1.Effect of Modified Duhuo Jisheng Mixture Regulating PI3K/Akt/mTOR Signaling Pathway on Synoviocyte Pyroptosis in Rabbit Models of Knee Osteoarthritis
Zifeng YE ; Yiwei YUAN ; Liguo QIU ; Xuyi TAN ; Liang OU ; Gaoyan KUANG ; Min LU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(1):170-179
ObjectiveTo explore the potential mechanisms of action of the modified Duhuo Jisheng Mixture (JDJM) in treating synovial lesions in knee osteoarthritis (KOA). MethodsA total of 43 male New Zealand white rabbits were randomly allocated into a blank group (n=8) and a model group (n=35). The KOA model was induced by immobilizing the right hind limb with a high-molecular resin plaster bandage, with a modeling period of 6 weeks, resulting in successful modeling in 32 rabbits. These rabbits were then randomly allocated to the model group, celecoxib group, JDJM group and JDJM+740Y-P group, each consisting of 8 rabbits. The celecoxib group received celecoxib via gavage at a single dose of 0.009 3 g·kg-1, while the JDJM was administered a single dose of 6.8 mL·kg-1 (4.515 2 g·kg-1) of the herbal preparation via gavage. The phosphatidylinositol 3-kinase/protein kinase B/mammalian target of rapamycin (PI3K/Akt/mTOR) pathway activator + JDJM group received 4.515 2 g·kg-1 of the herbal preparation via gavage along with an auricular vein injection of 0.15 μmol·kg-1 740Y-P. For a period of 6 weeks, the remaining groups received an equal volume of physiological saline via gavage daily. After the medication period, the knee joint pain threshold and circumference were measured, and hematoxylin-eosin (HE) staining was performed to assess the pathological changes in the synovial tissues. Enzyme-linked immunosorbent assay (ELISA) measured the levels of interleukin-1β (IL-1β), interleukin-6 (IL-18) and tumor necrosis factor-α (TNF-α) in the joint fluid. Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) was used to assess the mRNA expression of PI3K, Akt, mTOR, NOD-like receptor protein 3 (NLRP3), cysteine-requiring aspartate protease-1 (Caspase-1) and gasdermin D (GSDMD) in the synovial tissues. Immunohistochemical (IHC) assay was performed to assess the protein expression of NLRP3, Caspase-1 and GSDMD. Western blot was carried out to analyze the protein expression of p-PI3K/PI3K, p-Akt/Akt, p-mTOR/mTOR, NLRP3, Caspase-1 and GSDMD. ResultsCompared to the blank group, the model group showed a significant increase in knee joint circumference and decrease in pain threshold, the synovial tissue pathology score was higher (P<0.05), and the levels of IL-1β, IL-18, and TNF-α in the joint fluid significantly increased (P<0.01). PI3K, Akt, mTOR phosphorylation as well as mRNA and protein expression increased (P<0.01), while the mRNA and protein expression levels of NLRP3, Caspase-1 and GSDMD also significantly increased (P<0.01). Compared to the model group, the celecoxib and JDJM groups exhibited a significant reduction in knee joint circumference and increase in pain threshold, the synovial tissue pathology score was lower (P<0.05), and the levels of IL-1β, IL-18, and TNF-α in the joint fluid decreased (P<0.01). The mRNA and protein expression of p-PI3K, p-Akt, p-mTOR, NLRP3, Caspase-1 and GSDMD were reduced (P<0.01). Compared to the JDJM group, the JDJM+740Y-P group showed a decrease in the improvement of synovial lesions, an increase in knee joint circumference, and a decrease in pain threshold. The synovial tissue pathology score was lower (P<0.05), and the levels of IL-1β, IL-18, and TNF-α in the joint fluid were higher (P<0.01). The mRNA and protein expression of p-PI3K/PI3K, p-Akt/Akt, p-mTOR/mTOR, NLRP3, Caspase-1 and GSDMD increased (P<0.01). ConclusionJDJM is effective in treating KOA. Its mechanism may involve modulating the PI3K/Akt/mTOR pathway in synovial tissues, inhibiting pyroptosis, reducing inflammatory factor release, and protecting bony structures.
