1.Effect of Qingxin Jieyu Granules on Artery Thrombosis and Akt/NF-κB Signaling Pathway in EA.hy926 Cells Exposed to TNF-α
Chenchen HE ; Chenyi WEI ; Zhenghao LYU ; Qiaoyan CAI ; Zhuye GAO ; Ling ZHANG ; Jianfeng CHU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(3):89-97
ObjectiveTo observe the effects of Qingxin Jieyu granules (QXJYG) on FeCl3-induced carotid artery thrombosis in rats and on the expression of thrombosis-related proteins tissue factor (TF) and tissue factor pathway inhibitor (TFPI) as well as the protein kinase B (Akt)/nuclear factor-κB (NF-κB) signaling pathway in EA.hy926 cells exposed to tumor necrosis factor-α (TNF-α), thus preliminarily exploring the mechanism of QXJYG in inhibiting thrombosis. MethodsThirty-six SD rats were randomized into normal control, model, positive control (aspirin, 9 mg·kg-1), and low-, medium-, and high-dose (0.99, 1.98, 3.96 g·kg-1, respectively) QXJYG groups (n=6). The rats in the drug treatment groups were administrated with corresponding drugs, and those in the normal control group and model group were given an equal volume of distilled water. After 14 consecutive days of prophylactic gavage, the rat model of common carotid artery thrombosis was established with 45% FeCl3 solution, and the blood vessels were collected and the wet weight of thrombus was weighed by an electronic balance (precision of 1/10 000). The thrombosis in the common carotid artery of each group of rats was observed by hematoxylin-eosin staining. The plasma levels of von Willebrand factor (vWF), platelet endothelial cell adhesion molecule-1 (PECAM-1), tissue-type plasminogen activator (t-PA), and plasminogen activator inhibitor-1 (PAI-1) were determined by enzyme-linked immunosorbent assay. An endothelial cell injury model was established by treating EA.hy926 human umbilical vein endothelial cells with TNF-α. The cell counting kit-8 method was used to screen the intervention concentrations of QXJYG. Western blot was employed to determine the protein levels of TF, TFPI, Akt, p-Akt, NF-κB p65, and p-NF-κB p65 in each group of cells. ResultsThe animal experiment showed that compared with the normal control group, the model group showed an increase in carotid artery thrombus weight (P<0.05), with unclear vascular structure and extensive thrombosis in the lumen. In addition, the plasma levels of vWF, PECAM-1, and PAI-1 were elevated, while the t-PA level became lowered (P<0.05) in the model group. Compared with the model group, the aspirin and QXJYG groups showed reductions in the weight of FeCl3-induced carotid artery thrombi (P<0.05) and thrombosis in the lumen, declines in plasma levels of PECAM-1 and PAI-1, and an elevation in the t-PA level (P<0.05). Moreover, the QXJYG groups showed reductions in the plasma level of vWF (P<0.05), which, however, had no significant difference between the aspirin group and the model group. The cell experiments indicated that 31.25, 62.5, 125, 250, 500 mg·L-1 QXJYG had no effect on the viability of EA.hy926 cells. Therefore, 250, 500 mg·L-1 QXJYG were selected as the intervention concentrations for subsequent experiments. Western blotting results showed that compared with the control group, the TNF-α stimulation downregulated the expression of TFPI (P<0.05), upregulated the expression of TF, and increased the ratios of p-Akt/Akt and p-NF-κB p65/NF-κB p65 (P<0.05) in EA.hy926 cells. Compared with the model group, the intervention with QXJYG upregulated the expression of TFPI (P<0.05), inhibited the expression of TF, and decreased the ratios of p-Akt/Akt and p-NF-κB p65/NF-κB p65 (P<0.05). ConclusionQXJYG has the effect of inhibiting thrombosis and regulating the expression of TF and TFPI in endothelial cells exposed to TNF-α by suppressing the abnormal activation of the Akt/NF-κB signaling pathway.
