Feature Screening Method and Apparatus, Storage Medium and Electronic Device

    公开(公告)号:US20240347136A1

    公开(公告)日:2024-10-17

    申请号:US18036947

    申请日:2022-08-17

    摘要: Disclosed are a feature screening method and apparatus, a storage medium, and an electronic device. The method includes: determining feature validation subsets based on data features in sample data; partitioning the sample data into individual sample groups corresponding to different individuals based on an individual to which the sample data belongs, and performing cross-validation partitioning based on the individual sample groups, to determine a training dataset and a validation dataset obtained through partitioning; training a machine learning model of a processing target based on the training and validation datasets corresponding to each feature validation subset; and determining a target data feature group corresponding to the processing target based on training process data of each model. Thereout, cross-validation partitioning makes sample data of one individual not being partitioned into training and validation datasets meanwhile, avoiding impact of individual sample data on performance of the model and improving accuracy of feature screening.

    METHODS FOR ANALYZING BODY FLUID PROTEOME
    5.
    发明公开

    公开(公告)号:US20230258654A1

    公开(公告)日:2023-08-17

    申请号:US18301279

    申请日:2023-04-17

    IPC分类号: G01N33/68

    CPC分类号: G01N33/6848 G01N2570/00

    摘要: The embodiments of the present disclosure provide a method for analyzing a body fluid proteome. The method comprises: obtaining a sample to be tested I enriched with low-abundance proteins by removing high-abundance proteins in an initial sample A using an affinity technique; obtaining a sample to be tested II enriched with low-abundance proteins by removing high-abundance proteins in an initial sample B using chemical precipitation, wherein the initial sample A and the initial sample B are obtained from a same body fluid sample of a same subject; obtaining a proteome data set I by performing proteomic analysis on the sample to be tested I; obtaining a proteome data set II by performing proteomic analysis on the sample to be tested II; and determining a final quantified proteome data set of the body fluid sample based on the proteome data set I and the proteome data set II.

    COLLISION REACTION CELL ION ACCELERATION APPARATUS WITH EXTREMELY LOW CROSSTALK

    公开(公告)号:US20240038516A1

    公开(公告)日:2024-02-01

    申请号:US18275557

    申请日:2021-12-08

    IPC分类号: H01J49/00 H01J49/42 H05H15/00

    摘要: A collision reaction pool ion acceleration apparatus which has extremely low crosstalk. The apparatus comprises an apparatus body, a vacuum chamber, a first tube bundle channel and a second tube bundle channel. The vacuum chamber is fixedly connected to the interior of the apparatus body; the other end of the interior of the apparatus body is fixedly connected to a first insulation seat. A collision chamber is embeddedly connected to the inside the first insulation seat, and a high-frequency electrode quadrupole lens is fixedly connected to two sides of the collision chamber. When charged ions enter the collision chamber, the high-frequency electrode quadrupole lens focuses on the charged ions, so that the incoming charged ions form a new motion trajectory in the collision chamber, and the charged ions are easily separated from the collision chamber, thereby increasing the working efficiency.