2.Mechanisms of Mahuang Lianqiao Chixiaodoutang in Improving Obesity-type Polycystic Ovary Syndrome in Rats Based on PI3K/Akt Signaling Pathway
Shiwei HU ; Biran ZHU ; Jinrong ZHANG ; Luyao RUAN ; Ji KUANG ; Jianghuan HUA ; Zhe LIU ; Yanyue YAO ; Ji WANG ; Min ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(8):21-31
ObjectiveTo investigate the mechanisms by which Mahuang Lianqiao Chixiaodoutang (MLC) improves obesity-type polycystic ovary syndrome (PCOS) through the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt) signaling pathway. MethodsThirty-six female Sprague-Dawley (SD) rats were randomly divided into a blank control group (Con) and an obesity-type PCOS model preparation group. The model was induced by gavage with letrozole (1 mg·kg-1) combined with a high-fat diet (HFD). After model establishment, the obesity-type PCOS model preparation group was further divided into the model group (Mod, normal saline), metformin group (Met, 0.3 g·kg-1), low-dose MLC group (MLC-L, 4.3 g·kg-1), medium-dose MLC group (MLC-M, 8.6 g·kg-1), and high-dose MLC group (MLC-H, 17.2 g·kg-1). Active components of MLC and targets of obesity-type PCOS were screened from databases, a protein-protein interaction (PPI) network was constructed, and gene ontology(GO)and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis was performed. The gut microbiota structure was analyzed based on 16S rRNA sequencing and correlated with network pharmacology pathways. Body weight and estrous cycle were dynamically monitored. Ovarian morphology was observed by hematoxylin-eosin (HE) staining. Cell apoptosis was detected by terminal deoxynucleotidyl transferase-mediated dUTP nick-end labeling (TUNEL). Enzyme-linked immunosorbent assay (ELISA) was used to detect levels of follicle-stimulating hormone (FSH), luteinizing hormone (LH), anti-Müllerian hormone (AMH), testosterone (T), and estradiol (E2). Western blot was used to detect the protein expression levels of phosphorylated PI3K/PI3K (p-PI3K/PI3K), phosphorylated Akt/Akt (p-Akt/Akt), B-cell lymphoma-2 (Bcl-2), and Bcl-2-associated X protein (Bax). ResultsNetwork pharmacology screening identified 124 active components of MLC and 408 overlapping targets between the herbal formula and the disease. Core targets such as Akt1 and Bcl-2 were revealed. As indicated by 16S rRNA sequencing, the abundances of Lachnospiraceae, Lachnoclostridium, and Dorea were increased in the MLC groups (P<0.05), while the abundance of Veillonella was decreased (P<0.05). KEGG correlation analysis integrating network pharmacology and gut microbiota data showed significant enrichment of the PI3K/Akt signaling pathway. Animal experiments showed that, compared with the Mod group, body weight decreased to normal levels in the Met, MLC-M, and MLC-H groups. The estrous cycle became regular. The number of corpora lutea increased and cystic follicles decreased. Serum levels of T, FSH, and LH/FSH were reduced (P<0.05, P<0.01), while the E2 level was increased (P<0.01). Ovarian cell apoptosis was reduced (P<0.01), and the protein expression levels of p-PI3K/PI3K, p-Akt/Akt, and Bcl-2 in ovarian tissue were significantly increased, whereas Bax protein expression was significantly decreased (P<0.05, P<0.01). ConclusionMLC can regulate gut microbiota structure, effectively improve ovarian pathology in rats with obesity-type PCOS, and inhibit ovarian granulosa cell apoptosis. The mechanism may be associated with upregulation of the PI3K/Akt signaling pathway.
