1.Development and validation of machine learning-based predictive models for the risk of medication-related osteonecrosis of the jaw and surgical outcomes
Mengmeng WU ; Changfei MAO ; Jing ZHANG ; Yuan ZHANG ; Xiaolin LIU ; Yingqiu PU
China Pharmacy 2026;37(16):2187-2194
OBJECTIVE To develop and validate interpretable machine learning models for predicting the risk of medication-related osteonecrosis of the jaw (MRONJ) and surgical outcomes, thereby providing quantitative support for MRONJ risk assessment and treatment decision-making.METHODS Two study cohorts were established. Cohort A adopted a nested case-control study design to develop a predictive model for the risk of MRONJ onset. Cohort B comprised patients with MRONJ from Cohort A who underwent surgical treatment and met the follow-up eligibility criteria, and employed a prospective follow-up cohort study design to develop a predictive model for the efficacy of MRONJ surgery. After missing-data processing, variable standardization, and encoding, predictive features were selected using the least absolute shrinkage and selection operator (LASSO) regression, and collinearity was assessed using the variance inflation factor (VIF). Random Forest (RF), eXtreme Gradient Boosting (XGB), Multi-layer Perceptron (MLP), Support Vector Machine (SVM), and Gaussian Naive Bayes (NB) models were subsequently developed using the selected features. Hyperparameter optimization and internal performance evaluation were performed using two-level nested cross-validation repeated 20 times. In Cohort B, the synthetic minority over-sampling technique (SMOTE) was applied within the inner training folds to address class imbalance. Model performance was comprehensively evaluated using the receiver operating characteristic (ROC) curve, the precision-recall (PR) curve, calibration curve, and decision curve analysis (DCA). Shapley additive explanations (SHAP) were used to quantify the relative contributions of individual clinical features to model predictions.RESULTS Seven clinical features, including alkaline phosphatase and tooth extraction, were retained for Cohort A; whereas eight clinical features, including age and duration of medication use, were retained for Cohort B. In Cohort A, the area under the ROC curve, the area under the PR curve, Brier score, sensitivity, and specificity of the RF model were 0.94, 0.92, 0.09, 0.92, and 0.85, respectively; the corresponding values in Cohort B were 0.93, 0.93, 0.12, 0.83, and 0.93, respectively. The results of calibration curves and DCA indicated that the RF models achieved favorable calibration and clinical net benefit, with VIF values for all variables below 5. SHAP visualization results showed that alkaline phosphatase, tooth extraction, and cumulative drug dose made substantial contributions to MRONJ risk prediction in Cohort A, whereas age, duration of medication use, and MRONJ stage contributed substantially to surgical outcome prediction in Cohort B.CONCLUSIONS The RF-based models for predicting MRONJ risk and surgical outcomes demonstrated good discrimination, accuracy of probabilistic predictions, and potential clinical utility during internal validation. These models may provide decision support for comprehensive MRONJ risk management and individualized clinical decision-making. However, external validation in independent, multicenter, and geographically diverse cohorts is still required.
2.Nanoengineered cargo with targeted in vivo Foxo3 gene editing modulated mitophagy of chondrocytes to alleviate osteoarthritis.
Manyu CHEN ; Yuan LIU ; Quanying LIU ; Siyan DENG ; Yuhan LIU ; Jiehao CHEN ; Yaojia ZHOU ; Xiaolin CUI ; Jie LIANG ; Xingdong ZHANG ; Yujiang FAN ; Qiguang WANG ; Bin SHEN
Acta Pharmaceutica Sinica B 2025;15(1):571-591
Mitochondrial dysfunction in chondrocytes is a key pathogenic factor in osteoarthritis (OA), but directly modulating mitochondria in vivo remains a significant challenge. This study is the first to verify a correlation between mitochondrial dysfunction and the downregulation of the FOXO3 gene in the cartilage of OA patients, highlighting the potential for regulating mitophagy via FOXO3 gene modulation to alleviate OA. Consequently, we developed a chondrocyte-targeting CRISPR/Cas9-based FOXO3 gene-editing tool (FoxO3) and integrated it within a nanoengineered 'truck' (NETT, FoxO3-NETT). This was further encapsulated in injectable hydrogel microspheres (FoxO3-NETT@SMs) to harness the antioxidant properties of sodium alginate and the enhanced lubrication of hybrid exosomes. Collectively, these FoxO3-NETT@SMs successfully activate mitophagy and rebalance mitochondrial function in OA chondrocytes through the Foxo3 gene-modulated PINK1/Parkin pathway. As a result, FoxO3-NETT@SMs stimulate chondrocytes proliferation, migration, and ECM production in vitro, and effectively alleviate OA progression in vivo, demonstrating significant potential for clinical applications.