2.Dipsacus asper Treats Alzheimer's Disease in Caenorhabditis elegans by Regulating PPARα/TFEB Pathway
Mengmeng WANG ; Jianping ZHAO ; Limin WU ; Shuang CHU ; Yanli HUANG ; Zhenghao CUI ; Yiran SUN ; Pan WANG ; Hui WANG ; Zhenqiang ZHANG ; Zhishen XIE
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(5):104-114
ObjectiveTo investigate the anti-Alzheimer's disease (AD) effect of Dipsacus asper(DA) in the Caenorhabditis elegans model, and decipher the underlying mechanism via the peroxisome proliferator-activated receptor α (PPARα)/transcription factor EB (TFEB) pathway. MethodsFirst, transgenic AD C. elegans individuals were assigned into the blank control, model, positive control (WY14643, 20 µmol·L-1), and low-, medium-, and high-dose (100, 200, and 400 mg·L-1, respectively) DA groups. The amyloid β-42 (Aβ42) formation in the muscle cells, the paralysis time, and the deposition of amyloid β-protein (Aβ) in the head were detected. The lysosomal autophagy in the BV2 cell model was examined by Rluc-LC3wt/G120A. The expression levels of lysosomal autophagy-related proteins LC3Ⅱ, LC3I, LAMP2, and TFEB were detected by Western blot. Real-time quantitative polymerase chain reaction (Real-time PCR) was employed to determine the mRNA levels of autophagy-related genes beclin1 and Atg5 and lysosome-related genes LAMP2 and CLN2 downstream of PPARα/TFEB. A reporter gene assay was used to detect the transcriptional activities of PPARα and TFEB. Immunofluorescence was used to detect the fluorescence intensity of PPARα, and the active components of the ethanol extract of DA were identified by UPLC-MS. RCSB PDB, Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform (TCMSP), and Autodock were used to analyze the binding between the active components and PPARα-ligand-binding domain (LBD). ResultsCompared with the model group, the positive control group and 200 and 400 mg·L-1 DA groups showed prolonged paralysis time (P<0.05), and all the treatment groups showed decreased Aβ deposition in the head (P<0.01). DA within the concentration range of 50-500 mg·L-1 did not affect the viability of BV2 cells. In addition, DA enhanced the autophagy flux (P<0.05), up-regulated the mRNA levels of beclin1, Atg5, LAMP2, and CLN2 (P<0.05, P<0.01), promoted the nuclear translocation of TFEB (P<0.05), increased LAMP2 expression and autophagy flux (P<0.05, P<0.01), and enhanced the transcriptional activities of PPARα and TFEB (P<0.01). The positive control group and 200 and 400 mg·L-1 DA groups showed enhanced fluorescence intensity of PPARα in the BV2 nucleus (P<0.01). UPLC-MS detected nine known compounds of DA, from which 8 active components of DA were screened out. The docking results suggested that a variety of components in DA could bind to PPARα-LBD and form stable hydrogen bonds. ConclusionDA may reduce the pathological changes in AD by regulating the PPARα-TFEB pathway.
3.Optimizing blood-brain barrier permeability in KRAS inhibitors:A structure-constrained molecular generation approach
Xia SHENG ; Yike GUI ; Jie YU ; Yitian WANG ; Zhenghao LI ; Xiaoya ZHANG ; Yuxin XING ; Yuqing WANG ; Zhaojun LI ; Mingyue ZHENG ; Liquan YANG ; Xutong LI
Journal of Pharmaceutical Analysis 2025;15(8):1848-1859
Kirsten rat sarcoma viral oncogene homolog(KRAS)protein inhibitors are a promising class of thera-peutics,but research on molecules that effectively penetrate the blood-brain barrier(BBB)remains limited,which is crucial for treating central nervous system(CNS)malignancies.Although molecular generation models have recently advanced drug discovery,they often overlook the complexity of bio-logical and chemical factors,leaving room for improvement.In this study,we present a structure-constrained molecular generation workflow designed to optimize lead compounds for both drug effi-cacy and drug absorption properties.Our approach utilizes a variational autoencoder(VAE)generative model integrated with reinforcement learning for multi-objective optimization.This method specifically aims to enhance BBB permeability(BBBp)while maintaining high-affinity substructures of KRAS in-hibitors.To support this,we incorporate a specialized KRAS BBB predictor based on active learning and an affinity predictor employing comparative learning models.Additionally,we introduce two novel metrics,the knowledge-integrated reproduction score(KIRS)and the composite diversity score(CDS),to assess structural performance and biological relevance.Retrospective validation with KRAS inhibitors,AMG510 and MRTX849,demonstrates the framework's effectiveness in optimizing BBBp and highlights its potential for real-world drug development applications.This study provides a robust framework for accelerating the structural enhancement of lead compounds,advancing the drug development process across diverse targets.
