OBJECTIVES: Non-small cell lung cancer (NSCLC) is associated with poor prognosis, with 30% of patients diagnosed at an advanced stage. Mutations in the EGFR and KRAS genes are important prognostic factors for NSCLC, and targeted therapies can significantly improve survival in these patients. Although tissue biopsy remains the gold standard for detecting gene mutations, it has limitations, including invasiveness, sampling errors due to tumor heterogeneity, and poor reproducibility. This study aims to develop machine learning models based on radiomic features to predict EGFR and KRAS gene mutation status in NSCLC patients, thereby providing a reference for precision oncology. METHODS: Imaging and mutation data from eligible NSCLC patients were obtained from the publicly available Lung-PET-CT-Dx dataset in The Cancer Imaging Archive (TCIA). A three-dimensional-convolutional neural network (3D-CNN) was used to extract imaging features from the regions of interest (ROI). The LightGBM algorithm was employed to build classification models for predicting EGFR and KRAS gene mutation status. Model performance was evaluated using 5-fold cross-validation, with receiver operator characteristic (ROC) curves, area under the curve (AUC), accuracy, sensitivity, and specificity used for validation. RESULTS: The models effectively predicted EGFR and KRAS mutations in NSCLC patients, achieving an AUC of 0.95 for EGFR mutations and 0.90 for KRAS. The models also demonstrated high accuracy (EGFR 89.66%; KRAS 87.10%), sensitivity (EGFR 93.33%; KRAS 87.50%), and specificity (EGFR 85.71%; KRAS 86.67%). CONCLUSIONS A radiogenomics-machine learning predictive model can serve as a non-invasive tool for anticipating EGFR and KRAS gene mutation status in NSCLC patients.
Humans ; Carcinoma, Non-Small-Cell Lung/diagnostic imaging* ; Lung Neoplasms/diagnostic imaging* ; Mutation ; Proto-Oncogene Proteins p21(ras)/genetics* ; ErbB Receptors/genetics* ; Machine Learning ; Positron Emission Tomography Computed Tomography ; Female ; Male ; Neural Networks, Computer ; Middle Aged ; Aged

OBJECTIVE To investigate the effect and mechanism of gracillin from Reineckia carnea on autophagy in non- small cell lung cancer A549 cells. METHODS Using A549 cells as subjects， the effects of different concentrations of gracillin （0.25， 0.5， 1， 2， 4 μmol/L） on the proliferation of cells were detected by CCK-8 after being treated for different time （12， 24， 48 h）. Compared with the control group without medication， the effect of gracillin （2 μmol/L） on the formation of autophagosomes in cells was observed by transmission electron microscope after 24 h of exposure. The aggregation of GFP-LC3 on autophagosome membrane was detected by GFP-LC3 plasmid transfection after being treated with gracillin （0.25， 0.5， 1， 2 μmol/L） for 24 h. Quantitative real-time PCR and Western blot assay were used to detect the mRNA and protein expressions of family with sequence similarity 102 member A（FAM102A）， the expressions of autophagy-related proteins [p62， Beclin-1， microtubule-associated protein 1 light chain 3B （LC3B）]， and the expressions of phosphoinositide 3-kinase （PI3K）/protein kinase B （Akt） signaling pathway-related proteins in A549 cells after being treated with gracillin （0.25， 0.5， 1 and 2 μmol/L） for 24 h. RESULTS Gracillin significantly inhibited the proliferation of A549 cells in a concentration- and time-dependent manner. The IC50 was 2.55 μmol/L at 24 h. After 24 h of gracillin treatment， autophagosomes with bilayer membrane structure were found in the cell cytoplasm， and GFP-LC3 green fluorescent spots on autophagosome membrane were obvious， representing an increasing trend as drug concentration. Compared with the control group， mRNA and protein expressions of FAM102A （0.5， 1， 2 μmol/L groups）， protein expression of Beclin-1 （1， 2 μmol/L groups） and LC3B-Ⅱ/LC3B-Ⅰ ratio （2 μmol/L group） were significantly increased in different concentrations of gracillin groups， while the protein expression of p62 （1， 2 μmol/L groups）， and the protein phosphorylations of Akt （1， 2 μmol/L groups） and PI3K （2 μmol/L group） were all decreased significantly （P＜0.05 or P＜0.01）. CONCLUSIONS Gracillin can promote excessive autophagy in A549 cells by up-regulating mRNA and protein expressions of FAM102A and inhibiting PI3K/Akt signaling pathway， thus inhibiting cell proliferation.

