1.A prognostic model for multiple myeloma based on lipid metabolism related genes.
Zhengjiang LI ; Liang ZHAO ; Fangming SHI ; Jiaojiao GUO ; Wen ZHOU
Journal of Central South University(Medical Sciences) 2025;50(4):517-530
OBJECTIVES:
Multiple myeloma (MM) is a highly heterogeneous hematologic malignancy, with disease progression driven by cytogenetic abnormalities and a complex bone marrow microenvironment. This study aims to construct a prognostic model for MM based on transcriptomic data and lipid metabolism related genes (LRGs), and to identify potential drug targets for high-risk patients to support clinical decision-making.
METHODS:
In this study, 2 transcriptomic datasets covering 985 newly diagnosed MM patients were retrieved from the Gene Expression Omnibus (GEO) database. Univariate Cox regression and 101 machine learning algorithms were used for gene selection. An LRG-based prognostic model was constructed using Stepwise Cox (both directions) and random survival forest (RSF) algorithms. The association between the prognostic score and clinical events was evaluated, and model performance was assessed using time-dependent receiver operating characteristic (ROC) curves and the C-index. The added predictive value of combining prognostic scores with clinical variables and staging systems was also analyzed. Differentially expressed genes between high- and low-risk groups were identified using limma and clusterProfiler and subjected to pathway enrichment analysis. Drug sensitivity analysis was conducted using the Genomics of Drug Sensitivity in Cancer (GDSC) database and oncoPredict to identify potential therapeutic targets for high-risk patients. The functional role of key LRGs in the model was validated via in vitro cell experiments.
RESULTS:
An LRG-based prognostic model (LRG17) was successfully developed using transcriptomic data and machine learning. The model demonstrated robust predictive performance, with area under the curve (AUC) values of 0.962, 0.912, and 0.842 for 3-, 5-, and 7-year survival, respectively. Patients were stratified into high- and low-risk groups, with high-risk patients showing significantly shorter overall survival (OS) and event-free survival (EFS) (both P<0.001) and worse clinical profiles (e.g., lower albumin, higher β2-microglobulin and lactate dehydrogenase levels). Enrichment analysis revealed that high-risk patients were significantly enriched for pathways related to chromosome segregation and mitosis, whereas low-risk patients were enriched for immune response and immune cell activation pathways. Drug screening suggested that AURKA inhibitor BMS-754807 and FGFR3 inhibitor I-BET-762 may be more effective in high-risk patients. Functional assays demonstrated that silencing of key LRG PLA2G4A significantly inhibited cell viability and induced apoptosis.
CONCLUSIONS
LRGs serve as promising biomarkers for prognosis prediction and risk stratification in MM. The overexpression of chromosomal instability-related and high-risk genetic event-associated genes in high-risk patients may explain their poorer outcomes. Given the observed resistance to bortezomib and lenalidomide in high-risk patients, combination therapies involving BMS-754807 or I-BET-762 may represent effective alternatives.
