Adverse drug reactions （ADRs） refer to harmful or unintended reactions unrelated to the intended purpose of medication administration， which can lead to various issues such as accelerated disease progression and prolonged hospitalization. Traditional ADRs monitoring systems （such as spontaneous reporting systems） suffer from limitations such as low reporting rates and inconsistent data quality， which hinder the early prevention and control of ADRs. With the rapid development of information technology， machine learning has emerged as a powerful tool for management and decision-making of ADRs by leveraging its strengths in feature extraction and dynamic temporal pattern analysis. By reviewing relevant literature at home and abroad in recent years， this paper summarizes the progress in the application of machine learning for ADRs prediction. It is found that machine learning has gradually been applied to the early warning and risk prediction of ADRs in target organs such as the kidneys， liver， heart and bone marrow （such as acute kidney injury， drug-induced liver injury， and so on）. Although machine learning demonstrates significant application potential in the field of ADRs prediction， it still faces limitations such as inadequate quality control of clinical data， lack of standardized criteria for model performance evaluation， insufficient model interpretability and difficulties in clinical translation. In the future， the development trend of machine learning in the field of ADRs prediction should follow a “technology-validation-integration” pathway to systematically promote the practical implementation of models.

Objective:To construct an evaluation indicator system for power system of otolaryngology surgery,so as to provide references for the configuration of surgical power devices of medical institutions.Methods:Literature review and brainstorming were used to analyze existing literature related to surgical power.Combined with expert opinions and clinical demands,an evaluation indicator system was initially proposed.The Delphi method was adopted to determine the evaluation indicators of power system of otolaryngology surgery.The analytic hierarchy process(AHP)method was used to determine the evaluation indicator system of the power system of otolaryngology surgery,which were constructed by weight of each indicator.Results:The evaluation indicator system of power system of otolaryngology surgery included 5 first-level indicators(integrity of medical equipment,products'performance indicators,safety,clinical application effect,and after-sales service guarantee)and 49 second-level indicators under the first-level indicators.In the first-level indicators,equipment's safety had the highest weight(20.48%).In the second-level indicators,the top three of the combined weights were respectively integrity of equipment's main device(7.19%),accessory's integrity(7.03%),and identification's integrity(6.03%).Conclusion:The evaluation index system for otolaryngological surgical power systems clarifies the core dimensions,specific indicators and relative importance of the evaluation,and can be applied to the procurement and selection of surgical power devices in medical institutions,performance testing,clinical effect evaluation and other aspects.

