CNY -1309.3, 95% confidence interval (-2645.8, -19.6)]. The cost reduction only results from amlodipine prescriptions in outpatient encounters and are equally borne by health plans and the enrolees. The costs for Pure-switchers and Non-switchers are not different from other medicines, nor from other items including tests, surgeries, beds, and medical consumables for hypertension-related encounters/admissions. Pure-switchers also had higher daily dosage and better adherence to amlodipine than Non-switchers. The differences between Back-switchers and Non-switchers show similar trends but are less profound. China's NVBP policy is effective in controlling pharmaceutical costs. No unintended cost effects have yet been identified in the short run. Other countries may learn from China on a comprehensive set of auxiliary policies, including listing, bidding, purchasing, and reimbursing, to better promote generic substitutions.
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Affiliation(s)
- Boya Zhao
- School of Public Health, Peking University, 38 Xueyuan Road, Haidian District, Beijing 100191, China
- School of Pharmaceutical Science and Technology, Tianjin University, 92 Weijin Road, Nankai District, Tianjin 300072, China
| | - Jing Wu
- School of Pharmaceutical Science and Technology, Tianjin University, 92 Weijin Road, Nankai District, Tianjin 300072, China
- Centre for Social Science Survey and Data, Tianjin University, 92 Weijin Road, Nankai District, Tianjin 300072, China
| | - Xing Lin Feng
- School of Public Health, Peking University, 38 Xueyuan Road, Haidian District, Beijing 100191, China
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Fu R, Chen Q, Lin Y, Lin Z, Zheng Z, Hu Z. Short-term and long-term effects of Sanming healthcare system reform on drug-related expenditures for rural patients with cancer in public hospitals: an interrupted time series analysis using segmented regression model in China. BMJ Open 2023; 13:e065586. [PMID: 36604122 PMCID: PMC9827248 DOI: 10.1136/bmjopen-2022-065586] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
OBJECTIVES To assess the effects of 'Sanming model' on drug-related expenditures. DESIGN Interrupted time series analysis with two time points was conducted to analyse the effects of 'Sanming model' using segmented regression model. SETTING Two hundred and eighty public hospitals in Fujian province in China. PARTICIPANTS A total of 777 171 inpatients and 792 743 outpatients with cancer who participated in New Rural Cooperative Medical Scheme (NRCMS) were included. INTERVENTIONS 'Sanming model' was issued by Sanming government in February 2013 and spread to other cities in Fujian province in January 2015. PRIMARY OUTCOME MEASURES Four drug-related expenditure variables. RESULTS Among inpatients, total drug expenditures and drug expenditures covered by NRCMS dropped instantly after the reform in all hospitals. Although there was insignificant change during the short-term reform period, the total drug expenditures and drug expenditures covered by NRCMS decreased at the rate of ¥20.3 (p=0.0099) and ¥18.8 (p=0.0341) per capita month-to-month during the long-term reform period in Sanming hospitals, respectively. Among outpatients, total drug expenditures and drug expenditures covered by NRCMS decreased at the rate of ¥20.8 (p=0.0335) and ¥18.4 (p=0.0242) per capita month-to-month during the short-term reform period in Sanming hospitals, respectively. However, the downward trend did not continue into the long term. The significant decreases in trend of drug expenditures uncovered by NRCMS were only observed after the reform in provincial hospitals. The ratio of drug expenditures to inpatient (outpatient) expenditures decreased after the reform in all hospitals. CONCLUSIONS 'Sanming model' had long-term effect in reducing total drug expenditures, drug ratio and drug expenditures covered by NRCMS for rural inpatients with cancer and only short-term positive effect for outpatients. However, there was limited effect of 'Sanming model' on drug expenditures uncovered by NRCMS. 'Sanming model' still needs to accumulate experiences and improves the reform measures dynamically.
