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Novel coronavirus traditional Chinese medicine formula recommendation method and system based on collaborative filtering

A collaborative filtering algorithm, coronavirus technology, applied in the field of recommendation method and system of traditional Chinese medicine prescriptions for new coronavirus, can solve the problem of not being able to know the treatment effect

Active Publication Date: 2021-04-16
SHANDONG UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, it is still impossible to know whether the therapeutic effect is due to the main drug in the prescription, or whether the main components of the main drug play a therapeutic role or the overall effect of the prescription. In addition, since there is no specific therapeutic drug for Western medicine, it has great influence on the treatment and suppression of new crowns. Limitations, for traditional Chinese medicine prescriptions, use virtual screening to measure the ability of the drug and the new crown protein to verify the effect of the three medicines and three prescriptions on the new crown, and clarify the role of traditional Chinese medicine in the treatment of this new crown pneumonia

Method used

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  • Novel coronavirus traditional Chinese medicine formula recommendation method and system based on collaborative filtering
  • Novel coronavirus traditional Chinese medicine formula recommendation method and system based on collaborative filtering
  • Novel coronavirus traditional Chinese medicine formula recommendation method and system based on collaborative filtering

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Embodiment 1

[0032] Such as figure 1 As shown, this embodiment provides a novel coronavirus traditional Chinese medicine prescription recommendation method based on collaborative filtering algorithm, including:

[0033] S1: Obtain the compound of three medicines and three prescriptions of traditional Chinese medicine, carry out molecular docking of the compound and the new crown protein, and obtain the binding affinity of the compound and the protein;

[0034] S2: Screen compounds based on ADME screening, binding affinity and compound free energy docking threshold to obtain effective compounds;

[0035] S3: According to the molecular fingerprint of the effective compound contained in the traditional Chinese medicine, the molecular fingerprint of the traditional Chinese medicine is obtained, and the Chinese medicine-Chinese medicine similarity matrix is ​​constructed according to the molecular fingerprint of the traditional Chinese medicine and the characteristics of the efficacy and traits...

Embodiment 2

[0102] This embodiment provides a novel coronavirus traditional Chinese medicine prescription recommendation system based on a collaborative filtering algorithm, including:

[0103] The molecular docking module is configured to obtain the compounds of the three medicines and three prescriptions of traditional Chinese medicine, and perform molecular docking on the compounds and the new crown protein to obtain the binding affinity between the compounds and the protein;

[0104] The screening module is configured to screen compounds based on ADME screening, binding affinity and compound free energy docking threshold to obtain effective compounds;

[0105] The similarity calculation module is configured to obtain the molecular fingerprint of the traditional Chinese medicine according to the molecular fingerprint of the effective compound contained in the traditional Chinese medicine, and construct a traditional Chinese medicine-Chinese medicine similarity matrix according to the mo...

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Abstract

The invention discloses a novel coronavirus traditional Chinese medicine formula recommendation method and system based on collaborative filtering, and the method comprises the steps: obtaining a compound of a three-medicine three-formula traditional Chinese medicine, carrying out the molecular docking of the compound and a new coronaprotein, and obtaining the binding affinity of the compound and the protein; based on ADME screening, screening the compound by combining affinity and a compound free energy docking threshold value to obtain an effective compound; obtaining traditional Chinese medicine molecular fingerprints according to the molecular fingerprints of the effective compounds contained in the traditional Chinese medicines, and constructing a traditional Chinese medicine similarity matrix according to the traditional Chinese medicine molecular fingerprints and traditional Chinese medicine efficacy trait characteristics; and screening the candidate traditional Chinese medicines based on the traditional Chinese medicine similarity matrix and a collaborative filtering algorithm to obtain a traditional Chinese medicine prescription recommendation scheme. A three-medicine three-prescription traditional Chinese medicine compound and new coronavirus protein are subjected to molecular docking, the combining capacity of traditional Chinese medicines and traditional Chinese medicine prescriptions and the new coronavirus protein is measured, meanwhile, traditional Chinese medicine prescriptions are recommended based on a collaborative filtering algorithm, and the effectiveness of the traditional Chinese medicine prescriptions on new coronavirus treatment is verified.

Description

technical field [0001] The invention relates to the technical field of drug recommendation, in particular to a method and system for recommending prescriptions of novel coronavirus traditional Chinese medicine based on collaborative filtering. Background technique [0002] The statements in this section merely provide background information related to the present invention and do not necessarily constitute prior art. [0003] At present, there are still no specific drugs that can achieve effective efficacy in the treatment of new coronary pneumonia. Although some studies have shown that chloroquine and remdesivir have certain curative effects, such as the articles on chloroquine published by Zhong Nanshan and others, it can effectively reduce the infection time; the experiment on the treatment of rhesus monkeys with new crown infection by remdesivir showed that after remdesivir The virus load in the lungs of animals treated with Wei was significantly reduced, and the damage...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/9536G16H20/10G16B15/00G16C20/30G16C20/50
Inventor 杨帆薛付忠张琪李江冰薛浩
Owner SHANDONG UNIV
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