SI Kuangzhong,NAN Mengdie,DU Xiaofeng,et al.Portrait analysis of 12 593 gastric cancer patients treated with traditional Chinese medicine[J]. Beijing Journal of Traditional Chinese Medicine,2024,43(10):1110-1115.
SI Kuangzhong,NAN Mengdie,DU Xiaofeng,et al.Portrait analysis of 12 593 gastric cancer patients treated with traditional Chinese medicine[J]. Beijing Journal of Traditional Chinese Medicine,2024,43(10):1110-1115. DOI: 10.16025/j.1674-1307.2024.10.007.
Portrait analysis of 12 593 gastric cancer patients treated with traditional Chinese medicine
To analyze the demographic characteristics, traditional Chinese medicine(TCM)syndromes,and medication patterns of 12 593 gastric cancer patients treated with TCM using portrait technology,and to preliminarily establish patient profiles for gastric cancer.
Methods
2
Data from gastric cancer patients treated at Dongzhimen Hospital of Beijing University of Chinese Medicine and Xiyuan Hospital of China Academy of Chinese Medical Sciences from January 1,2019,to December 31,2022,were retrieved from the institutional databases. Information on gender,age,TCM syndrome types,and Chinese medicine formulas was collected.Feature analysis of gastric cancer patients was performed using Python 3.12.0,R 4.2.3,Cytoscape 3.10.0,etc.,to explore medication pattern rules and present different profile characteristics through word clouds,association network graphs,and other forms.
Results
2
Based on characteristics such as gender,age,TCM syndrome,and core medications,12 593 gastric cancer patients were grouped into 4 clusters based on portrait cluster analysis.The first group consisted of 2 001 cases,with the predominant syndrome type being liver qi invading the stomach (58.6%).The second group had 3 461 cases,and the third group had 5 554 cases,both mainly presenting with phlegm-dampness accumulation syndrome and liver qi invading the stomach syndrome.The fourth group had 1 577 cases,with phlegm-dampness accumulation syndrome accounting for 33.5% and qi stagnation and blood stasis syndrome accounting for 28.7%.High-frequency drugs in the prescriptions included Atractylodis Macrocephalae Rhizoma,Poria,Astragali Radix Praeparata cum Melle/Astragali Radix,Codonopsis Radix,Citri Reticulatae Pericarpium,Angelicae Sinensis Radix,Glycyrrhizae Radix et Rhizoma Praeparata cum Melle/Glycyrrhizae Radix et Rhizoma,Galli Gigerii Endothelium Corneum,Pinelliae Rhizoma,and Amomi Fructus.The total frequency of the four qi categories was 475 times,with cold(36.2%),warm(32.0%),and neutral(21.7%)as the main types.The total frequency of the five flavors was 685 times,with bitter(33.7%),sweet(29.6%),and pungent(24.8%)as the primary tastes.The total frequency of meridian tropisms was 653 times,with the stomach meridian(20.9%),kidney meridian (17.3%),liver meridian (13.5%),and spleen meridian(12.7%)being the most common.High-frequency drugs and their characteristics related to flavors and meridians were consistent across the groups.The association rules for Groups 1,2,3,and 4 were 75,15,26,and 26,respectively.After group screening based on hierarchical tree and heat map results, five core prescriptions were identified.
Conclusion
2
Using portrait technology,12 593 gastric cancer patients treated with TCM were preliminarily categorized into four groups,reflecting their TCM syndromes and medication patterns.
关键词
画像胃癌中医药用药规律数据挖掘
Keywords
portraitgastric cancertraditional Chinese medicinemedication rulesdata mining
references
SUNG H,FERLAY J, SIEGEL RL, et al. Global Cancer Statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries[J]. CA Cancer J Clin, 2021,71(3):209-249.
ZHENG R, ZHANG S, ZENG H, et al. Cancer incidence and mortality in China, 2016[J]. J Natl Cancer Cent, 2022,2(1):1-9.
ARTHUR D, VASSILVITSKII S. k-means++: The advantages of careful seeding[R]. Stanford, 2006.
NIELSEN F. Introduction to HPC with MPI for data science[M]. Springer, 2016:195-211.
TIBSHIRANI R, WALTHER G, HASTIE T. Estimating the number of clusters in a data set via the gap statistic[J]. J R Stat Soc Series B Stat Methodol, 2001,63(2):411-423.
ROUSSEEUW PJ. Silhouettes: a graphical aid to the interpretation and validation of cluster analysis[J]. J Computat Appl Math, 1987,20:53-65.
ZHENG Z, KOHAVI R, MASON L. Real world performance of association rule algorithms[C]. Long Beach,CA: Proceedings of the seventh ACM SIGKDD international conference on knowledge discovery and data mining,2001.
Medication rules of Professor CAI Gan for treating functional constipation with TCM ointment based on data mining
Intervention effect of Jianpi Qingre Huoxue Formula on gastric cancer cells
Acupoint selection rules in acupuncture and moxibustion treatment for neurodermatitis and postherpetic neuralgia from the perspective of “treating different diseases with same method”
Summary of clinical evaluation research on evidence-based narrative of traditional Chinese medicine
Application of comprehensive evaluation methods in efficacy evaluation of traditional Chinese medicine
Related Author
CAI Gan
CONG Jun
GONG Biao
SHEN Yu
PAN Qi-hui
LIU Fengbin
LI Peiwu
XIE Jiali
Related Institution
Department of Digestion,Shuguang Hospital Affiliated to the Shanghai University of Chinese Medicine
The Second Xiangya Hospital, Central South University
The First Clinical School, Guangzhou University of Chinese Medicine
The First Affiliated Hospital of Guangzhou University of Chinese Medicine
Department of Urology, the Third Affiliated Hospital of Heilongjiang University of Chinese Medicine