3280 results about "Tumor cells" patented technology

The invention discloses a colorectal cancer drug relocation method based on multi-omics integration. The system comprises a multi-omics data acquisition and preprocessing module, a tumor microenvironment analysis module, a specific disease network construction module, a multi-dimensional drug relocation module and a result evaluation module. And the tumor microenvironment analysis module comprises cell heterogeneity identification, cell map construction, cell annotation and tumor cell subset annotation. The specific disease network construction module comprises tumor feature expression program extraction, expression program screening, meta-program construction, clinical related meta-program recognition and specific disease protein interaction network construction. And the multi-dimensional drug relocation module comprises a module for identifying diseases by using a random walk algorithm, carrying out drug screening based on disturbance data, carrying out drug screening based on network proximity and carrying out comprehensive drug relocation. From the perspective of single cell data, element programs related to colorectal cancer survival are excavated, corresponding modules are designed, and the efficiency and precision of colorectal cancer targeted drug screening are improved.

The invention discloses a tumor cholesterol metabolism regulation microneedle patch and a preparation method, the microneedle patch comprises a needle tip and a backing which are connected, the needle tip comprises a needle tip body and nanoparticles loaded on the needle tip body, the nanoparticle is a manganese ion-doped organic metal framework, the outer layer of the manganese ion-doped organic metal framework is modified with a targeting agent, cholesterol oxidase and superoxide dismutase are carried on the manganese ion-doped organic metal framework, the targeting agent can target a CD44 receptor, and the organic metal framework can carry drugs. The targeted drug can enter tumor cells in a targeted mode, superoxide dismutase catalyzes superoxide anions overexpressed in the tumor cells to generate H2O2 and O2, O2 needed by catalysis is provided for cholesterol oxidase, cholesterol at the tumor site is consumed by the cholesterol oxidase, accumulation of 7-DHC is reduced, meanwhile H2O2 can be generated, and the cholesterol oxidase can be used for catalyzing the tumor site. H2O2 is catalyzed by manganese ions through a Fenton-like reaction to generate OH to induce tumor cells to generate ferroptosis, so that ferroptosis-immune synergistic treatment is realized.

The invention relates to application of a targeted inhibition circPDK1 reagent in preparation of an anti-esophageal cancer drug, and belongs to the field of biological medicines. The reagent for targeted inhibition of circPDK1 expression provided by the invention is shRNA or siRNA, and in-vivo and in-vitro experiments prove that the reagent can significantly inhibit circPDK1 expression and inhibit growth and migration of esophageal cancer tumor cells; after siRNA of targeted annular circPDK1 is packaged into efficient and low-toxicity LNP-siRNA, circPDK1 expression is specifically silenced, proliferation and migration of esophageal cancer tumors can be remarkably inhibited, and a basis is provided for clinical treatment and scientific research of esophageal cancer related circRNA.

The invention relates to an anti-CD3 nano antibody, an anti-CD38 antibody and a bispecific antibody containing the anti-CD3 nano antibody and the anti-CD38 antibody. According to the invention, an anti-CD3 nano antibody and an anti-CD38 monoclonal antibody are excavated and prepared, humanized design is carried out to obtain antibodies with high affinity and specificity, and different configurations of bispecific T cell conjugation antibodies targeting CD3 and CD38 are further designed, so that the CD3 and CD38 dual-specificity T cell conjugation antibodies are obtained. The antigen binding activity, the T cell-mediated tumor cell killing effect and the T cell proliferation and activation function of the antibody are systematically evaluated in vitro, and experimental results show that the T cell conjugation antibody can effectively recruit and activate T cells and has a remarkable killing effect on CD38 positive tumor cells, and it is further verified that the antibody has remarkable in-vivo anti-tumor activity and has a good application prospect. Therefore, the polypeptide has high affinity, good pharmacological characteristics and development potential.

The invention discloses a tumor evolution trajectory prediction method and system based on image feature learning, and the method comprises the steps: obtaining the whole-process pathological section image data of a target type tumor patient, carrying out the analysis and screening of the image quality, constructing a pathological section screening strategy, and extracting a standard image; extracting tumor cell characteristics based on the standard image, performing grouping analysis on the cell characteristics of different time periods through a clustering algorithm, and determining tumor cell development characteristics; further constructing the cell development characteristics of multiple patients into a heterogeneity propagation network, simulating the tumor evolution process by using a random walk algorithm, and identifying the multi-branch evolution trajectory of the tumor; and finally, establishing a tumor evolution trajectory prediction model to predict the tumor development trend of the current patient. According to the method, the accuracy and interpretability of tumor evolution trajectory modeling can be improved, and reliable support is provided for clinical individualized diagnosis and treatment.