The current production of Chinese herbal decoction pieces faces several issues including strong subjectivity,unstable quality,low production efficiency,and a lack of intelligent systems.In order to expedite the intelligent transformation and upgrading of Chinese medicine processing,this paper delves deeply into the problems and challenges encountered in establishing a digital and intel-ligent production model for Chinese herbal pieces.Addressing the slow progress in fundamental research on traditional Chinese medi-cine processing mechanisms,the absence of online digital quality characterization techniques,the low level of production equipment in-telligence,and the lack of evaluation standards for high-quality decoction pieces,this paper proposes a"New Quality Productive Forces"formation approach driven by technological innovation.Through interdisciplinary integration methods,the paper explores the mechanisms of Chinese medicine processing in depth,clarifies the correlation between the processing procedures and the"medicinal properties-quality"relationship,and employs bionic sensing and artificial intelligence to achieve a holistic quality characterization of decoction pieces.Additionally,the use of cloud-edge collaborative big data systems is proposed to enhance intelligent upgrades of the production lines.The paper also aims to establish a high-quality decoction piece evaluation system integrating"physical-chemical-bio-logical"multimodal data fusion.This approach aims to steer the Chinese medicine processing towards becoming more efficient,precise,and sustainable,thereby promoting high-quality sustainable development of the Chinese herbal decoction industry and providing both theoretical and practical support for the modernization of traditional Chinese medicine.

In recent years, an increasing number of emerging environmental pollutants have been identified, garnering widespread attention. Many of these pollutants are characterized by their environmental persistence and bioaccumulation, which pose significant threats to both the ecological environment and human health. However, the molecular mechanisms underlying their effects remain unclear, limiting our ability to assess their adverse impacts and develop effective protective measures. The aryl hydrocarbon receptor (AHR) is a ligand-activated transcription factor traditionally known to be activated by dioxins and polycyclic aromatic hydrocarbons (PAHs) and is involved in the metabolism of exogenous chemicals. Recent research has shown that the AHR can be activated by a diverse range of exogenous and endogenous chemicals and participates in various biological processes. Studies have demonstrated that AHR mediates the toxic effects of emerging environmental pollutants such as perfluorooctane sulfonamide (PFOSA) and N-(1,3-dimethylbutyl)-N’-phenyl-p-phenylenediamine quinone (6PPDQ). This paper provided an overview of the AHR activation and the toxic effects induced by emerging environmental pollutants, with a focus on how the AHR activation interacts with multiple signaling pathways. The significance of these interactions in environmental risk assessment and toxicological research was also discussed. We aim to provide a scientific basis for environmental protection and risk assessment.