3.Mechanisms of Mahuang Lianqiao Chixiaodoutang in Improving Obesity-type Polycystic Ovary Syndrome in Rats Based on PI3K/Akt Signaling Pathway
Shiwei HU ; Biran ZHU ; Jinrong ZHANG ; Luyao RUAN ; Ji KUANG ; Jianghuan HUA ; Zhe LIU ; Yanyue YAO ; Ji WANG ; Min ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(8):21-31
ObjectiveTo investigate the mechanisms by which Mahuang Lianqiao Chixiaodoutang (MLC) improves obesity-type polycystic ovary syndrome (PCOS) through the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt) signaling pathway. MethodsThirty-six female Sprague-Dawley (SD) rats were randomly divided into a blank control group (Con) and an obesity-type PCOS model preparation group. The model was induced by gavage with letrozole (1 mg·kg-1) combined with a high-fat diet (HFD). After model establishment, the obesity-type PCOS model preparation group was further divided into the model group (Mod, normal saline), metformin group (Met, 0.3 g·kg-1), low-dose MLC group (MLC-L, 4.3 g·kg-1), medium-dose MLC group (MLC-M, 8.6 g·kg-1), and high-dose MLC group (MLC-H, 17.2 g·kg-1). Active components of MLC and targets of obesity-type PCOS were screened from databases, a protein-protein interaction (PPI) network was constructed, and gene ontology(GO)and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis was performed. The gut microbiota structure was analyzed based on 16S rRNA sequencing and correlated with network pharmacology pathways. Body weight and estrous cycle were dynamically monitored. Ovarian morphology was observed by hematoxylin-eosin (HE) staining. Cell apoptosis was detected by terminal deoxynucleotidyl transferase-mediated dUTP nick-end labeling (TUNEL). Enzyme-linked immunosorbent assay (ELISA) was used to detect levels of follicle-stimulating hormone (FSH), luteinizing hormone (LH), anti-Müllerian hormone (AMH), testosterone (T), and estradiol (E2). Western blot was used to detect the protein expression levels of phosphorylated PI3K/PI3K (p-PI3K/PI3K), phosphorylated Akt/Akt (p-Akt/Akt), B-cell lymphoma-2 (Bcl-2), and Bcl-2-associated X protein (Bax). ResultsNetwork pharmacology screening identified 124 active components of MLC and 408 overlapping targets between the herbal formula and the disease. Core targets such as Akt1 and Bcl-2 were revealed. As indicated by 16S rRNA sequencing, the abundances of Lachnospiraceae, Lachnoclostridium, and Dorea were increased in the MLC groups (P<0.05), while the abundance of Veillonella was decreased (P<0.05). KEGG correlation analysis integrating network pharmacology and gut microbiota data showed significant enrichment of the PI3K/Akt signaling pathway. Animal experiments showed that, compared with the Mod group, body weight decreased to normal levels in the Met, MLC-M, and MLC-H groups. The estrous cycle became regular. The number of corpora lutea increased and cystic follicles decreased. Serum levels of T, FSH, and LH/FSH were reduced (P<0.05, P<0.01), while the E2 level was increased (P<0.01). Ovarian cell apoptosis was reduced (P<0.01), and the protein expression levels of p-PI3K/PI3K, p-Akt/Akt, and Bcl-2 in ovarian tissue were significantly increased, whereas Bax protein expression was significantly decreased (P<0.05, P<0.01). ConclusionMLC can regulate gut microbiota structure, effectively improve ovarian pathology in rats with obesity-type PCOS, and inhibit ovarian granulosa cell apoptosis. The mechanism may be associated with upregulation of the PI3K/Akt signaling pathway.
4.HDAC1 overexpression inhibits steroid-induced apoptosis of mouse osteocyte-like MLO-Y4 cells by inducing SP1 deacetylation.
Shenyao ZHANG ; Min LU ; Gaoyan KUANG ; Xiaotong XU ; Jun FU ; Churan ZENG
Journal of Southern Medical University 2025;45(1):10-17
OBJECTIVES:
To explore the mechanism by which histone deacetylase 1 (HDAC1) regulates steroid-induced apoptosis of mouse osteocyte-like MLO-Y4 cells.