According to the GPX4 protein degradation agent and the application, the degradation agent serves as molecular glue to induce tumor cell ferroptosis and is different from an existing PROTAC technology, and the molecular glue can induce interaction between E3 ubiquitin ligase and target protein GPX4 and promote ubiquitination of the E3 ubiquitin ligase and the target protein GPX4. Compared with the existing GPX4 degradation agent, the molecular glue has the advantages of small molecular weight, high cell permeability and better druggability. The GPX4 molecular glue disclosed by the invention can be used for effectively degrading GPX4 and has a killing effect on various tumor cell lines. The preparation method is simple in synthesis route and mild in reaction condition, can be used for being developed into a new generation of GPX4 targeting drugs, and has great clinical application value and considerable market potential.

The invention relates to a curcumin-loaded MMP response type melittin nano-pellicle vesicle as well as a preparation method and application thereof, and belongs to the technical field of pharmaceutical preparations. The preparation method comprises the following steps: firstly, preparing curcumin entrapped lipidosome; then carrying out culture amplification on engineering bacteria carrying melittin recombinant plasmids, extracting cell membranes after removing cell walls, and carrying out ultrasonic treatment and membrane extrusion to obtain melittin cell membrane nano-vesicles; fusing the curcumin lipidosome and the cell membrane nano-vesicles in an ultrasonic extrusion mode to obtain fused vesicles; and finally, carrying out surface calcium phosphate mineralization treatment on the fused vesicles to obtain the curcumin-loaded MMP response type melittin nano pellicle vesicles. The nano mycofilm vesicle prepared by the invention can be used for preparing antitumor drugs, and the biocompatibility and in-vivo stability of nanoparticles are improved by introducing a calcium phosphate coating; through combined delivery of melittin and curcumin, the anti-tumor effect is enhanced, so that the growth and proliferation of tumor cells are inhibited.

The invention discloses an application of a polysaccharide monomer separated from schisandra chinensis in preparation of a PD-L1 + TAMs activator. A large number of experiments show that the polysaccharide monomer schisanan B separated from schisandra chinensis can effectively activate PD-L1 + TAMs cell subsets, so that the phagocytosis of TAMs is enhanced, and the proliferation of tumor cells is inhibited; therefore, it is determined that the polysaccharide monomer schisanan B separated from schisandra chinensis can serve as a natural PD-L1 + TAMs cell subset activator to be used for treating cancers such as non-small cell lung cancer, intestinal cancer, melanoma, urothelial carcinoma or liver cancer, and the polysaccharide monomer schisanan B has the advantages of being free of toxic and side effects, low in price, wide in adaptive patient population and the like.

The invention discloses an engineered bionic nucleic acid nano-vesicle as well as a preparation method and application thereof, relates to the technical field of nano biomedicine, and aims at solving the problems that in-vivo targeting efficiency and immunogenicity of a traditional cationic lipid nano-carrier are limited due to deletion and cleavage obstacles of GSDMD expression in tumor cells. The technical key point of the invention is as follows: the engineered bionic nucleic acid nano-vesicle is provided and is prepared by wrapping a cationic lipid nucleic acid drug with an exosome derived from engineered macrophages; wherein the exosome from the engineered macrophage is the exosome from the macrophage with high expression of PD1, which is as shown in SEQ. ID. NO.1. The exosome from the engineered macrophage is the exosome from the macrophage with high expression of PD1; the lipid nucleic acid medicine is prepared by loading GSDMD-N mRNA (messenger Ribonucleic Acid) shown on the basis of SEQ.ID.NO.2 on a cationic liposome. The engineered bionic nucleic acid nano-vesicle is used for preparing an oral squamous cell carcinoma diagnostic kit and a therapeutic drug.

The invention relates to the field of image analysis, in particular to a colon cancer lymph node metastasis risk prediction method and system based on image analysis. The method comprises the following steps: acquiring a pathological section scanning image, carrying out layer-by-layer downsampling and feature reconstruction, and generating pathological section topological features; carrying out adaptive clustering analysis and multi-parameter fusion evaluation on the basis of the pathological section topological features to obtain independent migration evaluation values of individual tumor cells; performing tumor metastasis branch analysis according to the independent migration evaluation value, and constructing a metastasis branch path distribution diagram; extracting an immunohistochemical staining image of a patient to obtain immune cell space distribution data; and performing multi-region lymphatic metastasis simulation and metastasis risk situation prediction based on the immune cell spatial distribution data and the metastasis branch path distribution diagram to obtain a final metastasis risk assessment result. According to the method, the lymph node metastasis risk is accurately and efficiently analyzed, and the credibility of a pathological analysis result is improved.