Humans
;
Multiple Myeloma/mortality*
;
Prognosis
;
Lipid Metabolism/genetics*
;
Transcriptome
;
Machine Learning
;
Male
;
Female
;
Gene Expression Profiling
;
Algorithms
2.Effect of the Otago Exercise Program on Activities of Daily Living in Older Adults With Sarcopenia
Yuxiang LIANG ; Renjie WANG ; Jiaojiao JIANG ; Liqiong WANG ; Long ZHANG ; Xueli CHUN ; Quan WEI
Journal of Sichuan University (Medical Sciences) 2025;56(2):543-548
Objective To explore the effects of the Otago Exercise Program(OEP)on activities of daily living,muscle strength,balance,and physical function in older adults with sarcopenia,to compare OEP with conventional exercise training,and to provide a basis for clinical rehabilitation programs for older adults with sarcopenia.Methods In this randomized controlled trial,120 older adults clinically diagnosed with sarcopenia were enrolled.The participants were randomly assigned to the OEP intervention group(experimental group)and the conventional exercise intervention group(control group),with 60 in each group.The experimental group underwent 12 weeks of OEP training,three times a week,with each session lasting 45 minutes.The control group underwent conventional exercise training following the same schedule.The Modified Barthel Index was used as the primary outcome measure to assess activities of daily living.Secondary outcome measures included muscle strength,gait stability,dynamic balance,and physical function status,evaluated using grip strength,6-meter walking speed,the Timed Up and Go Test(TUGT),and the Short Physical Performance Battery(SPPB).Results A total of 120 older adults with sarcopenia were included.The mean age of the participants was(80.17±8.48)years.Baseline data before treatment showed no statistically significant differences between the two groups.Both groups completed the treatment within 12 weeks without experiencing any adverse events.The baseline data for the experimental group were as follows,MBI at(67.00±22.76)points,hand grip strength at(15.29±4.94)kg,gait speed at(0.61±0.26)m/s,TUGT time at(15.05±6.74)s,and SPPB score at(6.17±1.40)points,while the corresponding post-intervention findings were as follows,(78.72±15.83)points,(17.67±5.83)kg,(0.77±0.28)m/s,(13.49±6.16)s,and(9.25±1.71)points,respectively.The experimental group showed improvements in all measures from baseline to post-intervention(P<0.05 for all measures).As for the control group,the baseline data for the corresponding measures were as follows,(67.20±22.12)points,(15.00±5.35)kg,(0.58±0.23)m/s,(17.29±6.90)s,and(6.00±1.24)points,respectively.The post-intervention findings increased to(71.13±20.28)points,(15.47±5.72)kg,(0.64±0.28)m/s,(16.50±6.99)s,and(6.73±1.61)points,respectively,but the changes were not statistically significant(P>0.05).Furthermore,an intergroup comparison of intervention effects(post-intervention minus preintervention)revealed significant differences in mean changes from baseline.The experimental group demonstrated improvements of(+11.72±6.32)points in modified Barthel Index,(+11.72±6.32)kg in grip strength,(+0.16±0.09)m/s in gait speed,(—1.56±1.32)s in TUGT time,and(—1.56±1.32)points in SPPB score.In contrast,the control group showed smaller changes of(+3.93±5.65)points,(+0.47±1.37)kg,(+0.06±0.07)m/s,(—0.79±1.54)s,and(+0.73±1.12)points,respectively(all P<0.05).Intergroup comparisons revealed superior outcomes in the experimental group across all measures.Conclusion OEP significantly enhances activities of daily living,improves muscle strength,balance,and physical function in older adults,and is more effective than conventional rehabilitation exercise programs,making it suitable for extensive clinical application.
3.Efficacy of Transfer Energy Capacitive and Resistive Therapy Combined With β-Hydroxy-β-Methylbutyrate Nutritional Supplementation in Older Adults With Sarcopenic Obesity
Renjie WANG ; Yuxiang LIANG ; Liqiong WANG ; Ming YANG ; Jiaojiao JIANG
Journal of Sichuan University (Medical Sciences) 2025;56(4):964-970
Objective To investigate the comprehensive intervention effects of transfer energy capacitive and resistive(TECAR)therapy combined with β-hydroxy-β-methylbutyrate(HMB)nutritional supplementation in older patients with sarcopenic obesity(SO).Methods We conducted a randomized controlled trial,enrolling 140 older patients who met the Asian diagnostic criteria for SO.Participants were randomly assigned to 4 groups,including a double-placebo group(Group A),TECAR+placebo group(Group B),sham TECAR+HMB group(Group C),and TECAR+HMB group(Group D),with 35 patients in each group.The intervention lasted 12 weeks.The primary outcome measure was the total score of the Short Physical Performance Battery(SPPB).Secondary outcome indicators included the modified Barthel Index(MBI),scores of the Mini Nutritional Assessment-Short Form(MNA-SF),handgrip strength,body mass,and body mass index(BMI).A two-way analysis of variance(ANOVA)was used to assess the interaction effects between TECAR and HMB.Results After the intervention,Group D(TECAR+HMB)demonstrated significant improvements across all metrics.The SPPB total score increased from 6.29±1.34 to 8.06±1.51(P<0.001),with notable enhancements in walking speed(2.71±0.86 vs.1.97±0.82),chair stand(2.60±0.55 vs.2.11±0.47),and balance(2.74±0.74 vs.2.20±0.76).MBI improved from 71.74±14.41 to 79.91±10.52(P<0.001).Handgrip strength increased from(13.65±5.05)kg to(15.72±4.89)kg(P=0.001).Body mass decreased from(81.78±9.02)kg to(76.95±9.89)kg(P<0.001),and BMI reduced from(30.14±1.68)kg/m2 to(28.34±2.33)kg/m2(P<0.001).Interaction analysis revealed significant synergistic effects between TECAR and HMB in improving the SPPB total scores(F=16.374,P<0.001,η2=0.107)and reducing BMI(F=14.328,P<0.001,η2=0.095).Conclusion TECAR therapy combined with HMB supplementation significantly enhances physical function,activities of daily living,and body composition in elderly patients with sarcopenic obesity,demonstrating a synergistic effect.