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Affiliation(s)
- Rong Fu
- The School of Public Health, Department of Epidemiology and Health Statistics, Fujian Medical University, Fuzhou, China
| | - Qidong Chen
- The Second Affiliated Hospital, Fujian Medical University, Quanzhou, China
| | - Yulan Lin
- The School of Public Health, Department of Epidemiology and Health Statistics, Fujian Medical University, Fuzhou, China
| | - Zheng Lin
- The School of Public Health, Department of Epidemiology and Health Statistics, Fujian Medical University, Fuzhou, China
| | - Zhenquan Zheng
- The School of Health Management, Fujian Medical University, Fuzhou, China
| | - Zhijian Hu
- The School of Public Health, Department of Epidemiology and Health Statistics, Fujian Medical University, Fuzhou, China
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Li M, Zhang Z, Xue Q, Li Q, Jin X, Dong J, Cheng Q, You L, Lin H, Tang H, Shen L, Gao X, Hu J, Chao A, Li P, Shi R, Zheng S, Zhang Y, Xiong X, Yu W, Xia W. Efficacy of generic teriparatide and alendronate in Chinese postmenopausal women with osteoporosis: a prospective study. Arch Osteoporos 2022; 17:103. [PMID: 35900607 PMCID: PMC9334369 DOI: 10.1007/s11657-022-01131-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 06/13/2022] [Indexed: 02/08/2023]
Abstract
The efficacy of generic teriparatide in improving BMD at lumbar spine in patients with osteoporosis was similar to that of alendronate. It provided a new choice for osteoporosis treatment in Chinese population. INTRODUCTION To determine whether the efficacy of generic teriparatide is noninferior to alendronate for Chinese postmenopausal women with osteoporosis. METHODS Eligible patients were randomly assigned (2:1) in a 48-week, open-label design to receive 20 µg sc daily teriparatide or 70 mg oral weekly alendronate. Primary outcome was percentage change in BMD at the lumbar spine from baseline to 48 weeks and was assessed for non-inferiority. The same outcome was further assessed for superiority as a secondary endpoint. RESULTS Three hundred ninety-one and 196 participants were randomly assigned to the teriparatide or alendronate group, of whom 379 and 194 receiving at least one dose of teriparatide and alendronate treatment were eligible for the efficacy analysis. Teriparatide was non-inferior to alendronate for BMD change at lumbar spine (treatment difference: 0.7%, 95% CI: - 0.3 to 1.7%), which excluded the predefined non-inferiority margin of - 1.5%. However, teriparatide was not statistically superior to alendronate in improving BMD at lumbar spine (P = 0.169). At 48 weeks, changes in BMD at total hip were - 1.0% and 2.2% in teriparatide and alendronate group, respectively (P < 0.001). The incidence of new fracture showed no statistical difference between groups (P = 0.128). Serum P1NP and β-CTX levels significantly increased in the teriparatide group and markedly decreased in alendronate group (all P < 0.001 vs baseline). The adverse events (AEs) and serious AEs were more common in the teriparatide group than in the alendronate group, which were mainly teriparatide-related hypercalcemia, elevated alkaline phosphatase or parathyroid hormone, dizziness, and arthralgia. CONCLUSIONS Teriparatide was not inferior to alendronate in increasing BMD at lumbar spine in Chinese postmenopausal women, and they achieved these effects through different mechanisms.