Provided herein are engineered immune cells and populations thereof for administration to patients to treat cancer (e.g., solid tumors or liquid tumors) and other conditions. The cells are engineered to functionally express a reduced level of one or more of RFX5, NLRC5, TAP2, β2m, TRAC, RFXAP, CIITA and RFXANK. The cells optionally are further engineered to express one or more than one additional protein such as an antigen binding protein (e.g., a chimeric antigen receptor (CAR) or T cell receptor) to target tumor cells or other damaged cells in the patient and / or to express other genes at a reduced level. Also provided are methods of making and using the engineered cells, compositions and kits comprising them, and methods of treating by administering the cells and the compositions.

The invention provides a tumor cell assisted positioning system and method based on a composite image, and relates to the technical field of medical image.The system comprises a data acquisition module used for synchronously acquiring radio frequency echo signals, ultrasonic images and computed tomography data of target biological tissue to generate an original fusion data set; the feature processing module is used for performing spatial registration and feature extraction on the original fusion data set to obtain a multi-dimensional feature set; and the identification imaging module is used for extracting a multi-band radio frequency echo signal intensity level value of the target area based on the multi-dimensional feature set, generating a tissue radio frequency characteristic diagram through logarithmic compression, and performing pixel-level fusion on the tissue radio frequency characteristic diagram and the synchronous ultrasonic image to generate a composite image. According to the method, the three-dimensional coordinates of the tumor boundary are determined through multi-modal data fusion and precise calibration in combination with anatomical structure constraints, and the accuracy of tumor cell positioning is improved.

The invention relates to the technical field of biomedical engineering and microfluidics, in particular to a fluid dynamics topological optimization design method of a circulating tumor cell sorting structure, which comprises the following steps of: establishing a three-dimensional flow field model containing a key separation area in a preset design domain, dispersing by adopting a tetrahedral mesh and setting boundary conditions; the method comprises the following steps: establishing a multi-objective optimization function based on a maximized transverse focusing distance, a minimum shear force peak value and a total pressure drop, dispersing a design domain into units and endowing the units with density variables, and realizing global automatic topological optimization by adopting penalty material interpolation and minimum flow velocity threshold constraint. An optimization result is subjected to structural reconstruction processing to generate a CAD model adaptive to micro-nano machining, closed-loop feedback is formed through secondary verification and experimental verification of computational fluid mechanics, it is ensured that the design meets the requirements for sorting efficiency and cell activity, limitation of a traditional flow channel form is broken through, and the design freedom degree, manufacturability and application value are improved.

The invention relates to the technical field of biology, and particularly discloses a recombinant protein for improving the curative effect of an ADC drug and application of the recombinant protein. The recombinant protein comprises a tumor cell surface targeting structure, a cell transmembrane structure and toxin molecules, the toxin molecule is connected and fused with the tumor cell surface targeting structure and / or the cell transmembrane structure; the tumor cell surface targeting structure is a protein structure capable of being specifically combined with a tumor cell surface target spot; and the cell penetrating structure is a protein structure for mediating the recombinant protein to penetrate through a cell membrane to enter the cell. The tumor cell surface targeting structure is used for specifically recognizing a target cell surface target spot, the killing activity of a conventional antibody is brought into play, then toxin molecules are brought into tumor cells through the cell transmembrane structure, toxin is released, the tumor killing effect is achieved, the ADC drug curative effect is improved, and the ADC drug application prospect is wide. The transmembrane efficiency of the cell transmembrane structure can be improved to 50-90%, so that the traditional ADC drug treatment window is improved.

The invention relates to the technical field of biological medicine, in particular to a nano-vesicle for targeted brain glioma metabolic immune remodeling and a preparation method and application thereof. According to the nano-vesicle for targeted brain glioma metabolism immune remodeling, double-target metabolism and cascade responsive cleavage site modified biological vesicles are integrated, and effective penetration of a drug blood brain barrier and precise targeting of brain glioma can be achieved. The ROS responsive nanoparticles II are prepared by selecting BSA as a drug carrier, applying a nanoprecipitation method and utilizing SLC1A5, LDHA antagonists and responsive linkers, so that the metabolic double-target inhibitor only responds to specific ROS of tumor cells, and specific release in the tumor cells is realized. The cascade response polypeptide provides a simple and convenient delivery scheme with low invasiveness and application prospects for treatment of brain glioma, and is expected to realize precise and individualized treatment in the field of treatment of malignant glioma.