4.Efficacy of visual therapy in improving children's abnormal visual function with asthenopia
Jiaojiao LIANG ; Ping LIN ; Dayong YAO ; Shasha ZHANG
International Eye Science 2024;24(9):1486-1490
AIM: To assess the clinical efficacy of visual therapy in children with abnormal visual functions and asthenopia.METHODS: Retrospective case study. The data of 57 patients(114 eyes), aged 8.25±1.94 years, who underwent visual training at the optometry center of Xi'an Children's Hospital between January 2022 and April 2023, were collected. Patient assessments before and after training included refractive errors, a visual fatigue scale questionnaire, and visual function tests. These tests included the Worth 4 Dot for binocular vision, the Von Graefe method for measuring latent strabismus at distance and near, the gradient method for assessing the accommodative convergence/accommodation(AC/A)ratio, the push-up test for convergence near point, the negative lens method for amplitude of accommodation, the cross-cylinder test for accommodative response, and the flipper test for accommodative flexibility. Training programs were tailored based on the initial assessments of visual function and asthenopia. Comparisons were made between pre-training, 1 and 3 mo post-training evaluations.RESULTS: At baseline and 1 mo post-training, the visual fatigue scores were 26.00±6.77 and 19.57±8.90, respectively(P<0.05). Significant enhancements were observed in near phoria, convergence near point, and accommodative amplitude in both eyes, both negative relative accommodation(NRA)and positive relative accommodation(PRA), as well as accommodative flexibility in both eyes at 1 mo after therapy(all P<0.05), while no significant changes were found in distance phoria or accommodative response(all P>0.05). Furthermore, no significant differences were noted in the binocular amplitude of accommodation, NRA, PRA, and near phoria between 1 and 3 mo after training(all P>0.05). The visual function parameters of 30 patients with low myopia(SE: -1.99±1.22 D), 3 patients with low hyperopia(SE: +1.01±0.13 D)and 24 patients with emmetropia(SE: +0.25±0.11 D)were not statistically significant before training and at 1 mo after training(all P>0.05). Certain visual functions significantly improved at 1 mo after training, and most had returned normal by 3 mo.CONCLUSION: Vision therapy significantly enhances binocular visual function and alleviates symptoms of asthenopia in children with visual dysfunction. It is an effective, straightforward, and easily applicable method for relieving children's visual fatigue.
5.Research and Application Prospect of Organoid Technique in Radiotherapy of Pancreatic Cancer
Jiaojiao TONG ; Yiyin LIANG ; Liang CHEN ; Bichun XU ; Huojun ZHANG
Cancer Research on Prevention and Treatment 2024;51(9):784-788
Pancreatic cancer,as a common malignant tumor of the digestive system,has a very low survival rate.In recent years,pancreatic cancer has made great progress in diagnostic methods,radiation therapy techniques,and systemic chemotherapy,but its therapeutic effect has not been considerably improved.As a new type of tumor research platform,organoids have made research progress in many fields.Constructing pancreatic cancer organoids is of great research value to guide the individualized treatment of pancreatic cancer.This article reviews the research and clinical application prospect of organoid model in radiotherapy of pancreatic cancer.