Objective:To summarize the clinical characteristics, prognostic factors and treatment outcomes of childhood aggressive mature B-cell lymphoma after liver transplantation.Methods:This retrospective study included 18 children with newly diagnosed aggressive mature B-cell lymphoma after liver transplantation and treated from June 2018 to June 2022 in the Department of Hematology and Oncology of Shanghai Children′s Medical Center, Shanghai Jiao Tong University School of Medicine. Clinical characteristics, treatment and outcomes of patients at last evaluation were analyzed. Overall survival (OS) and event free survival (EFS) rates were calculated by Kaplan-Meier method and Log-Rank analysis was performed to find factors of poor prognosis.Results:Among all 18 patients, there were 6 males and 12 females, and the age of onset was 40 (35, 54) months. The interval from transplant to tumor diagnosis was 21 (17, 35) months and 5 patients had early onset disease (<1 year since transplant). Seventeen patients had abdominal lesions. Diarrhea, vomiting and abdominal masses were the main clinical manifestations. All patients were Epstein-Barr virus (EBV) related posttransplant lymphoproliferative disorders (PTLD). One patient received individualized therapy due to critical sick at diagnosis, and the remaining 17 patients received CP (cyclophosphamide, methylprednisolone plus rituximab) and (or) modified EPOCH (prednisone, etoposide, doxorubicin, vincristine, cyclophosphamide plus rituximab) regimens. Of all 18 patients, 15 cases got complete response, 2 cases got partial response, 1 patient died of severe infection. The 2-year OS and EFS rates of 18 patients were (94±5)% and (83±8)%, respectively. None of age, gender or early onset disease had effect on OS and EFS rates in univariate analysis (all P>0.05). Conclusions:The symptoms of PTLD were atypical. Close surveillance of EBV-DNA for patients after liver transplantation was crucial to early stage PTLD diagnosis. CP or modified EPOCH regimen was efficient for pediatric patients with aggressive mature B cell lymphoma after liver transplantation.

Objective To analyze the detection results and distribution characteristics of serum allergen-specific immunoglobulin(Ig)E antibodies in patients with type Ⅰ allergic diseases(hereinafter referred to as allergic diseases)in Chongqing,and to provide epidemiological data and diagnostic evidence for the prevention and treatment of allergic diseases.Methods A total of 9189 patients who underwent allergen-specific IgE an-tibody detection in this hospital from January 2023 to February 2024 were included in the study.The positive cases of allergen specific IgE antibodies detection were statistically analyzed according to age groups,genders,and sea-sons,and the distribution characteristics and patterns of specific allergens were analyzed.Results Among the 9 189 patients with allergic diseases,4 143 cases showed positive allergen-specific IgE antibodies detection results,with a positive rate of 45.09％.The proportion of patients with multiple sensitization was 68.53％.The main inhalant allergens included Dermatophagoides pteronyssinus(28.95％),Dermatophagoides farinae(23.62％),and Blomia tropicalis(10.95％);while the main ingested allergens were milk(7.57％),shrimp/crab(2.84％),and egg white(1.98％).The positive rate of inhalant allergens was higher than that of ingested al-lergens.The positive rate of allergens in males was higher than that in females(P＜0.05).The allergens in infants and toddlers under 3 years old were mainly ingested and mostly sensitized by single allergen.The posi-tive rate of allergens and multiple sensitization rate were the highest in patients aged 12-＜18 years.The pos-itive rate of allergens was the lowest in patients over 60 years old.The positive rate of allergens was the high-est in autumn,and Dermatophagoides pteronyssinus and Dermatophagoides farinae were the main allergens in all seasons.Conclusion Patients with allergic diseases in Chongqing exhibited the following characteristics:Dermatophagoides pteronyssinus and Dermatophagoides farinae are the main allergens,the positive rate of al-lergens in males is higher than that in females,the majority patients are 12-＜18 years old,and the disease is more prone to occur in autumn.These findings can provide a reference for the prevention and treatment of al-lergic diseases in this region.