3.Study on the movement patterns and influencing factors of lung tumors tracked by M6 cyberknife stereoscopic radiotherapy system
Niu ZEQIAN ; Song YONGCHUN ; Yuan ZHIYONG ; Wang JINGSHENG ; Dong YANG ; Yu XUYAO ; Chen HUAMING ; Tian XIAOLIN
Chinese Journal of Clinical Oncology 2025;52(2):71-74
Objective:To explore the movement patterns and factors influencing lung tumors tracked using the M6 cyberknife stereotactic radiotherapy(SRT)system and to provide a reference for the implementation of precise stereotactic radiotherapy for lung tumors.Method:A retrospective analysis was conducted on 29 patients with lung tumors who were treated using x-sight lung tracking technology and the M6 cyberknife SRT system at Tianjin Medical University Cancer Institute&Hospital,from January 2022 to August 2024.The tumor location and volume,irradiation dose,isodose line,and number of divisions were recorded.Lung tumor location and SPSS 26.0 software were used to analyze the movement amplitude of tumors in the left and right(LFT/RGT,LR)directions,the anterior-posterior(ANT/POS,AP)direction,and the superior-inferior(SUP/INF,SI)direction.The results are expressed as the mean±standard deviation((x)±s)mm,and a t-test was used for inter-group comparisons.Multiple linear regression was used to analyze the effects of factors such as age,gender,tumor location(upper and lower lungs),and tumor volume on the amplitudes of the lung tumor movements.Result:The average motion amplitudes in the LR direc-tions,AP direction,and SI direction of the tumor target areas were(3.5±1.8)mm,(5.3±1.7)mm,and(7.3±5.4)mm for the upper lung,based on 19 cases,and(3.1±1.6)mm,(4.5±2.2)mm,and(12.2±4.4)mm for the lower lung,based on 10 cases,respectively.There was a statistic-ally significant difference(P=0.015 3)in the amplitude of movements between the lower and upper lung tumors in the SI direction.The lung tumor movement amplitude in the SI direction was influenced by tumor location(P=0.035),and the movement amplitudes in the LR direc-tions and the AP direction were not related to factors such as gender,age,tumor location,and tumor volume.Conclusions:The lung tumor movement amplitudes for the different locations varied depending on the respiratory movement shown by the patient.In the SI direction,the movement amplitude of the lower lung tumors was greater than that of upper lung tumors,and this was due to tumor location effects.The movement amplitudes of the lower and upper lung tumors were similar in the LR directions and AP directions.Furthermore,movement amplitude was not affected by gender,age,tumor location,and tumor volume.
4.Progress in the heterologous synthesis of sesquiterpenes by Yarrowia lipolytica.