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Affiliation(s)
- Mei Li
- Department of Endocrinology, National Health Commission Key Laboratory of Endocrinology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Zhenlin Zhang
- Department of Osteoporosis and Bone Disease, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, China
| | - Qingyun Xue
- Department of Orthopaedics, Beijing Hospital, National Center of Gerontology, Beijing, China
| | - Qifu Li
- Department of Endocrinology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiaolan Jin
- Department of Endocrinology, Western Theater Command General Hospital, Chengdu, China
| | - Jin Dong
- Department of Endocrinology, The First Affiliated Hospital of Shanxi Medical University, Taiyuan, China
| | - Qun Cheng
- Department of Osteoporosis and Bone Disease, Huadong Hospital Affiliated to Fudan University, Shanghai, China
| | - Li You
- Department of Endocrinology and Metabolism, Shanghai General Hospital, Shanghai Jiao Tong University, 100 Haining Road, Shanghai, China
| | - Hua Lin
- Department of Orthopaedics, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Hai Tang
- Department of Orthopedics, Beijing Friendship Hospital, Capital Medical University, No. 95 Yong'an Road, Xicheng District, Beijing, China
| | - Lin Shen
- Department of Integrated of Traditional Chinese and Western Medicine, Union Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, China
| | - Xin Gao
- Department of Endocrinology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Ji Hu
- Department of Obstetrics and Gynecology, The Second Affiliated Hospital of Soochow University, Soochow, China
| | - Aijun Chao
- Department of Orthopaedics, Tianjin Hospital, Tianjin, China
| | - Pengqiu Li
- Department of Endocrinology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, Chengdu, China
| | - Rui Shi
- Department of Orthopedics, West China Hospital, Sichuan University, Chengdu, China
| | - Shuhui Zheng
- Department of Orthopaedics, Heibei General Hospital, Zhengzhou, China
| | - Ying Zhang
- Department of Endocrinology, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Xiaojiang Xiong
- Department of Orthopedics Joint Disease Area, Chongqing Three Gorges Central Hospital, Chongqing, China
| | - Wei Yu
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Weibo Xia
- Department of Endocrinology, Key Laboratory of Endocrinology, NHC, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China.
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Long H, Yang Y, Geng X, Mao Z, Mao Z. Changing Characteristics of Pharmaceutical Prices in China Under Centralized Procurement Policy: A Multi-Intervention Interrupted Time Series. Front Pharmacol 2022; 13:944540. [PMID: 35910351 PMCID: PMC9335887 DOI: 10.3389/fphar.2022.944540] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 06/14/2022] [Indexed: 11/13/2022] Open
Abstract
Objective: National centralized drug procurement organized by the Chinese government currently represents the largest group purchasing organization worldwide, to establish a reasonable price formation mechanism. This study aimed to evaluate the effects of centralized procurement policy on drug price and price ratio in China. Method: Monthly drug procurement data of public medical institutions were extracted from the national procurement database, including 11 pilot cities and 36 months from January 2018 to December 2020. Centralized procured INNs (International Nonproprietary Names) (n = 25) and their alternative INNs (n = 96) were selected as study samples. Centralized procured INNs were divided into bid-winning and non-winning products according to the bidding results. Drug price, price distribution, and price ratio were measured. Multi-intervention interrupted time series analysis was performed to estimate the policy impacts in two centralized procurement periods. Results: The price of centralized procured INNs showed an immediate drop of 44.57% (β = -0.59, p < 0.001) at the policy implementation, among which bid-winning drugs decreased by 61.71% (β = -0.96, p < 0.001). No significant change in the price level or trends was found for non-winning products and alternative drugs in the first-year procurement period (all p-values > 0.05). During the second-year procurement period, alternative drugs in four therapeutic categories detected significant increases in the price level (all p-values < 0.05). The overall coefficient of variation of price distribution exhibited upward trends after policy implementation. Among the most centralized procured INNs, the price ratio between certificated generics (generics that have passed the consistency evaluation) and original drugs declined significantly after policy intervention (p < 0.05), whereas the price ratio between uncertificated and certificated generics increased significantly (p < 0.05). Conclusion: Chinese government-organized group purchasing resulted in prominent price reduction of bid-winning drugs. The policy observed a short-term “spillover” effect of synergistic price reduction, while the effect wore off after 1-year procurement period. The extremely dispersed price distribution, as well as unreasonable price ratios, requires further effective price regulation means.