Objective:To evaluate the morphological characteristics of the fetal heart and the contractile function of the left and right ventricles in fetuses with pulmonary stenosis (PS) and pulmonary atresia (PA) using fetal heart quantitative analysis technology (fetal HQ), and to assess the impact of different degrees of right ventricular outflow tract obstruction (RVOTO) on the contractile function of the fetal left and right ventricles. To accumulate early data and explore parameters for constructing a predictive model and clinical decision-making tool for the progression of fetal PS and PA.Methods:A retrospective analysis was conducted on 42 cases of mild to moderate PS and 23 cases of severe PS or PA detected through fetal echocardiography in the Department of Ultrasound, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, from July 2020 to December 2021. A control group of 195 normal fetal cases matching gestational weeks was selected. The fetal HQ technique was employed to measure the global sphericity index (GSI), left ventricular ejection fraction (EF), left/right ventricular area change percentage (LVFAC, RVFAC), and left/right ventricular longitudinal strain (LVGLS, RVGLS). Additionally, 24-segment sphericity index (SI) and fractional shortening (FS) for both left and right ventricles were measured. Comparative analyses were performed between the case and control groups, as well as within the case group.Results:In comparison with the control group, the case group exhibited significantly decreased GSI, LVGLS, LVEF, LVFAC, RVGLS, and RVFAC.The differences were statistically significant in the mild to moderate PS group (all P<0.05) and highly significant in the severe PS/PA group (all P<0.01). In the mild to moderate PS group, the left ventricle′s 2nd segment, right ventricle′s 24th segment SI, and the left ventricle′s 1st-13th segments, right ventricle′s 1st-16th and 20th-24th segments FS showed statistically significant differences compared to the control group (all P<0.05). In the severe PS/PA group, the right ventricle′s 1st-22nd segment SI, and the left ventricle′s 6th-13th, 21st-24th segments, and the right ventricle′s 1st-14th segments FS were reduced, showing statistically significant differences compared to the control group (all P<0.05). The severe PS/PA group showed lower RVGLS, RVFAC, and SI for the right ventricle′s 1st to 17th segments when compared to the mild to moderate PS group, with statistically significant differences (all P<0.05). Conclusions:Quantitative indices derived by fetal HQ is capable of evaluating the cardiac morphology and function of fetuses with PS/PA, which may provide for reference information for comprehensive understanding of cardiac morphological and functional changes in such fetuses.

Objective:To explore the potential application of two-dimensional speckle tracking echocardiography (2D-STE) in terms of quantification and evaluating left atrial function in normal fetuses and fetuses with left ventricular outflow tract obstruction (LVOTO).Methods:A total of 32 fetuses diagnosed with LVOTO, who underwent fetal echocardiography at Sir Run Run Shaw Hospital, Zhejiang University College of Medicine between May 2020 to June 2022, were selected as the case group, and 100 pregnant women with normal singleton fetuses between January 2019 to October 2022 were chosen as the control group. The standard basal or apical four-chamber view clips were obtained and were quantitatively analyzed using TomTec-Arena off-line cardiac analysis software to obtain the left atrial strain parameters of the two groups of fetuses including left atrial reservoir phase longitudinal strain(LASr), left atrial ductal phase longitudinal strain(LAScd), left atrial systolic phase longitudinal strain (LASct), as well as the routine obstetric ultrasound measurements and fetal echocardiographic parameters of the two groups: biparietal diameter (BPD), femur length (FL), aortic annulus end-systolic inner diameter (AO), pulmonary annulus end-systolic inner diameter (PA), left atrial end-systolic long length (LAESL), left atrial end-systolic transverse diameter (LAESD), right atrial end-systolic long length (RAESL), right atrial end-systolic transverse diameter (RAESD), left ventricular end-diastolic transverse diameter (LVEDD) and right ventricular diastole end-diastolic transverse diameter (RVEDD). The ratio of right ventricular end-diastolic transverse diameter to left ventricular end-diastolic transverse diameter (RVd/LVd) and the ratio of pulmonary annulus diameter to aortic annulus diameter (PA/AO) were calculated. The differences of strain parameters between the two groups were compared, and the correlation between strain parameters and gestational age, RVd/LVd and other conventional measurement parameters were analyzed. ROC curve was used to compare the specificity and sensitivity of LASr and RVd/LVd in evaluating fetal cardiac dysfunction with LVOTO.Results:There were significant differences in LASr, LAScd, LASct, MAPSE, AO, LAESL, LVEDD, RVd/LVd and PA/AO between the two groups (all P<0.05), there were no significant differences in other parameters (all P>0.05). Correlation analysis showed that LASr was negatively correlated with RVd/LVd in LVOTO group ( rs=-0.394, P=0.025), and LASct was negatively correlated with RVd/LVd ( rs=-0.626, P=0.004). In the control group, LASr was negatively correlated with gestational age, AO and PA ( r/ rs=-0.570, -0.440, -0.493; all P<0.001), and LASct was negatively correlated with gestational age, AO and PA ( r/ rs=-0.601, -0.532, -0.568; all P<0.001). LAScd was positively correlated with gestational age, AO and PA ( r/ rs=0.310, 0.370, 0.314; all P<0.05). There were no significant correlations between the other parameters (all P>0.05). ROC curve analysis showed that the area under the curve(AUC) in LASr evaluation of fetal cardiac dysfunction with LVOTO was 0.890 (0.826, 0.953) and the AUC in RVd/LVd evaluation of fetal cardiac dysfunction with LVOTO was 0.742 (0.637, 0.846), there were significant differences between them( P<0.05). Conclusions:2D-STE is highly feasible and reproducible in assessing fetal left atrial function. Evaluation of fetal left atrial function by 2D-STE provides a new reference index for quantitative analysis of fetal cardiac dysfunction.