Objective To determine the effects of hypoxia pre-treatment combined with radiation damage on the hematopoietic cells in the bone marrow of mice.Methods A total of 165 male C57BL/6 mice(10～12 weeks old,weighing 20～25 g)were randomly divided into 7 groups:normal control(Control,n=33),6 Gy irradiation(6-Gy,n=43),7 d hypoxia-6 Gy irradiation(Hy-7 d+6 Gy,n=43),7 Gy irradiation(7 Gy,n=12),7 d hypoxia-7 Gy irradiation(Hy-7 d+7 Gy,n=12),7 Gy continuous hypoxia treatment(Hy-7 d+7 Gy+Hy,n=12),and 6 Gy continuous hypoxia treatment(Hy-7 d+6 Gy+Hy,n=10).The mice of the hypoxia treatment groups were given 7-day hypoxic pretreatment(12%oxygen)in a normobaric hypoxic chamber,while those of the other groups were housed in normoxic condition.After pretreatment,the mice of the irradiation groups were exposed to a single 6 or 7 Gy of whole-body 60Co γ-irradiation in normoxia.The mice of the hypoxia and irradiation groups were kept in hypoxic condition in 24 h post-irradiation followed by being resumed to normoxia,while those of the continuous hypoxia treatment groups were remained in hypoxia.After bone marrow cell suspensions were prepared from the Control,6 Gy,and Hy-7 d+6 Gy groups,bone marrow nucleated cells(BMNCs)were counted via automated cell counter.HE staining was employed to observe pathologic changes in medullary cavity,and flow cytometry was used to assess Lin-Sca1?c-Kit?(LSK)hematopoietic stem/progenitor cells,myeloid progenitors(MPs),and mature T/B/myeloid cells.The mice of the 7 Gy,Hy-7 d+7 Gy,and Hy-7 d+7 Gy+Hy groups were monitored for 30-day survival after hypoxic pretreatment.The dynamic changes in the counts of red blood cells(RBC),white blood cells(WBC)and platelets(PLT),and hemoglobin(HGB)level were observed in the 6 Gy,Hy-7 d+6 Gy,and Hy-7 d+6 Gy+Hy groups with aid of a fully automatic blood analyzer.Single-cell RNA sequencing was performed on bone marrow cell suspension derived from the mice euthanized in 17 d after irradiation from the Control,6 Gy,and Hy-7 d+6 Gy groups.Results ①Compared to the Control group,the 6 Gy group showed significantly reduced BMNCs(P<0.01),dilated bone marrow sinusoids,and erythrocyte extravasation.The Hy-7 d+6 Gy group exhibited higher cellular density and attenuated BMNC loss than the 6 Gy group(P<0.01).②Flow cytometry revealed less LSK,MP,and mature T/B/myeloid cells in the 6 Gy group than the Control group(P<0.05),and the reduced counts of LSK and MP were mitigated in the Hy-7 d+6 Gy group(P<0.01).③The Hy-7 d+7 Gy group demonstrated improved 30-day survival than the 7 Gy group(P<0.01),while continuous hypoxia(Hy-7 d+7 Gy+Hy)failed to enhance the survival.No statistical difference was seen in the survival rate between the 2 groups(P=0.12),though the Hy-7 d+7 Gy group showing higher survival rate.④Routine blood test revealed that the Hy-7 d+6 Gy group showed faster WBC recovery(vs the 6 Gy and Hy-7 d+6 Gy+Hy groups,P<0.05),higher pre-irradiation RBC/HGB levels,and accelerated PLT restoration(P<0.05).⑤Single-cell RNA sequencing indicated that hypoxia pretreatment suppressed the numbers of long-term hematopoietic stem cells/short-term hematopoietic stem cells(LT-HSC/ST-HSC)depletion in the Hy-7 d+6 Gy group when compared with the 6 Gy group,which was consistent with the results of flow cytometry.Pseudotime trajectory aligned the Hy-7 d+6 Gy group,as the Control group,showed enriched undifferentiated LSKs.Differential gene analysis and Kyoto Encyclopedia of Genes and Genomes(KEGG)analysis revealed that oxidative phosphorylation pathway was strongly activated in the 6 Gy group,while the Hy-7 d+6 Gy group had enriched in chromatin remodeling and mRNA surveillance pathways.Conclusion Hypoxic preconditioning alleviates radiation-induced bone marrow injury,and post-irradiation normoxia restoration promotes hematopoietic recovery in acute radiation-exposed mice.

BACKGROUND: Several studies have demonstrated the occurrence of secondary tumors as a rare but significant complication of chimeric antigen receptor T (CAR-T) cell therapy, underscoring the need for a detailed investigation. Given the limited variety of secondary tumor types reported to date, a comprehensive characterization of the various secondary tumors arising after CAR-T therapy is essential to understand the associated risks and to define the role of the immune microenvironment in malignant transformation. This study aims to characterize the immune microenvironment of a newly identified secondary tumor post-CAR-T therapy, to clarify its pathogenesis and potential therapeutic targets. METHODS: In this study, the bone marrow (BM) samples were collected by aspiration from the primary and secondary tumors before and after CD19 CAR-T treatment. The CD45 + BM cells were enriched with human CD45 microbeads. The CD45 + cells were then sent for 10× genomics single-cell RNA sequencing (scRNA-seq) to identify cell populations. The Cell Ranger pipeline and CellChat were used for detailed analysis. RESULTS: In this study, a rare type of secondary chronic myelomonocytic leukemia (CMML) were reported in a patient with diffuse large B-cell lymphoma (DLBCL) who had previously received CD19 CAR-T therapy. The scRNA-seq analysis revealed increased inflammatory cytokines, chemokines, and an immunosuppressive state of monocytes/macrophages, which may impair cytotoxic activity in both T and natural killer (NK) cells in secondary CMML before treatment. In contrast, their cytotoxicity was restored in secondary CMML after treatment. CONCLUSIONS This finding delineates a previously unrecognized type of secondary tumor, CMML, after CAR-T therapy and provide a framework for defining the immune microenvironment of secondary tumor occurrence after CAR-T therapy. In addition, the results provide a rationale for targeting macrophages to improve treatment strategies for CMML treatment.
Humans ; Lymphoma, Large B-Cell, Diffuse/therapy* ; Tumor Microenvironment/genetics* ; Antigens, CD19/metabolism* ; Leukemia, Myelomonocytic, Chronic/genetics* ; Immunotherapy, Adoptive/adverse effects* ; Male ; Single-Cell Analysis/methods* ; Female ; Sequence Analysis, RNA/methods* ; Receptors, Chimeric Antigen ; Middle Aged