The invention discloses an organelle-targeted fluorescent probe for specific detection of tumor cells as well as preparation and application of the organelle-targeted fluorescent probe, and the specific structural formula of the fluorescent probe is as follows: BCY-DP shows obvious specific targeting ability of tumor cell mitochondria and has been applied to ONOO-selective imaging in living cell mitochondria; results show that the BCY-DP has high selectivity on ONOO <-> in tumor cells, can successfully distinguish the ovarian cancer cells from normal ovarian cells, and can be used for diagnosis of cancer cells.

The invention provides 3D tumor cell culture hydrogel as well as a preparation method and application thereof. The 3D tumor cell culture hydrogel is prepared from the following raw materials: polyvinylpyrrolidone and polyvinyl alcohol. The preparation method comprises the following steps: mixing a polyvinylpyrrolidone solution with a polyvinyl alcohol solution, adjusting the pH value, and freezing-unfreezing to obtain the 3D tumor cell culture hydrogel. The 3D tumor cell culture hydrogel provided by the invention does not need to be additionally added with a chemical cross-linking agent, and the material is high in biocompatibility and flexible in modulus adjustment, and can be well applied to a 3D in-vitro culture model of tumor cells.

The invention discloses a cell membrane protein replacement type oncolytic virus vector and application thereof. The cell membrane protein replacement type oncolytic virus vector is rhabdoviridae virus, and a nucleotide sequence for coding G protein in a genome of the rhabdoviridae virus is replaced by a nucleotide sequence for coding an antibody and a nucleotide sequence for coding a spike protein truncation of coronavirus. The invention also discloses a construction method of the cell membrane protein replacement type oncolytic virus vector for expressing the antibody, the non-replicated virus vector is used for expressing the antibody sequence for the first time, and meanwhile, the novel coronavirus cell membrane protein is embedded into the virus surface, so that the cell membrane protein replacement type oncolytic virus vector can be rapidly produced in a suspension cell in a large scale; through removal of virus cell membrane protein genes, the virus cell membrane protein genes cannot be continuously replicated in vivo, so that the safety of the virus cell membrane protein genes is ensured, the tumor immunosuppression condition is improved, and an organism can be stimulated to generate a neutralizing antibody for resisting new coronavirus while tumor cells are killed.

The present invention relates to antibody-cytokine conjugates, wherein the cytokine is conjugated to the antibody via a cleavable linker. Conjugates according to the invention can be prepared by coupling a functionalized antibody Ab (F) x comprising x reactive moieties F, where x is an integer in the range of 1-10, with an immune cell-binding polypeptide comprising one or two reactive moieties Q, where the antibody is specific for tumor cells, and the immune cell-binding polypeptide is specific for immune cells, wherein the reaction forms a covalent bond between the functionalized antibody and the immune cell-binding polypeptide by reaction of Q with F. The invention further relates to antibody-cytokine conjugates obtainable by the method according to the invention and to medical uses thereof.

The invention relates to the field of biomedical treatment, and particularly discloses application of CD146 in diagnosis and treatment of rhabdomyosarcoma, and the CD146 is specifically and highly expressed in tumor tissues of the rhabdomyosarcoma. The invention provides application of a biomarker for diagnosing rhabdomyosarcoma or / and a detection reagent thereof in preparation of a product for diagnosing rhabdomyosarcoma. Meanwhile, experiments prove that the CD146-targeted chimeric antigen receptor T cell has a relatively strong tumor cell killing effect and can effectively remove CD146 positive tumor cells. The CD146 biomarker provided by the invention provides a new target and theoretical basis for early diagnosis and individualized treatment of rhabdomyosarcoma, and has important clinical application value.

The invention belongs to the technical field of microbial fermentation, and particularly relates to a lactobacillus rhamnosus fermentation composition, a preparation method and application of the lactobacillus rhamnosus fermentation composition in the aspects of improving the tumor cell induced inflammation level and preventing and inhibiting breast tumors. The invention provides a lactobacillus rhamnosus fermentation composition. The lactobacillus rhamnosus fermentation composition is prepared from a raw material and lactobacillus rhamnosus NKU ML1-2, the raw materials comprise raspberry, poria cocos, cape jasmine, rehmannia, liquorice and orange peel. The lactobacillus rhamnosus fermentation composition has the effects of nourishing yin and clearing heat, soothing liver and regulating qi, and strengthening spleen and stomach. Results of embodiments show that the lactobacillus rhamnosus fermentation composition can prevent proliferation, invasion and migration of breast cancer tumor cells to a certain extent, and has an improvement effect on the level of inflammation induced by the tumor cells.