METHODS:
MLY-O4 cells were treated with 400 nmol/L trichostatin A (TSA) or 1 mmol/L dexamethasone for 24 h or transfected with a HDAC1-overexpressing vector prior to TSA or dexamethasone treatment. The changes in the expressions of HDAC1, SP1, cleaved caspase-3 and Bax, SP1 acetylation level, cell proliferation, and cell apoptosis were examined. The interaction between HDAC1 and SP1 was determined with immunoprecipitation assay and Western blotting.
RESULTS:
Treatment with dexamethasone significantly increased cell apoptosis, enhanced the expressions of cleaved caspase-3 and Bax, reduced HDAC1 expression, and suppressed proliferation of MLO-Y4 cells. Both TSA and dexamethasone obviously increased SP1 acetylation level and the expression of SP1 in MLO-Y4 cells. HDAC1 overexpression in the cells significantly attenuated the effect of TSA and dexamethasone, promoted cell proliferation, lowered the expressions of SP1, cleaved caspase-3 and Bax, and inhibited dexamethasone-induced cell apoptosis. Immunoprecipitation assay and Western blotting demonstrated the interaction between HDAC1 and SP1 in the cells.
CONCLUSIONS
HDAC1 inhibits dexamethasone-induced apoptosis and promotes proliferation of cultured mouse osteocytes by suppressing SP1 expression via promoting its deacetylation.
Animals
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Apoptosis/drug effects*
;
Mice
;
Histone Deacetylase 1/genetics*
;
Osteocytes/drug effects*
;
Sp1 Transcription Factor/metabolism*
;
Acetylation
;
Dexamethasone/pharmacology*
;
Cell Proliferation/drug effects*
;
Caspase 3/metabolism*
;
Cell Line
;
Hydroxamic Acids/pharmacology*
;
bcl-2-Associated X Protein/metabolism*
5.Improvement effect of Xuebijing injection on blood-brain barrier damage in mice with anti-NMDAR encephalitis and its regulatory effect on Th17/Treg imbalance
Chaosheng ZENG ; Lin CHEN ; Limin YAN ; Huaijie XING ; Li LI ; Shaozhu HUANG ; Min CHEN ; Yong CHANG ; Bing KUANG ; Xiaoyan LI
Journal of Jilin University(Medicine Edition) 2025;51(5):1211-1220
Objective:To investigate the effect of Xuebijing injection against blood-brain barrier(BBB)damage in the mice with anti-N-methyl-D-aspartate receptor(NMDAR)encephalitis,and to elucidate its regulatory effect on the imbalance of helper T cells 17(Th17)/regulatory T cells(Treg).Methods:The active immunization models of anti-NMDAR encephalitis in the mice were established using glutamate receptor N1 subunit(GluN1)356-385 antigen peptide,and the serum anti-NMDAR immunoglobulin G(IgG)antibody levels were detected by enzyme-linked immunosorbent assay(ELISA).The healthy mice without modeling were served as control group,and the mice with successful modeling were randomly divided into model group,low dose of Xuebijing injection(XBJ-L)group,and high dose of Xuebijing injection(XBJ-H)group,with 10 mice in each group.After modeling,the mice in XBJ-L and XBJ-H groups were intraperitoneally injected with 5 and 10 mL·kg-1 Xuebijing injection,respectively.The Longa score was used to assess the neurological impairment of the mice in various groups;evans blue(EB)staining was used to determine the BBB permeability;immunofluorescence staining was used to detect the expressions of zonula occludens 1(ZO-1)and Occludin in cerebral cortex of the mice in various groups;Western blotting method was used to determine the expression levels of ZO-1,Occludin,Claudin-5,and neuron-specific nuclear protein(NeuN)in cerebral cortex of the mice in various groups;ELISA method was used to determine the levels of Th17-and Treg-related cytokines including interleukin(IL)-17,IL-22,and IL-10 in serum of the mice;flow cytometry was used to determine the percentages of Th17 and Treg cells in peripheral blood of the mice in various groups,and the Th17/Treg ratio was calculated.Results:The