4.Clinical characterization and genetic analysis of a patient with Xeroderma pigmentosum in conjunct with basal cell carcinoma and melanoma due to variants of XPC gene.
Yixing CHANG ; Xiaoning ZHANG ; Rui WANG ; Qiumei WANG ; Zhenghao LIU
Chinese Journal of Medical Genetics 2025;42(11):1381-1386
OBJECTIVE:
To explore the clinical presentation and genetic etiology of a case with Xeroderma pigmentosum in conjunct with basal cell carcinoma and melanoma.
METHODS:
A male patient with Xeroderma pigmentosum treated at Xinxiang Central Hospital in October 2022 was selected as study subject. Whole exome sequencing (WES) was carried out. Candidate variants were verified by Sanger sequencing of his family members. This study was approved by the Ethics Committee of the hospital (Ethics No.: 2021-167).
RESULTS:
Magnetic resonance imaging showed that the patient has a solid soft tissue mass in the anterior and lower part of his right eyeball and a small nodule on the left nasal wing. Histopathological biopsy showed that the periocular tumor was basal cell carcinoma in conjunct with malignant melanoma, and the nasal wing tumor was basal cell carcinoma. WES and Sanger sequencing revealed that he has harbored compound heterozygous variants of the XPC gene, namely c.2391delT (p.F797Lfs*11) and IVS1+1G>A, which were inherited from his father and mother, respectively. Based on the guidelines from the American College of Medical Genetics and Genomics (ACMG), the variants were rated as likely pathogenic (PVS1+PM2_Supporting+PM3) and pathogenic (PVS1+PM2_Supporting+PM3+PP5), respectively. The c.2391delT variant was unreported previously. Bioinformatic analysis suggests that it could significantly affect the tertiary structure of XPC protein.
CONCLUSION
The c.2391delT(p.F797Lfs*11) and IVS1+1G>A compound heterozygous variants probably underlay the pathogenesis in this patient. The detection of the novel variant has enriched the mutational spectrum of the XPC gene.
Humans
;
Male
;
Xeroderma Pigmentosum/genetics*
;
Basal Cell Carcinoma/genetics*
;
DNA-Binding Proteins/genetics*
;
Melanoma/genetics*
;
Mutation
;
Skin Neoplasms/genetics*
;
Middle Aged
;
Exome Sequencing
;
Pedigree
5.Clinical characteristics of left-sided infective endocarditis without underlying valvular heart diseases
Na WU ; Zhenghao TANG ; Xiaohua CHEN ; Yongsheng YU ; Yi ZHANG
Chinese Journal of General Practitioners 2025;24(1):82-88
Objective:To investigate the clinical characteristics of left-sided infective endocarditis (IE) without underlying valvular heart diseases (VHD).Methods:This was a retrospective study. Clinical data of 206 patients with left-sided IE (age: (50.4±16.1) years; 144 males (69.9%)) discharged from Shanghai Sixth People′s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from June 2011 to May 2021 were retrospectively analyzed, including 129 cases with underlying VHD (IE+VHD group) and 77 cases without underlying VHD (IE group). The 6-month survival rate of patients after discharge was analyzed with Kaplan-Meier survival curve; and the 6-month survival rates of the patients with different sizes of endocardial vegetation and different treatment modalities in the IE group were further analyzed with log-rank method.Results:The proportions of patients with age ≥65 years old, arrhythmia and aortic valve involvement, and the in-hospital mortality in the IE group were significantly lower than those in the IE+VHD group ( P<0.05). However, the proportion of patients with fever and speech vague/limb movement disorder/headache, those with mitral valve involvement in the IE group were significantly higher than those in the IE+VHD group ( P<0.05). The median value of C-reactive protein (CRP) in the IE group was significantly higher than that in the IE+VHD group ( P<0.05). Nevertheless, the median value of N-terminal pro-B-type natriuretic peptide (NT-proBNP) in the IE group was significantly lower than that in the IE+VHD group ( P<0.05). There were as no significant differences in the positive rates of bacterial/fungal blood cultures and the proportion of patients with mitral and aortic valve involvement of endocardial vegetation between the two groups (all P>0.05). Kaplan-Meier survival curve analysis showed that there was no significant difference in 6-month survival rate of patients between the IE group and IE+VHD group (88.7% vs. 93.6%, log-rank χ2=0.887, P=0.346). In the IE group, the 6-month survival rate after discharge in patients with maximum diameter of vegetation ≤10 mm was higher than that in patients with maximum diameter of vegetation >10 mm (96.3% vs. 80.7%, log-rank χ2=4.111, P=0.043). There was no significant difference in 6-month survival rate between patients treated with antibiotics combined with surgery and those treated with antibiotics alone (96.2% vs. 78.6%, log -rank χ 2=2.976, P=0.084). Conclusion:Compared to left-sided IE patients with underlying VHD, patients without underlying VHD are likely to have a younger age, more mitral valve involvement and lower in-hospital mortality; for those patients with maximum diameter of vegetation ≤10 mm there is a higher survival rate, and antibiotics combined with surgery may help to improve the survival rate.
