The invention discloses a tumor immune
drug evaluation method and
system, and belongs to the field of tumor
immunotherapy and
drug screening evaluation.The tumor immune
drug evaluation method comprises the steps that S1, tumor slices of ten III-stage non-
small cell lung cancer patients are collected, and 8 kinds of immune markers are marked through mIF to obtain space information; s2, constructing a cellular-level spatial atlas based on a deep network and a clustering
algorithm, and extracting topological indexes; s3, identifying six types of
immune microenvironment modes; s4, carrying out in-situ co-culture on CD8 + T cells and
tumor cells, and recording
dynamic data of image
omics and
immune factors; s5, constructing a Bi-RNN disturbance
response model to extract a joint
score; s6, iteratively updating
score distribution by adopting Bayesian modeling and a
Gaussian kernel function; s7, performing triple
cross validation on the drugs 10% before scoring; s8, screening the fluctuation rate lt; 0.15, the heterogeneity
score change lt; 10% of drugs are used as stable candidates. The method has the beneficial effects that high-
throughput precise evaluation and stable screening of the
efficacy of the tumor immune drug are realized.