serum of the mice induced with the GluN1 356-385 antigen peptide was positive for NMDAR IgG antibodies,indicating that the models were successfully established.Compared with control group,the neurological impairment score of the mice in model group was significantly increased(P<0.05),and the EB level in brain tissue was significantly increased(P<0.05);the fluorescence staining intensities of ZO-1 and Occludin in the cerebral cortex were decreased,and the expression levels of ZO-1,Occludin,Claudin-5,and NeuN proteins in the cerebral cortex were significantly decreased(P<0.05);the serum levels of IL-17 and IL-22 were significantly increased(P<0.05),while the IL-10 level was significantly decreased(P<0.05);the percentage of Th17 cells in peripheral blood was significantly increased(P<0.05),while the percentage of Treg cells was significantly decreased(P<0.05),and the Th17/Treg ratio was significantly increased(P<0.05).Compared with model group,the neurological impairment scores of the mice in XBJ-L and XBJ-H groups were significantly decreased(P<0.05),the EB levels in brain tissue were significantly decreased(P<0.05),the fluorescence staining intensities of ZO-1 and Occludin in cerebral cortex were increased,and the expression levels of ZO-1,Occludin,Claudin-5,and NeuN proteins were significantly increased(P<0.05);the levels of IL-17 and IL-22 in serum were significantly decreased(P<0.05),and the level of IL-10 was significantly increased(P<0.05);the percentages of Th17 cells in peripheral blood were significantly decreased(P<0.05),the percentages of Treg cells were significantly increased(P<0.05),and the Th17/Treg ratios were significantly decreased(P<0.05).Compared with XBJ-L group,the neurological function injury score of the mice in XBJ-H group was significantly decreased(P<0.05),the EB level in brain tissue was significantly decreased(P<0.05);the fluorescence staining intensities of ZO-1 and Occludin in the cerebral cortex were increased,and the expression levels of ZO-1,Occludin,Claudin-5,and NeuN proteins were significantly increased(P<0.05);the serum levels of IL-17 and IL-22 were significantly decreased(P<0.05),and the level of IL-10 was significantly increased(P<0.05);the percentage of Th17 cells in peripheral blood was significantly decreased(P<0.05),the percentage of Treg cells was significantly increased(P<0.05),and the Th17/Treg ratio was significantly decreased(P<0.05).Conclusion:Xuebijing injection can improve BBB injury,regulate Th17/Treg balance,and thereby alleviate the neurological functional damage in anti-NMDAR encephalitis.
6.The role of H-type vessels as a mediator of subchondral bone remodeling and cartilage degeneration in the pathogenesis of knee osteoarthritis
Zifeng YE ; Yiwei YUAN ; Liguo QIU ; Gaoyan KUANG ; Min LU
Journal of Chongqing Medical University 2025;50(9):1247-1252
There is a close relationship between subchondral bone remodeling and angiogenesis in knee osteoarthritis(KOA).Type H vessels,a newly identified subtype of bone vasculature,play a pivotal role in linking angiogenesis with osteogenesis by mediating signals through various cytokines,thereby regulating bone growth and homeostasis.During KOA development,mechanical loads and factors like transforming growth factor-β1(TGF-β1),platelet-derived growth factor-BB(PDGF-BB),vascular endothelial growth factor(VEGF)cause abnormal H-type vessel growth in subchondral bone and cartilage.This suggests that H-type vessel regulation might be a potential KOA treatment mechanism.This article explores the role of H-type vessels in subchondral bone remodeling and cartilage degeneration and the factors driving their abnormal growth,which provides a theoretical basis for further research and high-lights the potential of targeting H-type vessels for KOA treatment.