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Affiliation(s)
- Hongfei Long
- Dong Fureng Economic and Social Development School, Wuhan University, Wuhan, China
- Global Health Institute, Wuhan University, Wuhan, China
| | - Ying Yang
- Global Health Institute, Wuhan University, Wuhan, China
- School of Public Health, Wuhan University, Wuhan, China
- *Correspondence: Ying Yang, ; Zongfu Mao, ; Zhenhua Mao,
| | - Xin Geng
- School of Public Health, Wuhan University, Wuhan, China
| | - Zongfu Mao
- Dong Fureng Economic and Social Development School, Wuhan University, Wuhan, China
- Global Health Institute, Wuhan University, Wuhan, China
- School of Public Health, Wuhan University, Wuhan, China
- *Correspondence: Ying Yang, ; Zongfu Mao, ; Zhenhua Mao,
| | - Zhenhua Mao
- Dong Fureng Economic and Social Development School, Wuhan University, Wuhan, China
- *Correspondence: Ying Yang, ; Zongfu Mao, ; Zhenhua Mao,
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Efficacy of Yigu® versus Aclasta® in Chinese postmenopausal women with osteoporosis: a multicenter prospective study. Arch Osteoporos 2022; 17:14. [PMID: 35020038 PMCID: PMC8755672 DOI: 10.1007/s11657-021-01052-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 12/16/2021] [Indexed: 02/03/2023]
Abstract
Zoledronic acid (ZOL) is a therapy inhibiting bone resorption. In this study, generic ZOL (Yigu®) showed its clinical efficacy consistency with original ZOL (Aclasta®) in Chinese postmenopausal women with osteoporosis. This study provides a practical basis for the application of Yigu® in Chinese population. INTRODUCTION Yigu® has been approved its bioequivalence to Aclasta®. However, the clinical efficacy and safety of Yigu® have not been evaluated yet. Here, we compared the effectiveness and safety between Yigu® and Aclasta® in Chinese postmenopausal women with osteoporosis and assessed the efficacy of intravenous infusion of ZOL. METHODS This was a randomized open-label, active-controlled study in postmenopausal women with osteoporosis of 14 clinical centers in China. Postmenopausal women with osteoporosis were recruited and randomized to receive a single infusion of 5 mg Yigu® or Aclasta®. The primary endpoint was the percentage change in bone mineral density (BMD) at lumbar spine after 12 months of treatment and was assessed for equivalence. The secondary endpoint was the percentage change in BMD at proximal femur after 12 months. Additional secondary endpoints were percentage changes in BMD at the above sites after 6 months of treatment and changes in bone turnover biomarkers during ZOL treatment. Safety was also evaluated and compared between two groups. RESULTS A total of 458 postmenopausal women with osteoporosis were enrolled (n = 227, Yigu®; n = 231, Aclasta®). The mean percentage change in the BMD had no statistical difference at the lumbar spine (5.32% vs 5.18%), total hip (2.72% vs 2.83%), and femoral neck (2.37% vs 2.81%) between Yigu® and Aclasta® groups after 12 months of treatment. The mean difference of BMD change at the lumbar spine after 12 months between two groups was 0.15% (95% CI: - 0.71 to 1.00, equivalence margin: - 1.5%, 1.5%), demonstrating the treatments were equivalent. Meanwhile, the decreases in the P1NP and β-CTX showed no difference between two groups after 14 days and 6 and 12 months of treatment. As regards the whole sample, BMD significantly increased after 12 months of treatment. Also, serum C-terminal telopeptide of type 1 collagen (β-CTX) and procollagen 1 N-terminal peptide (P1NP) significantly decreased at each visit period. The overall adverse events were comparable and quite well between two groups. CONCLUSION Intravenous infusion of zoledronic acid achieved the potent anti-resorptive effects which led to significant increase in BMD of Chinese postmenopausal women with osteoporosis. Yigu® was equivalent to Aclasta® with respect to efficacy and safety.
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