Liuhuan WANG ; Yuyao SHAO ; Xiaolin CUI ; Jiake YANG ; Yan QIAO ; Longxing XU ; Yuejia SUN ; Pengcai LIU ; Lijie YUAN ; Shuncheng LIU
Chinese Journal of Biotechnology 2025;41(9):3426-3447
Sesquiterpenes are natural terpenes containing 15 carbon atoms. They are widely used in the perfume, pharmaceutical, and biofuel industries due to their remarkable biological activities. The traditional production of sesquiterpenes relies on chemical synthesis or plant extraction, which has the disadvantages of low yields and waste of resources. The construction of microbial cell factories for the efficient synthesis of sesquiterpenes by means of synthetic biology provides a new option. In recent years, with the development of metabolic engineering and synthetic biology, the heterologous synthesis of a variety of sesquiterpenes has been successfully achieved by metabolic engineering of the oleaginous yeast, Yarrowia lipolytica. In this paper, we review the research progress in the heterologous synthesis of different sesquiterpenes by Y. lipolytica, discuss the synthetic biology strategies commonly used in this field, and make an outlook on the research directions and engineering approaches to further enhance the sesquiterpene yield in this host. This paper provides a reference for strategies such as synergistic optimization of synthetic biology and metabolic engineering, enhanced precursors, and opens up new directions for the application of synthetic biology in green chemistry and sustainable production.
Yarrowia/genetics*
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Sesquiterpenes/metabolism*
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Metabolic Engineering/methods*
;
Synthetic Biology/methods*
5.Study on the distribution of FMR1 CGG repeat numbers among 16 610 women of childbearing age in China
Yahui SHEN ; Wei HOU ; Xiaolin FU ; Manli ZHANG ; Xiaoxiao XIE ; Chunyan ZHANG ; Jiaxin BIAN ; Xiao MAO ; Juan WEN ; Chunyu LUO ; Hua JIN ; Qian ZHU ; Qingwei QI ; Yeqing QIAN ; Jing YUAN ; Yanyan ZHAO ; Ailan YIN ; Shutie LI ; Yulin JIANG ; Rui XIAO ; Yanping LU
Chinese Journal of Reproduction and Contraception 2025;45(4):398-402
Objective:To investigate the distribution of CGG repeat numbers in the FMR1 gene among reproductive-age women in China, providing data reference for carrier screening and genetic counseling of Fragile X syndrome. Methods:This cross-sectional study recruited 16 610 reproductive-age women from 12 medical institutions between July 2022 and October 2023. Peripheral venous blood samples (3 mL) were collected, and genomic DNA was extracted. The number of CGG repeats in the FMR1 gene was determined using the triplet-primed polymerase chain reaction (TP-PCR) combined with capillary electrophoresis technology. Statistical analyses were performed to assess the prevalence and distribution of CGG repeat expansions. Results:Among 16 610 women of childbearing age, 5 684 (34.220%) women had the same number of CGG repeats in the two alleles of FMR1 gene, and 10 926 (65.780%) women had different numbers of repeats in the two alleles. Among the 33 220 FMR1 alleles in 16 610 women of reproductive age, the most common CGG repeat numbers were 29 [48.645% (16 160/33 220)] and 30 [26.276% (8 729/33 220)], while the most frequent CGG genotype was CGG 29/29 [24.726% (4 107/16 610)]. The CGG repeat numbers of FMR1 gene were normal in 16 498 women (99.326%). Among the 112 women (0.674%) with CGG repeat abnormities, 96 (0.578%) women were classified as intermediate carriers, 15 (0.090%) as premutation carriers, and 1 (0.006%) as a full mutation carrier, whose CGG genotype was (36, >200). Conclusion:In the general reproductive-age female population in China, the normal CGG repeat numbers of the FMR1 gene account for 99.326%, while the intermediate carrier rate is 0.578%, and the combined carrier rate of the premutation and full mutation types is 0.096%.