The invention provides a bacterial outer membrane vesicle presenting Stoppin peptide as well as a construction method and application of the bacterial outer membrane vesicle, and relates to the technical field of biological medicines. According to the invention, a fusion protein ClyA-Stoppin is firstly designed and synthesized, and the fusion protein ClyA-Stoppin is displayed on the surface of the bacterial outer membrane vesicle by using a genetic engineering technology, so that the engineered bacterial outer membrane vesicle W-Stoppin OMV for targeting presentation of Stoppin peptide is successfully constructed. The W-Stoppin OMV provided by the invention has a remarkable inhibition effect on invasion and migration of tumor cells and can be used for remarkably promoting apoptosis of the tumor cells. According to the present invention, with the Stoppin monopeptide, the problems of insufficient Stoppin cell penetrability and difficult intracellular delivery are effectively solved, compared with the Stoppin monopeptide, the Stoppin monopeptide shows the excellent anti-tumor effect, and the migration inhibition, the invasion inhibition and the apoptosis promotion effects on the tumor cells are significantly increased. The W-Stoppin OMV provided by the invention has huge application potential in the aspect of preparation of anti-tumor drugs.

The invention belongs to the technical field of biological medicines, and particularly discloses a bionic nano-vesicle for regulating and controlling neutrophil phenotype in combination with ultrasound, and a preparation method and application of the bionic nano-vesicle. The bionic nano-vesicle provided by the invention can be broken under the action of high-concentration glutathione existing in a tumor tissue microenvironment to release the sound-sensitive agent and functional siRNA, and under the action of US irradiation, the sound-sensitive agent is activated to generate a large amount of ROS, promote tumor cell DNA breakage, generate a large amount of double-stranded DNA, activate APC and promote IFN-beta release, so that the tumor tissue microenvironment is inhibited. The released functional siRNA can promote the N2-type neutrophile granulocyte to become N1-type neutrophile granulocyte, and the released functional siRNA can prevent the N1-type neutrophile granulocyte from being reversed to the N2-type neutrophile granulocyte again, so that the regulation and control on the phenotype of the neutrophile granulocyte are realized; under catalysis of CAT rich in the thylakoid membrane, H2O2 overexpressed by tumor tissue is decomposed into oxygen, the tumor hypoxia microenvironment can be relieved, and the tumor treatment effect can be improved.

The invention relates to a combination of a binding agent comprising (i) a first binding region which binds to PD-1, PD-L1, or both and which antagonizes the PD-1 / PD-L1 interaction; and (ii) a second binding region which binds to VEGF, VEGF receptor (VEGFR), or both and which antagonizes the VEGF / VEGFR interaction, and an antibody-drug conjugate comprising an antibody or fragment thereof that specifically binds to a target expressed on the surface of a tumour cell.

The invention discloses a phosphorylated peptidomimetic compound and a medical application thereof. The invention provides a phosphorylated peptidomimetic compound with a novel structure. Activity research shows that the phosphorylated peptidomimetic compound has excellent Cbl-b inhibitory activity and is an effective Cbl-b inhibitor. Technicians in the field know that Cbl-b overexpression can inhibit T cell immune response, and inhibition of Cbl-b can activate killing of an immune system on tumor cells. Therefore, the phosphorylated peptidomimetic compound or pharmaceutically acceptable salts and solvates thereof provided by the invention can be developed and prepared into drugs for treating diseases (such as non-small cell lung cancer, breast cancer, prostate cancer, head and neck squamous cell carcinoma, liver cancer, pancreatic cancer, colorectal cancer, ovarian cancer and other tumors) treated or relieved by inhibiting Cbl-b (such as non-small cell lung cancer, breast cancer, prostate cancer, head and neck squamous cell carcinoma, liver cancer, pancreatic cancer, colorectal cancer, ovarian cancer and the like) the medicine prospect is promising.