6.Comparison of clinical features and related factors between pyogenic spondylitis and tuberculous spondylitis
Lijie GUO ; Yi ZHANG ; Baohui GUAN ; Yuanhao YANG ; Xiaohua CHEN ; Zhenghao TANG ; Yongsheng YU
Chinese Journal of General Practitioners 2025;24(5):594-602
Objective:To compare the clinical manifestations,laboratory results,and imaging features between pyogenic spondylitis(PS) and tuberculous spondylitis(TS).Methods:This was a cross-sectional study. A total of 88 patients with infectious diseases of spine(IDS) admitted to Shanghai Sixth People′s Hospital from January 2021 to December 2023 were analyzed,including 61 PS cases(PS group) and 27 TS cases(TS group). The clinical manifestations,laboratory results,and imaging features were compared between two groups. The factors associated with PS were analyzed by multivariate logistic regression. The diagnostic efficacy for pathogen identification was compared between metagenomics next-generation sequencing(mNGS) and bacterial culture methods in PS and TS patients.Results:Compared with the TS group,the PS group had a higher age-adjusted Charlson comorbidity index(aCCI)[3.0(1.5,4.0) points vs. 2.0(1.0,3.0) points, Z=-2.189, P=0.029],shorter onset time of disease[1.0(0.8,3.0) months vs. 6.0(2.0,12.0) months,Z=-4.353, P<0.001],and higher median blood leukocyte counts and serum ferritin(SF) level(7.2×10 9/L vs. 6.3×10 9/L, Z=-2.652, P=0.008; 571.3 ng/ml vs. 266.0 ng/ml, Z=-4.773, P<0.001). The proportions of lumbar spine involvement,non-collapsed involved vertebrae,and bone bridges formed were all higher in the PS group compared to the TS group[68.8%(99/144) vs. 41.4%(29/70), χ2=14.628, P<0.001; 68.9%(42/61) vs. 18.5%(5/27), χ2=19.055, P<0.001; 41.0%(25/61) vs. 7.4%(2/27), χ2=9.921, P=0.002]. The proportions of thoracic spine involvement,severe vertebral collapse,severe narrowing of the involved intervertebral space,sequestrum,and paravertebral soft tissue calcification were all higher in the TS group compared to the PS group[52.9%(37/70) vs. 18.1%(26/144), χ2=27.463, P<0.001; 55.6%(15/27) vs. 13.1%(8/61), χ2=17.462, P<0.001; 74.1%(20/27) vs. 37.7%(23/61), χ2=9.907, P=0.002; 74.1%(20/27) vs. 18.0%(11/61), χ2=25.761, P<0.001; 51.9%(14/27) vs. 6.6%(4/61), χ2=23.599, P<0.001]. Multivariate logistic regression analysis indicated that a symptom duration<5.5 months( OR=30.644,95% CI: 2.022-464.529, P<0.05) and a leukocyte count>7.35×10 9/L( OR=48.653,95% CI: 2.045-1 157.721, P<0.05) indicated a higher likelihood of PS; while the vertebral collapse indicated a higher likelihood of TS( OR=0.025,95% CI: 0.001-0.638, P<0.05). The most common pathogen in the PS group was Staphylococcus aureus(31 cases,50.8%),followed by Streptococcus species(10 cases,16.4%). The positive rates of mNGS testing in the PS and TS groups were 84.1%(37/44) and 12/13,respectively,which were higher than those of conventional bacterial culture[77.8%(42/54)] and Mycobacteriumtuberculosis culture(2/11). Conclusions:Compared with the TS patients,the PS patients have shorter onset time,higher aCCI scores,higher blood leukocyte counts and SF levels,less vertebral collapse and intervertebral space narrowing,and more bone bridge formation. The TS patients have more dead bones and calcifications. The mNGS has a higher diagnostic efficacy than bacterial cultures for PS and TS.