6.Study on the movement patterns and influencing factors of lung tumors tracked by M6 cyberknife stereoscopic radiotherapy system
Niu ZEQIAN ; Song YONGCHUN ; Yuan ZHIYONG ; Wang JINGSHENG ; Dong YANG ; Yu XUYAO ; Chen HUAMING ; Tian XIAOLIN
Chinese Journal of Clinical Oncology 2025;52(2):71-74
Objective:To explore the movement patterns and factors influencing lung tumors tracked using the M6 cyberknife stereotactic radiotherapy(SRT)system and to provide a reference for the implementation of precise stereotactic radiotherapy for lung tumors.Method:A retrospective analysis was conducted on 29 patients with lung tumors who were treated using x-sight lung tracking technology and the M6 cyberknife SRT system at Tianjin Medical University Cancer Institute&Hospital,from January 2022 to August 2024.The tumor location and volume,irradiation dose,isodose line,and number of divisions were recorded.Lung tumor location and SPSS 26.0 software were used to analyze the movement amplitude of tumors in the left and right(LFT/RGT,LR)directions,the anterior-posterior(ANT/POS,AP)direction,and the superior-inferior(SUP/INF,SI)direction.The results are expressed as the mean±standard deviation((x)±s)mm,and a t-test was used for inter-group comparisons.Multiple linear regression was used to analyze the effects of factors such as age,gender,tumor location(upper and lower lungs),and tumor volume on the amplitudes of the lung tumor movements.Result:The average motion amplitudes in the LR direc-tions,AP direction,and SI direction of the tumor target areas were(3.5±1.8)mm,(5.3±1.7)mm,and(7.3±5.4)mm for the upper lung,based on 19 cases,and(3.1±1.6)mm,(4.5±2.2)mm,and(12.2±4.4)mm for the lower lung,based on 10 cases,respectively.There was a statistic-ally significant difference(P=0.015 3)in the amplitude of movements between the lower and upper lung tumors in the SI direction.The lung tumor movement amplitude in the SI direction was influenced by tumor location(P=0.035),and the movement amplitudes in the LR direc-tions and the AP direction were not related to factors such as gender,age,tumor location,and tumor volume.Conclusions:The lung tumor movement amplitudes for the different locations varied depending on the respiratory movement shown by the patient.In the SI direction,the movement amplitude of the lower lung tumors was greater than that of upper lung tumors,and this was due to tumor location effects.The movement amplitudes of the lower and upper lung tumors were similar in the LR directions and AP directions.Furthermore,movement amplitude was not affected by gender,age,tumor location,and tumor volume.
7.Study on the distribution of FMR1 CGG repeat numbers among 16 610 women of childbearing age in China
Yahui SHEN ; Wei HOU ; Xiaolin FU ; Manli ZHANG ; Xiaoxiao XIE ; Chunyan ZHANG ; Jiaxin BIAN ; Xiao MAO ; Juan WEN ; Chunyu LUO ; Hua JIN ; Qian ZHU ; Qingwei QI ; Yeqing QIAN ; Jing YUAN ; Yanyan ZHAO ; Ailan YIN ; Shutie LI ; Yulin JIANG ; Rui XIAO ; Yanping LU
Chinese Journal of Reproduction and Contraception 2025;45(4):398-402
Objective:To investigate the distribution of CGG repeat numbers in the FMR1 gene among reproductive-age women in China, providing data reference for carrier screening and genetic counseling of Fragile X syndrome. Methods:This cross-sectional study recruited 16 610 reproductive-age women from 12 medical institutions between July 2022 and October 2023. Peripheral venous blood samples (3 mL) were collected, and genomic DNA was extracted. The number of CGG repeats in the FMR1 gene was determined using the triplet-primed polymerase chain reaction (TP-PCR) combined with capillary electrophoresis technology. Statistical analyses were performed to assess the prevalence and distribution of CGG repeat expansions. Results:Among 16 610 women of childbearing age, 5 684 (34.220%) women had the same number of CGG repeats in the two alleles of FMR1 gene, and 10 926 (65.780%) women had different numbers of repeats in the two alleles. Among the 33 220 FMR1 alleles in 16 610 women of reproductive age, the most common CGG repeat numbers were 29 [48.645% (16 160/33 220)] and 30 [26.276% (8 729/33 220)], while the most frequent CGG genotype was CGG 29/29 [24.726% (4 107/16 610)]. The CGG repeat numbers of FMR1 gene were normal in 16 498 women (99.326%). Among the 112 women (0.674%) with CGG repeat abnormities, 96 (0.578%) women were classified as intermediate carriers, 15 (0.090%) as premutation carriers, and 1 (0.006%) as a full mutation carrier, whose CGG genotype was (36, >200). Conclusion:In the general reproductive-age female population in China, the normal CGG repeat numbers of the FMR1 gene account for 99.326%, while the intermediate carrier rate is 0.578%, and the combined carrier rate of the premutation and full mutation types is 0.096%.