Objective:To compare improved microbial assay (IMA) and electrochemiluminescence (ECL) for measuring serum folate, and to investigate the linear or non-linear correlation between the results of the two methods.Methods:This comparative study was conducted in National Health Commission Key Laboratory of Reproductive Health from October 2020 to February 2021, in which the folate concentration of 251 serum samples were measured by IMA and ECL. According to the serum folate concentration, the folate status was divided into sufficient (≥13.5 nmol/L), marginal deficiency (6.8≤serum folate<13.5 nmol/L), and deficiency (<6.8 nmol/L). Pearson correlation analysis and multivariate fractional polynomial (MFP) model were used to evaluate the correlation between the results measured by the two methods. The sensitivity of ECL for detecting folate status were calculated based on the IMA results as the golden standard.Results:The average folate concentrations in serum samples measured by ECL and IMA were (19.8±8.2) nmol/L and (23.0±9.7) nmol/L, respectively ( P<0.001). The Pearson correlation coefficient ( r) of the two methods was 0.894 ( P<0.001), yet the MFP model demonstrated non-linear correlation between the two methods. When the IMA results were≤9.1 nmol/L, the r was 0.070 ( P>0.05); when the IMA results were>9.1 nmol/L, the r was 0.867 ( P<0.001); for non-hemolytic serum samples ( n=221), the r was 0.902 ( P<0.001). Additionally, the sensitivity of ECL detecting folate deficiency was 27.78%, and the sensitivity of ECL detecting folate insufficiency (deficiency and marginal deficiency) was 93.33%. Conclusion:When folate concentrations was>9.1 nmol/L), the results of ECL and IMA were highly correlated; yet the correlation between the two methods was weak at lower folate concentrations, indicating that ECL was not applicable for serum folate measurement among folate insufficiency population.

Tumor is a serious threat to human health. At present, surgical resection, chemoradiotherapy, targeted therapy and immunotherapy are the main therapeutic strategies. Monoclonal antibody has gradually become an indispensable drug type in the clinical treatment of cancer due to its high efficiency and low toxicity. Phage antibody library technology (PALT) is a novel monoclonal antibody preparation technique. The recombinant immunoglobulin variable region of heavy chain (VH)/variable region of light chain (VL) gene is integrated into the phage vector, and the antibody is expressed on the phage surface in the form of fusion protein to obtain a diverse antibody library. Through the process of adsorption-elution-amplification, the antibody library can be screened to obtain the antibody molecule with specific binding antigen as well as its gene sequence. PALT has the advantages of short antibody production cycle, strong plasticity of antibody structure, large antibody yield, high diversity and direct production of humanized antibodies. It has been used in screening tumor markers and preparation of antibody drugs for breast cancer, gastric cancer, lung cancer and liver cancer. This article reviews the recent progress and the application of PALT in tumor therapy.
Humans ; Bacteriophages/genetics* ; Immunoglobulin Variable Region/genetics* ; Gene Library ; Antibodies, Monoclonal/therapeutic use* ; Immunotherapy ; Peptide Library