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Accurate prediction method for pathogenic genetic variation

A technology for genetic variation and prediction methods, applied in special data processing applications, instruments, electrical digital data processing, etc. The effect of improving accuracy, improving interpretability and accuracy, improving reliability

Active Publication Date: 2018-08-03
成都奇恩生物科技有限公司
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AI Technical Summary

Problems solved by technology

[0003] Aiming at the above-mentioned deficiencies in the prior art, the present invention provides an accurate prediction method of pathogenic genetic variation, which solves the problem of incomplete clinical phenotype data, noise and inaccurate description in actual scenarios, which lead to the inability to carry out mutation-causing disease. The problem of accurate prediction of sex

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  • Accurate prediction method for pathogenic genetic variation
  • Accurate prediction method for pathogenic genetic variation
  • Accurate prediction method for pathogenic genetic variation

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Embodiment Construction

[0038] The specific embodiments of the present invention are described below so that those skilled in the art can understand the present invention, but it should be clear that the present invention is not limited to the scope of the specific embodiments. For those of ordinary skill in the art, as long as various changes Within the spirit and scope of the present invention defined and determined by the appended claims, these changes are obvious, and all inventions and creations using the concept of the present invention are included in the protection list.

[0039] In an embodiment of the present invention, an accurate prediction method of a pathogenic genetic variation, such as figure 1 shown, including the following steps:

[0040] S1: Collect the discovered and confirmed pathogenic variants from the ClinVar database, and then divide them into three categories according to the discovery time: database variants (discovered before 2013), training set positive variants (2013 to ...

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Abstract

The invention discloses an accurate prediction method for pathogenic genetic variation. Known pathogenic variations are classified into two types: database variation and training set positive variation; partial evidences in an ACMG guide are obtained through the database variation; training set positive genetic variation data and corresponding phenotypic data of a patient are simulated through a random extraction method; guide related features are calculated; phenotype related features are calculated by utilizing an ERIC-based calculation method; and in combination with existing pathogenicityjudgment related features, and by utilizing a machine learning algorithm, variation pathogenicity prediction performed by comprehensively considering genotype data and phenotype data is realized. Themethod solves the problem that accurate prediction of variation pathogenicity cannot be performed due to incomplete clinical phenotype data, noises and inaccurate description in an actual scene.

Description

technical field [0001] The invention relates to a prediction method, in particular to an accurate prediction method of pathogenic genetic variation. Background technique [0002] Rare disease genetic prediction refers to the process of finding causative genetic variants from a patient's genome that can explain the patient's clinical phenotype. Accurate and rapid genetic prediction is related to the later treatment, care and even life of patients. However, it is very difficult to accurately predict the pathogenic genetic variation. In actual scenarios, a series of problems such as incomplete clinical phenotype data, noise and inaccurate description make it impossible to accurately predict the pathogenicity of the variation. Contents of the invention [0003] Aiming at the above-mentioned deficiencies in the prior art, the present invention provides an accurate prediction method of pathogenic genetic variation, which solves the problem of incomplete clinical phenotype data,...

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Application Information

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IPC IPC(8): G06F19/12G06F19/18
CPCG16B5/00G16B20/00
Inventor 李其刚赵科研马欣
Owner 成都奇恩生物科技有限公司
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