7.Etiological characteristics of viral gastroenteritis in pediatric inpatients under five years old in Shanghai, 2021‒2022
Xiaozhou KUANG ; Wenjia XIAO ; Hao PAN ; Min CHEN ; Zheng TENG
Shanghai Journal of Preventive Medicine 2024;36(2):143-149
ObjectiveTo investigate the changes in the pathogen spectrum of viral diarrhea in local pediatric inpatients as well as any variations in genotypes of major pathogens during the COVID-19 control period. MethodsFecal samples were collected from the children <5 years who were hospitalized due to acute gastroenteritis in a pediatric hospital in Shanghai. PCR test was carried out to detect rotavirus, norovirus, sapovirus, astrovirus and enteric adenovirus, and then genotyping was performed for major pathogens. ResultsOut of 546 samples, 37.55% tested positive for virus with the following positive rate ranking: norovirus GⅡ (22.16%), group A rotavirus (16.12%), astrovirus (2.93%), enteric adenovirus (2.38%), sapovirus (0.92%) and norovirus GⅠ (0.18%). The predominant genotype within norovirus GⅡ were GⅡ.4[P31] and GⅡ.4[P16] with a proportion of 24.79% and 14.05% respectively. The detection rate of GⅡ.4[P31] dropped significantly over the 2-year period (χ2=16.140,P<0.001). In addition, an emerging rotavirus genotype G8P [8], which was rarely found nationally, was discovered for the first time locally with an increasing proportion, accounting for 7.95% of all rotavirus positive cases. Phylogenic analysis demonstrated that the representative strains of this genotype were genetically closer to the DS-1-like G8P [8] strain found in Southeast Asia. ConclusionThe changes in the prevalence of various norovirus genotypes together with the emergence of rare rotavirus genotype in the local area illustrate the importance of continuous monitoring of viral diarrhea and genotyping of key pathogens. Increased local activity of the rare genotype also adds new parameters in the efficacy evaluation of marketed vaccines and development of potential new vaccines in near future.
8.Clinical trial of Morinda officinalis oligosaccharides in the continuation treatment of adults with mild and moderate depression
Shu-Zhe ZHOU ; Zu-Cheng HAN ; Xiu-Zhen WANG ; Yan-Qing CHEN ; Ya-Ling HU ; Xue-Qin YU ; Bin-Hong WANG ; Guo-Zhen FAN ; Hong SANG ; Ying HAI ; Zhi-Jie JIA ; Zhan-Min WANG ; Yan WEI ; Jian-Guo ZHU ; Xue-Qin SONG ; Zhi-Dong LIU ; Li KUANG ; Hong-Ming WANG ; Feng TIAN ; Yu-Xin LI ; Ling ZHANG ; Hai LIN ; Bin WU ; Chao-Ying WANG ; Chang LIU ; Jia-Fan SUN ; Shao-Xiao YAN ; Jun LIU ; Shou-Fu XIE ; Mao-Sheng FANG ; Wei-Feng MI ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(6):815-819
Objective To observe the efficacy and safety of Morinda officinalis oligosaccharides in the continuation treatment of mild and moderate depression.Methods An open,single-arm,multi-center design was adopted in our study.Adult patients with mild and moderate depression who had received acute treatment of Morinda officinalis oligosaccharides were enrolled and continue to receive Morinda officinalis oligosaccharides capsules for 24 weeks,the dose remained unchanged during continuation treatment.The remission rate,recurrence rate,recurrence time,and the change from baseline to endpoint of Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),Clinical Global Impression-Severity(CGI-S)and Arizona Sexual Experience Scale(ASEX)were evaluated.The incidence of treatment-related adverse events was reported.Results The scores of HAMD-17 at baseline and after treatment were 6.60±1.87 and 5.85±4.18,scores of HAMA were 6.36±3.02 and 4.93±3.09,scores of CGI-S were 1.49±0.56 and 1.29±0.81,scores of ASEX were 15.92±4.72 and 15.57±5.26,with significant difference(P<0.05).After continuation treatment,the remission rate was 54.59%(202 cases/370 cases),and the recurrence rate was 6.49%(24 cases/370 cases),the recurrence time was(64.67±42.47)days.The incidence of treatment-related adverse events was 15.35%(64 cases/417 cases).Conclusion Morinda officinalis oligosaccharides capsules can be effectively used for the continuation treatment of mild and moderate depression,and are well tolerated and safe.
