Research on diagnosis-related group grouping of inpatient medical expenditure in colorectal cancer patients based on a decision tree model
- PMID: 32607325
- PMCID: PMC7322429
- DOI: 10.12998/wjcc.v8.i12.2484
Research on diagnosis-related group grouping of inpatient medical expenditure in colorectal cancer patients based on a decision tree model
Abstract
Background: In 2018, the diagnosis-related groups prospective payment system (DRGs-PPS) was introduced in a trial operation in Beijing according to the requirements of medical and health reform. The implementation of the system requires that more than 300 disease types pay through the DRGs-PPS for medical insurance. Colorectal cancer (CRC), as a common malignant tumor with high prevalence in recent years, was among the 300 disease types.
Aim: To investigate the composition and factors related to inpatient medical expenditure in CRC patients based on disease DRGs, and to provide a basis for the rational economic control of hospitalization expenses for the diagnosis and treatment of CRC.
Methods: The basic material and cost data for 1026 CRC inpatients in a Grade-A tertiary hospital in Beijing during 2014-2018 were collected using the medical record system. A variance analysis of the composition of medical expenditure was carried out, and a multivariate linear regression model was used to select influencing factors with the greatest statistical significance. A decision tree model based on the exhaustive χ 2 automatic interaction detector (E-CHAID) algorithm for DRG grouping was built by setting chosen factors as separation nodes, and the payment standard of each diagnostic group and upper limit cost were calculated. The correctness and rationality of the data were re-evaluated and verified by clinical practice.
Results: The average hospital stay of the 1026 CRC patients investigated was 18.5 d, and the average hospitalization cost was 57872.4 RMB yuan. Factors including age, gender, length of hospital stay, diagnosis and treatment, as well as clinical operations had significant influence on inpatient expenditure (P < 0.05). By adopting age, diagnosis, treatment, and surgery as the grouping nodes, a decision tree model based on the E-CHAID algorithm was established, and the CRC patients were divided into 12 DRG cost groups. Among these 12 groups, the number of patients aged ≤ 67 years, and underwent surgery and chemotherapy or radiotherapy was largest; while patients aged > 67 years, and underwent surgery and chemotherapy or radiotherapy had the highest medical cost. In addition, the standard cost and upper limit cost in the 12 groups were calculated and re-evaluated.
Conclusion: It is important to strengthen the control over the use of drugs and management of the hospitalization process, surgery, diagnosis and treatment to reduce the economic burden on patients. Tailored adjustments to medical payment standards should be made according to the characteristics and treatment of disease types to improve the comprehensiveness and practicability of the DRGs-PPS.
Keywords: Colorectal cancer; Diagnosis-related groups; Health care cost; Length of stay.
©The Author(s) 2020. Published by Baishideng Publishing Group Inc. All rights reserved.
Conflict of interest statement
Conflict-of-interest statement: We have no financial relationships to disclose.
Figures
Similar articles
-
Study of Hospitalization Costs in Patients with Cerebral Ischemia Based on E-CHAID Algorithm.J Healthc Eng. 2022 May 2;2022:3978577. doi: 10.1155/2022/3978577. eCollection 2022. J Healthc Eng. 2022. PMID: 35548482 Free PMC article.
-
Analysis of hospitalization costs related to fall injuries in elderly patients.World J Clin Cases. 2021 Feb 26;9(6):1271-1283. doi: 10.12998/wjcc.v9.i6.1271. World J Clin Cases. 2021. PMID: 33644194 Free PMC article.
-
Cost Control of Treatment for Cerebrovascular Patients Using a Machine Learning Model in Western China.J Healthc Eng. 2021 Nov 22;2021:6158961. doi: 10.1155/2021/6158961. eCollection 2021. J Healthc Eng. 2021. PMID: 34853670 Free PMC article.
-
The impact of diagnosis-related group-based medical insurance payment model on the prognosis and nursing care of patients undergoing composite trabeculectomy: a retrospective cohort study.Front Public Health. 2025 May 21;13:1518546. doi: 10.3389/fpubh.2025.1518546. eCollection 2025. Front Public Health. 2025. PMID: 40469599 Free PMC article. Review.
-
The effects of DRGs-based payment compared with cost-based payment on inpatient healthcare utilization: A systematic review and meta-analysis.Health Policy. 2020 Apr;124(4):359-367. doi: 10.1016/j.healthpol.2020.01.007. Epub 2020 Jan 25. Health Policy. 2020. PMID: 32001043
Cited by
-
Study of Hospitalization Costs in Patients with Cerebral Ischemia Based on E-CHAID Algorithm.J Healthc Eng. 2022 May 2;2022:3978577. doi: 10.1155/2022/3978577. eCollection 2022. J Healthc Eng. 2022. PMID: 35548482 Free PMC article.
-
Does the disclosure of medical insurance information affect patients' willingness to adopt the diagnosis related groups system.Front Public Health. 2023 Aug 21;11:1136178. doi: 10.3389/fpubh.2023.1136178. eCollection 2023. Front Public Health. 2023. PMID: 37670832 Free PMC article.
-
Impact of Diagnosis-Related Groups (DRG) reform on cost homogeneity of treatment for patients with malignant tumours.Sci Rep. 2024 Sep 11;14(1):21212. doi: 10.1038/s41598-024-71917-y. Sci Rep. 2024. PMID: 39261579 Free PMC article.
-
MGATAF: multi-channel graph attention network with adaptive fusion for cancer-drug response prediction.BMC Bioinformatics. 2025 Jan 17;26(1):19. doi: 10.1186/s12859-024-05987-0. BMC Bioinformatics. 2025. PMID: 39825219 Free PMC article.
-
Application of DRGs in hospital medical record management and its impact on service quality.Int J Qual Health Care. 2022 Dec 2;34(4):mzac090. doi: 10.1093/intqhc/mzac090. Int J Qual Health Care. 2022. PMID: 36373874 Free PMC article.
References
-
- Richards F, 3rd, Pitluk H, Collier P, Powell S, Dion C, Struchen-Shellhorn W, Plunkett M. Reducing unnecessary Medicare hospital admissions for chest pain in Arizona and Florida. Prof Case Manag. 2008;13:74–84; quiz 85-86. - PubMed
-
- Epelboym I, Winner M, Allendorf JD. MRCP is not a cost-effective strategy in the management of silent common bile duct stones. J Gastrointest Surg. 2013;17:863–871. - PubMed
-
- Gutensohn W, Thiel E, Buschette S. Ecto-5'-nucleotidase as a leukemia marker. Adv Exp Med Biol. 1984;165 Pt B:249–253. - PubMed
LinkOut - more resources
Full Text Sources