The invention relates to the field of biology, and provides a human immortalized pancreatic cancer fibroblast as well as a preparation method and application thereof.The human immortalized pancreatic cancer fibroblast comprises three cell strains which are all primary fibroblast cells extracted from tumor tissues of pancreatic ductal adenocarcinoma patients, the human pancreatic cancer fibroblast cell strain CAFPC-2209131, the human pancreatic cancer fibroblast cell strain CAFPC-2209132 and the human pancreatic cancer fibroblast cell strain CAFPC-2303221 are classified and named as the human pancreatic cancer fibroblast cell strain CAFPC-2209131, the human pancreatic cancer fibroblast cell strain CAFPC-2209132 and the human pancreatic cancer fibroblast cell strain CAFPC-2303221 respectively, the human pancreatic cancer fibroblast cell strain CAFPC-2209132 and the human pancreatic cancer fibroblast cell strain CAFPC-2303221 are all Cell STR identification and immunofluorescence detection prove that the cell strain is a fibroblast cell strain. After the tumor-associated fibroblast and pancreatic cancer cells are co-cultured, the proliferation ability of the tumor cells is obviously enhanced, and the sensitivity of the tumor cells to a chemotherapeutic drug gemcitabine is reduced. A new thought is provided for diagnosis and treatment of pancreatic cancer, and based on the pancreatic cancer in-vitro co-culture model established in vitro, the application has important significance for researching the effect and related mechanisms of fibroblasts in the pancreatic cancer tumor microenvironment.

The invention relates to the technical field of medical image processing, and discloses a tumor cell accurate recognition and analysis system based on a digital pathological image, which effectively overcomes the problem of global context deficiency caused by traditional pathological image blocking processing by constructing a microcosmic and macroscopic parallel multi-scale feature extraction mechanism. A cell topological graph is constructed by utilizing spatial semantic double constraints to simulate a biological spatial distribution rule of tumor cells, and precise navigation and weighted enhancement of microscopic cell characteristics by macroscopic organization structure information are realized through a cross-scale attention aggregation technology. Therefore, the model can fully refer to the surrounding microenvironment when identifying the heterotypic cells, and the misjudgment risk caused by background noise or local form similarity is remarkably reduced; in addition, a structured decision-making mechanism based on manifold consistency eliminates isolated prediction noisy points and ensures the continuity and rationality of a diagnosis result on a biological structure.

The invention provides a TF and Her2 targeting bispecific antibody coupling drug as well as a preparation method and application thereof, and belongs to the technical field of biological drug preparation. The bispecific antibody provided by the invention can target TF and / or Her2 antigens in tumor cells, and has the advantages of high stability, easiness in expression, purification and coupling and the like. The bispecific antibody can be specifically combined with a tumor surface antigen and internalized into tumor cells, so that the tumor cells can be specifically killed. The bispecific antibody coupling drug prepared on the basis of the bispecific antibody has a good tumor inhibition effect in a cell model and an animal model, is nontoxic and harmless to animals, and has an excellent cancer treatment potential.

The invention belongs to the technical field of biological intelligent detection, and particularly relates to a circulating tumor cell automatic detection device based on a micro-fluidic nano chip and AI analysis and application. The device comprises a micro-fluidic chip module, an optical acquisition module, an image recognition module, a feedback control module and a liquid path control module, and can realize efficient enrichment, image recognition and dynamic fluidic regulation of circulating tumor cells in peripheral blood. By constructing a change trend model of an image frame sequence, cell state changes are recognized in real time, flow velocity and channel control instructions are output, and collaborative optimization of recognition precision and the sample utilization rate is achieved. The device is suitable for tumor early screening, curative effect monitoring and recurrence early warning scenes.

The invention relates to the technical field of medical information, and particularly discloses a blood transfusion strategy optimization system based on clinical indexes and molecular markers, which comprises the following steps: firstly, collecting clinical indexes of a patient and molecular marker data derived from circulating tumor cells; standardized integration is carried out to construct a multi-dimensional feature set reflecting correlation between clinical dynamics and molecular features; key association rules are identified through data mining, quantitative abnormal expression profiles and risk hierarchical labels are generated for each patient according to the key association rules, the blood transfusion urgency state is evaluated in combination with real-time data, physiological responses and risk changes under different blood transfusion schemes are deduced, and the optimal individual blood transfusion strategy parameters are solved. Performing deduction verification on the strategy by constructing a patient-specific virtual simulation scene, comparing the strategy with historical data to calculate an expected efficiency deviation degree, and outputting a final execution scheme subjected to optimization verification; according to the invention, the transformation from static threshold transfusion to individualized dynamic prediction and optimized transfusion is realized.