Objective:To construct an evaluation indicator system for power system of otolaryngology surgery,so as to provide references for the configuration of surgical power devices of medical institutions.Methods:Literature review and brainstorming were used to analyze existing literature related to surgical power.Combined with expert opinions and clinical demands,an evaluation indicator system was initially proposed.The Delphi method was adopted to determine the evaluation indicators of power system of otolaryngology surgery.The analytic hierarchy process(AHP)method was used to determine the evaluation indicator system of the power system of otolaryngology surgery,which were constructed by weight of each indicator.Results:The evaluation indicator system of power system of otolaryngology surgery included 5 first-level indicators(integrity of medical equipment,products'performance indicators,safety,clinical application effect,and after-sales service guarantee)and 49 second-level indicators under the first-level indicators.In the first-level indicators,equipment's safety had the highest weight(20.48%).In the second-level indicators,the top three of the combined weights were respectively integrity of equipment's main device(7.19%),accessory's integrity(7.03%),and identification's integrity(6.03%).Conclusion:The evaluation index system for otolaryngological surgical power systems clarifies the core dimensions,specific indicators and relative importance of the evaluation,and can be applied to the procurement and selection of surgical power devices in medical institutions,performance testing,clinical effect evaluation and other aspects.

ObjectiveTo identify the members of the Rehmannia glutinosa miR166 gene family and clarify the response mode under adversity. MethodHigh-throughput sequencing technology was employed to obtain a small RNA database and the miR166 family members of R. glutinosa were screened out. The precursor structures were analyzed by RNAfold. DNAMAN and MEGA were used for conservative and evolutionary analyses， respectively. TargetFinder software was used to predict the target genes of R. glutinosa miR166 family members. The expression of miR166 family members in response to abiotic stress was analyzed by real-time polymerase chain reaction（Real-time PCR）. ResultFive miR166s were identified with precursors possessing complete stem-loop structures. As revealed by sequence alignment results， the precursors and matures were both highly conserved. Forty-eight target genes of miR166s were predicted， which were mainly annotated to the HD-ZIP Ⅲ family transcription factors. The expression characteristics showed that the expression of miR160s was up-regulated after R. glutinosa was infected by endophytic fungi， which was different from the expression of the family members under abiotic stress. The expression level of rgl-miR166b-5p in the drought-flood treatment group and the high-low temperature treatment group was significantly down-regulated compared with that in the control group， and the expression pattern was opposite under the endophytic fungal infection. ConclusionThe results of this study preliminarily clarified the expression patterns of R. glutinosa in response to biotic and abiotic stresses and provided a theoretical basis for future breeding and improvement of R. glutinosa.

Malnutrition is highly prevalent in patients with inflammatory bowel disease, which can be life-threatening when refeeding syndrome occurs. This article reports a patient with Crohn′s disease admitted to the Second Affiliated Hospital of Zhejiang University School of Medicine who developed refeeding syndrome due to long-term malnutrition and complicating lymph node tuberculosis. After the discussion, diagnosis and treatment of multidisciplinary team including Departments of Gastroenterology, Nutrition, Colorectal Surgery and Oncology, and Pathology, the patient was improved significantly.

Objective:To investigate the effect of ubiquitin binding enzyme 2T (UBE2T) on the radiosensitivity of lung adenocarcinoma and unravel its possible mechanism.Methods:A total of 45 patients pathologically diagnosed with different stages of lung adenocarcinoma and treated with radiotherapy in the Second Affiliated Hospital of Zunyi Medical University from March, 2019 to December, 2021 were enrolled, and the efficacy was evaluated according to response evaluation criteria in solid tumors (RECIST1.1). All patients were divided into radiosensitive group ( n=25) and radioresistant group ( n=20). Radiosensitive group was complete remission (CR)+partial remission (PR), and radioresistant group was stable disease (SD) + progression disease (PD). Immunohistochemistry (IHC) was used to calculate the score based on the staining intensity and the number of positive cells. Chi-square test was combined to analyze the correlation between the expression level of UBE2T in paraffin specimens of lung adenocarcinoma patients and the radiosensitivity of patients. Lentivirus UBE2T-interfered (UBE2Tsh) A549 and UBE2T-overexpressed SPC-A-1 lung adenocarcinoma cells and their respective controls were constructed for irradiation and colony formation assay. The survivor fraction curve was fitted by single-hit multi-target model. The DNA double-strand break (DSB) marker γH2AX foci were detected by immunofluorescence (IF). The expression levels of UBE2T, γH 2AX and Rad51 proteins were detected by Western blot. Cell cycle and apoptosis rate of A549 were determined by flow cytometry. Binary variables were statistically analyzed by Fisher's exact probability method and measurement data were assessed by t-test. Results:High-expression level of UBE2T was correlated with the radiosensitivity of lung adenocarcinoma patients ( P<0.05). UBE2Tsh improved the radiosensitivity of A549 lung adenocarcinoma cells, and the sensitizing enhancement ratio (SER) was 1.795. UBE2T overexpression decreased the radiosensitivity of SPC-A-1 lung adenocarcinoma cells with an SER of 0.293. γH2AX foci number per cell were significantly increased in UBE2Tsh A549 cells after irradiation ( P<0.01) . Compared with the control group, the expression level of γH2AX protein was up-regulated ( P<0.01)and that of Rad51 protein was down-regulated in UBE2Tsh A549 cells after radiation ( P<0.001). Compared with the control group, the expression level of γH2AX protein was down-regulated ( P<0.05) and that of Rad51 protein was up-regulated in UBE2T overexpressed SPC-A-1 cells ( P<0.001). The proportion of UBE2Tsh A549 cells in G 2 phase was decreased ( P<0.01) and cell apoptosis was increased ( P<0.001). Conclusions:UBE2T might promote the radioresistance of lung adenocarcinoma cells by enhancing DNA DSB repair induced by radiotherapy, inducing cell cycle G 2 phase arrest, and reducing cell apoptosis.