8.Technology optimization and in vitro anti-tumor effect evaluation of reactive oxygen species-responsive methotrexate-modified paclitaxel/icariin micelles
Naijian ZOU ; Liang KONG ; Lei CHANG ; Pengbo WAN ; Xiaolin JIANG ; Mingdian YUAN ; Yingqiang LU
China Pharmacy 2025;36(3):285-292
OBJECTIVE To prepare reactive oxygen species(ROS)-responsive methotrexate(MTX)-modified paclitaxel(PTX)/icariin(ICA)micelles(MTX-oxi-Ms@PTX/ICA),and perform technology optimization and in vitro anti-tumor effect evaluation.METHODS Synergistic toxicity concentration range of PTX and ICA was screened by synergistic toxicity test.The micelles were prepared by thin film hydration method,and their technology was optimized by response surface methodology.The fundamental characteristics of the micelles prepared by the optimal technology were evaluated.The micelles'cytotoxicity,targeting ability to renal carcinoma RENCA cells of mice,and their inhibitory effects on invasion and migration were assessed.RESULTS Results of synergistic toxicity experiments demonstrated that the strongest synergistic effect occurred when PTX concentrations ranged from 2.5 to 10 μmol/L and ICA concentrations ranged from 5 to 15 μmol/L.The optimal technology of MTX-oxi-Ms@PTX/ICA was determined to include 80 mg Soluplus?,Soluplus? and TPGS1000 mass ratio of 4:1(mg/mg),2 mg DSPE-PEG2000-TK-PEG5000,2 mg DSPE-PEG2000-MTX,1 mg PTX,and 1.5 mg ICA,with a hydration temperature of 35 ℃ and a formulation volume of 5 mL.Under the optimal conditions,average encapsulation efficiency of PTX and ICA in 3 batches of MTX-oxi-Ms@PTX/ICA reached 92.75%,the critical micelle concentration(CMC)was 0.007 9 mg/mL,the particle size was(62.09±1.68)nm,the polydispersity index(PDI)was 0.046±0.032,and the Zeta potential was(-2.47±0.15)mV.Within 30 days of placement,there was no significant change in particle size and polydispersity index of micelle.In vitro release experiments showed that MTX-oxi-Ms@PTX/ICA released drugs more rapidly in oxidative environments.The half maximal inhibitory concentration of MTX-oxi-Ms@PTX/ICA against RENCA cells was(5.170±0.036)μmol/L.In vitro cellular uptake experiments indicated that compared with unmodified micelles,MTX modified micelles had stronger targeting effects on cancer cells,and also significantly enhanced the inhibitory ability of invasion and migration of RENCA cells(P<0.05).CONCLUSIONS MTX-oxi-Ms@PTX/ICA micelles are successfully prepared,which exhibit high encapsulation efficiency,low critical micelle concentration,and good stability.These micelles demonstrate significant cytotoxicity against RENCA cells and effectively inhibit cancer cell invasion and migration.