7.Evaluation of the clinical efficacy of percutaneous balloon compression in patients with trigeminal neuralgia based on a difference-in-differences model
Yihui DU ; Zenghui XI ; Yinzhan WANG ; Wenchang GUO ; Zhenghao ZHANG ; Tao QIAN
International Journal of Surgery 2025;52(4):266-274
Objective:To explore the clinical efficacy of percutaneous balloon compression (PBC) in the treatment of trigeminal neuralgia (TN) based on the double difference (DID) model.Methods:A retrospective case - control study method was adopted to analyze the general data of 130 patients with trigeminal neuralgia (TN) who were treated in the Department of Neurosurgery of Hebei General Hospital from January 2022 to October 2023. Among them, 49 were males and 81 were females. The age was (53.28±11.67) years, ranging from 25 to 80 years old. According to different treatment methods, the patients were divided into an experimental group ( n=63) and a control group ( n=67). Patients in the experimental group were given percutaneous balloon compression (PBC) treatment, while those in the control group were treated with conservative drug therapy. Propensity score matching method was used for 1∶1 matching. After matching, there were 52 cases in each group. The general data of the two groups were compared. The visual analogue scale (VAS), 36-item short form health survey (SF-36) score, Hamilton depression rating scale (HAMD) score, Hamilton anxiety rating scale (HAMA) score, 5-hydroxytryptamine, neuropeptide P, inflammatory factor interleukin-1 (IL-1), tumor necrosis factor-α (TNF-α) before and after treatment, as well as the clinical efficacy of the two groups of patients were comparatively analyzed. Meanwhile, the incidence of postoperative complications in the two groups was compared. The generalized estimating equation (GEE) model was used to analyze the influencing factors of clinical efficacy, and the difference-in-differences (DID) model was used to evaluate the efficacy before and after treatment. Measurement data conforming to the normal distribution were expressed as mean±standard deviation ( ± s), and the t-test was used for comparison between groups; the chi- square test was used for comparison between count data. Results:After treatment, the VAS, SF-36 score, HAMD score, HAMA score, 5-hydroxytryptamine level, neuropeptide P level, IL-1 level, and TNF-α level in the experimental group were (2.98±0.83) points, (75.56±1.18) points, (7.2±0.83) points, (7.15±0.85) points, (76.34±5.47) ng/mL, (50.95±11.01) pg/mL, (29.45±7.08) ng/L, and (21.18±3.55) ng/L respectively. In the control group, there were (3.63±0.95) points, (73.23±1.13) points, (7.98±0.80) points, (8.04±0.84) points, (186.31±11.61) ng/mL, (86.52±13.32) pg/mL, (34.47±6.58) ng/L, and (26.36±5.80) ng/L, respectively. The differences between the two groups were statistically significant ( P<0.05).The cure rate and the total incidence of postoperative complications in the experimental group were 55.77% and 13.46% respectively, while in the control group, they were 40.38% and 30.77% respectively. The differences between the two groups were statistically significant ( P<0.05).The results of the GEE model analysis showed that age, course of disease, VAS, SF-36 score, HAMA score, HAMD score, 5-hydroxytryptamine level, neuropeptide P level, IL-1 level, TNF-α level, treatment method, and the long - diameter ratio of FO significantly affected the clinical efficacy of patients ( P<0.05).The results of the DID model showed that the experimental group was superior to the control group in improving the VAS, SF-36 score, HAMD score, HAMA score, 5-hydroxytryptamine level, neuropeptide P level, IL-1 level, and TNF-α level( P<0.05). Conclusion:PBC can significantly improve the VAS, SF-36 score, HAMD score, HAMA score, 5-hydroxytryptamine, neuropeptide P, IL-1, TNF-α, and incidence of complications in patients with TN. It can also improve the psychological status and quality of life of patients.