6.Multicenter evaluation of the diagnostic efficacy of jaundice color card for neonatal hyperbilirubinemia
Guochang XUE ; Huali ZHANG ; Xuexing DING ; Fu XIONG ; Yanhong LIU ; Hui PENG ; Changlin WANG ; Yi ZHAO ; Huili YAN ; Mingxing REN ; Chaoying MA ; Hanming LU ; Yanli LI ; Ruifeng MENG ; Lingjun XIE ; Na CHEN ; Xiufang CHENG ; Jiaojiao WANG ; Xiaohong XIN ; Ruifen WANG ; Qi JIANG ; Yong ZHANG ; Guijuan LIANG ; Yuanzheng LI ; Jianing KANG ; Huimin ZHANG ; Yinying ZHANG ; Yuan YUAN ; Yawen LI ; Yinglin SU ; Junping LIU ; Shengjie DUAN ; Qingsheng LIU ; Jing WEI
Chinese Journal of Pediatrics 2024;62(6):535-541
Objective:To evaluate the diagnostic efficacy and practicality of the Jaundice color card (JCard) as a screening tool for neonatal jaundice.Methods:Following the standards for reporting of diagnostic accuracy studies (STARD) statement, a multicenter prospective study was conducted in 9 hospitals in China from October 2019 to September 2021. A total of 845 newborns who were admitted to the hospital or outpatient department for liver function testing due to their own diseases. The inclusion criteria were a gestational age of ≥35 weeks, a birth weight of ≥2 000 g, and an age of ≤28 days. The neonate′s parents used the JCard to measure jaundice at the neonate′s cheek. Within 2 hours of the JCard measurement, transcutaneous bilirubin (TcB) was measured with a JH20-1B device and total serum bilirubin (TSB) was detected. The Pearson′s correlation analysis, Bland-Altman plots and the receiver operating characteristic (ROC) curve were used for statistic analysis.Results:Out of the 854 newborns, 445 were male and 409 were female; 46 were born at 35-36 weeks of gestational age and 808 were born at ≥37 weeks of gestational age. Additionally, 432 cases were aged 0-3 days, 236 cases were aged 4-7 days, and 186 cases were aged 8-28 days. The TSB level was (227.4±89.6) μmol/L, with a range of 23.7-717.0 μmol/L. The JCard level was (221.4±77.0) μmol/L and the TcB level was (252.5±76.0) μmol/L. Both the JCard and TcB values showed good correlation ( r=0.77 and 0.80, respectively) and agreements (96.0% (820/854) and 95.2% (813/854) of samples fell within the 95% limits of agreement, respectively) with TSB. The JCard value of 12 had a sensitivity of 0.93 and specificity of 0.75 for identifying a TSB ≥205.2?μmol/L, and a sensitivity of 1.00 and specificity of 0.35 for identifying a TSB ≥342.0?μmol/L. The TcB value of 205.2?μmol/L had a sensitivity of 0.97 and specificity of 0.60 for identifying TSB levels of 205.2 μmol/L, and a sensitivity of 1.00 and specificity of 0.26 for identifying TSB levels of 342.0 μmol/L. The areas under the ROC curve (AUC) of JCard for identifying TSB levels of 153.9, 205.2, 256.5, and 342.0 μmol/L were 0.96, 0.92, 0.83, and 0.83, respectively. The AUC of TcB were 0.94, 0.91, 0.86, and 0.87, respectively. There were both no significant differences between the AUC of JCard and TcB in identifying TSB levels of 153.9 and 205.2 μmol/L (both P>0.05). However, the AUC of JCard were both lower than those of TcB in identifying TSB levels of 256.5 and 342.0 μmol/L (both P<0.05). Conclusions:JCard can be used to classify different levels of bilirubin, but its diagnostic efficacy decreases with increasing bilirubin levels. When TSB level are ≤205.2 μmol/L, its diagnostic efficacy is equivalent to that of the JH20-1B. To prevent the misdiagnosis of severe jaundice, it is recommended that parents use a low JCard score, such as 12, to identify severe hyperbilirubinemia (TSB ≥342.0 μmol/L).