9.Application of ropivacaine combined with dexmedetomidine for deep plane block anesthesia of anterior serratus muscle in breast mass resection
Shijie JI ; Wei YUAN ; Xiaolin YANG
Journal of Navy Medicine 2024;45(11):1158-1162
Objective To study the value of ropivacaine combined with dexmedetomidine for deep plane block anesthesia of anterior serratus muscle in breast mass resection.Methods A total of 88 patients who underwent elective breast mass resection in Rugao People's Hospital from February 2020 to February 2022 were selected and divided into two groups according to the random number table,with 44 patients in each group.Before induction of anesthesia,deep plane block anesthesia of anterior serratus muscle was performed in both groups.Ropivacaine was used in group R,and ropivacaine and dexmedetomidine were used in group RD.Intraoperative propofol dosage,intraoperative remifentanil dosage,sufentanil dosage within 24 hours after operation,and extubation time were compared between the two groups.Mean arterial pressure(MAP)and heart rate(HR)were recorded before anesthesia(T0),during skin incision(T1),at 15 minutes of surgery(T2),and at 30 minutes of surgery(T3).Visual analog scale(VAS)score was recorded at 4,8,12 and 24 hours after surgery.The adverse reactions were observed.Results The dosages of propofol,remifentanil and sufentanil in the RD group were less than those in the R group,and the extubation time of the RD group was shorter than that of the R group(P<0.05).MAP and HR increased first and then decreased with the operation time in both groups(P<0.05).MAP and HR in the RD group were lower than those in the R group at T1,T2 and T3(P<0.05).Postoperative VAS scores of the two groups increased first and then decreased with time(P<0.05).The VAS scores in the RD group were lower than those in the R group 4,8,12 and 24 hours after surgery(P<0.05).The incidence of adverse reactions in the RD group was lower than that in the R group(P<0.05).Conclusion Ropivacaine combined with dexmedetomidine for deep plane block of anterior serratus muscle in breast mass resection can reduce the use of anesthetics,maintain the hemodynamic stability,and reduce the degree of postoperative pain.It has high safety.
10.Implications of Sarcopenia and Glucometabolism Parameters of Muscle Derived From Baseline and End-of-Treatment 18 F-FDG PET/CT in Diffuse Large B-Cell Lymphoma
Xiaoyue TAN ; Xiaolin SUN ; Yang CHEN ; Fanghu WANG ; Yuxiang SHANG ; Qing ZHANG ; Hui YUAN ; Lei JIANG
Korean Journal of Radiology 2024;25(3):277-288
Objective:
We previously found that the incidence of sarcopenia increased with declining glucose metabolism of muscle in patients with treatment-naïve diffuse large B-cell lymphoma (DLBCL). This study aimed to investigate the relationship between sarcopenia and muscle glucometabolism using 18 F-FDG PET/CT at baseline and end-of-treatment, analyze the changes in these parameters through treatment, and assess their prognostic values.
Materials and Methods:
The records of 103 patients with DLBCL (median 54 years [range, 21–76]; male:female, 50:53) were retrospectively reviewed. Skeletal muscle area at the third lumbar vertebral (L3) level was measured, and skeletal muscle index (SMI) was calculated to determine sarcopenia, defined as SMI < 44.77 cm 2 /m 2 and < 32.50 cm 2 /m 2 for male and female, respectively. Glucometabolic parameters of the psoas major muscle, including maximum standardized uptake value (SUVmax) and mean standardized uptake value (SUVmean), were measured at L3 as well. Their changes across treatment were also calculated as ΔSMI, ΔSUVmax, and ΔSUVmean; Δbody mass index was also calculated. Associations between SMI and the metabolic parameters were analyzed, and their associations with progression-free survival (PFS) and overall survival (OS) were identified.
Results:
The incidence of sarcopenia was 29.1% and 36.9% before and after treatment, respectively. SMI (P = 0.004) was lower, and sarcopenia was more frequent (P = 0.011) at end-of-treatment than at baseline. The SUVmax and SUVmean of muscle were lower (P < 0.001) in sarcopenia than in non-sarcopenia at both baseline and end-of-treatment. ΔSMI was positively correlated with ΔSUVmax of muscle (P = 0.022). Multivariable Cox regression analysis showed that sarcopenia at end-of-treatment was independently negatively associated with PFS (adjusted hazard ratio [95% confidence interval], 2.469 [1.022–5.965]), while sarcopenia at baseline was independently negatively associated with OS (5.051 [1.453–17.562]).
Conclusion
Sarcopenic patients had lower muscle glucometabolism, and the muscular and metabolic changes across treatment were positively correlated. Sarcopenia at baseline and end-of-treatment was negatively associated with the prognosis of DLBCL.

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