8.Research on the innovation of medical humanities teaching in military medical universities by the red doctor spirit
Qiuju ZHANG ; Taishi ZHOU ; Yan WU ; Xiaojuan WU ; Yang JIAO ; Zhenghao LI
Chinese Medical Ethics 2025;38(7):909-913
The red doctor spirit is the advanced culture of the Communist Party of China formed under a specific historical and cultural background. It can be summarized as “political firmness, excellent technology, working hard, and healing the wounded and rescuing the dying.” This content has many hidden similarities and integrations with the goal of cultivating humanistic literacy for medical students in military medical universities. This paper aimed to identify the important connection points between the red doctor spirit and the contents and goals of medical humanities teaching, as well as integrate the red doctor spirit into medical humanities teaching by various dimensions, including systematic reconstruction of textbook content, immersive innovation in teaching form, three-dimensional support in resource construction, and innovative implementation of narrative medicine teaching. It also further explored the extension of the red doctor spirit in military medical humanistic literacy, namely, revolutionary humanism and revolutionary heroism, thereby enhancing the effectiveness of medical humanistic teaching.
9.Best essential surgical technique training course to improve surgical residents′ laparoscopic peritoneal suturing skills: a cohort study
Zhenghao CAI ; Haiqin SONG ; Jing SUN ; Pei XUE ; Luyang ZHANG ; Chao WU ; Hiju HONG ; Xi CHENG ; Sen ZHANG ; Minhua ZHENG ; Lu ZANG ; Ruijun PAN ; Jianwen LI ; Bo FENG
Journal of Surgery Concepts & Practice 2025;30(2):132-137
Objective To explore the effectiveness of an integrated laparoscopic simulation training course (best essential surgical technique training, BEST) in enhancing laparoscopic peritoneal suturing techniques in surgical residents.Methods As an integrated two-stage program, the BEST course applied basic laparoscopic training system with simple molds in phase Ⅰ training, and then adopted advanced laparoscopic training system, 3D Laparoscope and ex-vivo animal models in phase Ⅱ training. The laparoscopic suturing techniques were practiced in phase Ⅱ training. From August 2021 to July 2024, surgical residents in the second year of the national standardized training program were divided into pilot and control groups based on whether they had undergone the BEST course. Two cases of laparoscopic peritoneal suture were performed by the surgical residents under supervision in the department of gastrointestinal surgery. The operative time, quality of suture, and independent completion rate were compared between the two groups.Results A total of 33 surgical residents (19 in pilot group and 14 in control group) were included in this study, and a total of 66 cases of laparoscopic peritoneal suture were performed (38 in pilot group and 28 in control group). The operative time was significantly shorter in pilot group than that in control group (15.7 min vs. 17.5 min, P=0.025). The quality of suture was significantly better in pilot group compared to control group (P=0.023). In pilot group, all peritoneal sutures were performed by residents independently, whereas in control group, 3 cases (10.7%) were assisted by the supervisor, and the independent completion rate was different significantly (P=0.039).Conclusions The BEST course can help improve surgical residents′ laparoscopic peritoneal suturing techniques and could be promoted in the national standardized training program for surgical residents.
10.Optimizing blood-brain barrier permeability in KRAS inhibitors: A structure-constrained molecular generation approach.
Xia SHENG ; Yike GUI ; Jie YU ; Yitian WANG ; Zhenghao LI ; Xiaoya ZHANG ; Yuxin XING ; Yuqing WANG ; Zhaojun LI ; Mingyue ZHENG ; Liquan YANG ; Xutong LI
Journal of Pharmaceutical Analysis 2025;15(8):101337-101337
Kirsten rat sarcoma viral oncogene homolog (KRAS) protein inhibitors are a promising class of therapeutics, but research on molecules that effectively penetrate the blood-brain barrier (BBB) remains limited, which is crucial for treating central nervous system (CNS) malignancies. Although molecular generation models have recently advanced drug discovery, they often overlook the complexity of biological and chemical factors, leaving room for improvement. In this study, we present a structure-constrained molecular generation workflow designed to optimize lead compounds for both drug efficacy and drug absorption properties. Our approach utilizes a variational autoencoder (VAE) generative model integrated with reinforcement learning for multi-objective optimization. This method specifically aims to enhance BBB permeability (BBBp) while maintaining high-affinity substructures of KRAS inhibitors. To support this, we incorporate a specialized KRAS BBB predictor based on active learning and an affinity predictor employing comparative learning models. Additionally, we introduce two novel metrics, the knowledge-integrated reproduction score (KIRS) and the composite diversity score (CDS), to assess structural performance and biological relevance. Retrospective validation with KRAS inhibitors, AMG510 and MRTX849, demonstrates the framework's effectiveness in optimizing BBBp and highlights its potential for real-world drug development applications. This study provides a robust framework for accelerating the structural enhancement of lead compounds, advancing the drug development process across diverse targets.

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