9.Advances in crystal nucleation for amorphous drugs
Jie ZHANG ; Kang LI ; Zi-qing YANG ; Zi-han DING ; Sai-jun XIAO ; Zhi-ming YUE ; Li-mei CAI ; Jia-wen LI ; Ding KUANG ; Min-zhuo LIU ; Zhi-hong ZENG
Acta Pharmaceutica Sinica 2024;59(7):1962-1969
Amorphous solid dispersion (ASD) is one of the most effective formulation approaches to enhance the water solubility and oral bioavailability of poorly water-soluble drugs. However, maintenance of physical stability of amorphous drug is one of the main challenges in the development of ASD. Crystallization is a process of nucleation and crystal growth. The nucleation is the key factor that influences the physical stability of the ASD. However, a theoretical framework to describe the way to inhibit the nucleation of amorphous drug is not yet available. We reviewed the methods and theories of nucleation for amorphous drug. Meanwhile, we also summarized the research progress on the mechanism of additives influence on nucleation and environmental factors on nucleation. This review aims to enhance the better understanding mechanism of nucleation of amorphous drug and controlling over the crystal nucleation during the ASD formulation development.
10.IVIM-DWI-based radiomic model for preoperative prediction of hepatocellular carcinoma differentiation
Yuxiang ZHUANG ; Xiaofeng LI ; Daiquan ZHOU ; Lianqin KUANG ; Min YAN
Journal of Army Medical University 2024;46(20):2322-2329
Objective To construct a radiomic model based on intravoxel incoherent motion diffusion-weighted imaging (IVIM-DWI ) for preoperative prediction of hepatocellular carcinoma (HCC ) differentiation and validate its clinical value.Methods Clinical and imaging data of 187 HCC patients who received surgical treatment in the Third Affiliated Hospital of Chongqing Medical University from June 2018 to January 2024 were collected and retrospectively analyzed.According to the postoperative pathological results,they were divided into low-differentiation group (n=58)and non-low-differentiation group (n=129),andrandomly divided into the training group (n=149)and the validation group (n=38)with the ratio of 8∶2. Univariate analysis was used to assess the clinical indicators related to HCC differentiation,and then a clinical model was constructed. Pyramidimics software was used to extract the radiomic features of IVIM-DWI functional images,and minimum absolute contraction and selection operator logistic regression algorithm were employed to screen those highly correlated indicators with HCC differentiation.Support vector machine (SVM),logistic regression (LR)and random forest (RF)algorithms were utilized to construct different image omics models.SVM algorithm was applied to construct the combined imaging omics and clinical model. The internal verification of the model was carried out by using ten-fold cross-validation.Receiver operating characteristic (ROC)curve,area under the curve (AUC),calibration curve,and decision curve analysis (DCA)were used to evaluate the diagnostic value and clinical benefits of clinical model,radiomic model,and their combination.Results A total of 4060 radiological features were extracted,and after feature screening and dimensionality reduction,24 features were finally included to construct the model.Among all models,the predictive performance of the radiomic model and the radiomic-clinical combined model was better than that of the clinical model.In the comparison between the radiomic model constructed by SVM algorithm and the radiomics-clinical combined model,the AUC value was 0.954 (0.908~1.000)for the former model,and was 0.943 (0.905~0.982)for the latter model in the training set,and there was no significant difference between them.In the validation set,the AUC value was 0.807 (0.640~0.975 )and 0.876 (0.743~1.000),respectively,with statistical difference between the 2 models (P<0.05).Calibration curve analysis showed that the radiomic model and the radiomics-clinical combined model had good goodness of fit.DCA indicated that the net benefit was higher and the threshold probability range was larger in both the radiomic model and the radiomics-clinical combined model,and the net benefit of the combined model was larger. Conclusion Both the radiomic model and the combined radiomics-clinical model constructed on the basis of IVIM-DWI functional images can better predict the severity of HCC differentiation before surgery.

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