Objective To predict the potential mechanism of Yifei Sanjie prescription in the treatment of lung adenocarcinoma based on network pharmacology,and to verify one of the key signal pathways,Janus protein tyrosine kinase 2(JAK2)/signal transducer and activator of transcription 3(STAT3),by cell experiments in vitro.Methods To screen the main active components and potential action targets of Yifei Sanjie prescription,with traditional Chinese medicine system pharmacological database(TCMSP).To search and retrieve the main targets of lung adenocarcinoma,with human genetic database(GeneCards)and online human Mendelian genetic database(OMIM).To obtain the intersection targets by screening and apply Wayne diagram,then analysis the topology and establish the traditional Chinese medicine-active compound-target network diagram by using of Cytoscape 3.7.2 software.To construct the protein-protein interaction(PPI)network,with the protein-protein interaction platform(STRING)and Cytoscape3.7.2 software.To analyze the functional enrichment of gene ontology(GO)and Kyoto encyclopedia of genes and genomes(KEGG),with the Metascape database.To carry out the molecular docking verification by using of Vina1.2.3 software.Using CCK-8 method to detect the effect of Yifei Sanjie prescription on cell activity.Using the cell scratch test to observe the effect on cell migration.And using Western blot method to test the expression of p-STAT3,STAT3,p-JAK2,JAK2 and VEGF-A.Results 94 active components,329 related drug targets and 1358 lung adenocarcinoma targets were obtained from Yifei Sanjie prescription,among which,150 of them intersected.PPI network visualization analysis shows that the potential key targets of Yifei Sanjie prescription in the treatment of lung adenocarcinoma are protein kinase B1(AKT1),β-actin(ACTB),tumor suppressor gene p53(TP53),serum albumin(ALB),caspase-3(CASP3)and vascular endothelial growth factor A(VEGFA).KEGG enrichment analysis screened 138 related signal pathways,indicating that JAK/STAT signaling pathway may play a key role in the treatment of lung adenocarcinoma with Yifei Sanjie prescription.Molecular docking results showed that quercetin,luteolin,and ursolic acid had good binding activities with JAK2 and STAT3.The cell experiment showed that compared with the blank group,Yifei Sanjie prescription could significantly inhibit the activity of A549 cells,inhibit the migration of A549 cells,and decrease the expression of p-JAK2/JAK2,p-STAT3/STAT3 and VEGF-A protein.In addition,Colivelin,an activator of JAK2/STAT3 pathway,could reverse the effect of Yifei Sanjie prescription on the expression of A549 related proteins.Conclusion Yifei Sanjie prescription has the characteristics of multi-component,multi target and multi pathway in the treatment of lung adenocarcinoma,and its mechanism may be related to the down-regulation of p-JAK2,p-STAT3 and VEGF-A protein expression,thereby inhibiting cell proliferation and migration.

Malnutrition is highly prevalent in patients with inflammatory bowel disease, which can be life-threatening when refeeding syndrome occurs. This article reports a patient with Crohn′s disease admitted to the Second Affiliated Hospital of Zhejiang University School of Medicine who developed refeeding syndrome due to long-term malnutrition and complicating lymph node tuberculosis. After the discussion, diagnosis and treatment of multidisciplinary team including Departments of Gastroenterology, Nutrition, Colorectal Surgery and Oncology, and Pathology, the patient was improved significantly.