7.Advances in application of organoids to research on radiotherapy of tumors
Liang CHEN ; Yiyin LIANG ; Weiwei ZHANG ; Jiaojiao TONG ; Huojun ZHANG
Chinese Journal of Radiological Medicine and Protection 2024;44(6):543-548
Organoids are in vitro-cultured three-dimensional (3D) miniature structures derived from human pluripotent stem cells or adult stem cells from healthy individuals or patients. Compared to traditional two-dimensional (2D) cell lines or animal models, organoids are regarded as more promising high-fidelity models, possessing unique advantages in terms of disease modeling, drug development, the establishment of living biobanks, and the exploration of personalized treatment. Over recent years, the rapid development of organoid technology has brought new hopes for innovating preclinical experimental tumor models and promoting clinical personalized diagnosis and treatment. This review is intended to introduce the development status and latest progress of organoids in the field of radiotherapy for tumors, explore the advantages and limitations of organoid models for cancer, and prospect for its application in the field of radiotherapy.
8.The practical value of conventional ultrasound combined with contrast-enhanced ultrasound in the diagnosis of urothelial carcinoma of the renal pelvis in elderly patients
Liang MU ; Jiaojiao XU ; Shuliang NAN ; Jiancheng ZHOU ; Wanli DUAN ; Hao CHEN ; Xiangping GUAN ; Li LIU
Chinese Journal of Geriatrics 2023;42(11):1314-1319
Objective:To assess the combination of conventional ultrasound with contrast-enhanced ultrasound(CEUS)in the diagnosis of urothelial carcinoma(UC)of the renal pelvis in elderly patients.Methods:Sixty-seven elderly patients with a histopathologic diagnosis of UC of the renal pelvis and surgically treated at our hospital between April 2015 and March 2023 were retrospectively analyzed.Characteristics of regular preoperative 2D ultrasound, color Doppler flow imaging(CDFI)and CEUS were examined.Results:Of 67 patients, 49(73.13%)were found to have localized lesions in the renal pelvis and renal calyces.Lesions in 53 patients(79.10%)could be clearly identified by conventional ultrasound, with 46(86.79%)being isoechoic or hypoechoic, and 7(13.21%)being hyperechoic.Analysis of tumor blood flow by CDFI found 22 cases(41.51%)with avascular lesions, 21(39.62%)with hypovascular lesions and 10(18.87%)with hypervascular lesions.The average value of the resistance index(RI)was 0.64.Enhancement was seen in 62 lesions(92.54%)by CEUS after injection of SonoVue.Compared with the cortex of the ipsilateral kidney, a slow enhancement pattern was observed in 46(74.19%), 14(22.58%)showed simultaneous enhancement, and 2(3.23%)showed fast enhancement.At peak enhancement, 43 lesions(69.35%)had hypo-enhancement, 10(16.13%)had iso-enhancement, and 9(14.52%)had hyper-enhancement, compared with the cortex.Concerning the homogeneity of enhancement, 16(25.81%)displayed heterogeneous enhancement, with tumor necrosis or hemorrhage, and 46(74.19%)had homogeneous enhancement.When the contrast agent washout rate was assessed, a fast washout pattern was observed in 53(85.48%), synchronous washout in 6(9.68%), and slow washout in 3(4.84%).Conclusions:UC of the renal pelvis mostly shows isoechoic and hypoechoic lesions on conventional ultrasound, avascular or hypo-vascular lesions on CDFI, and slow-in, fast-out and hypo-enhancement on CEUS, compared with the cortex.Conventional ultrasound combined with CEUS can help improve the diagnostic accuracy of UC of the renal pelvis.
9.Status changes and influencing factors of intraocular lens implantation into capsule
Xue XIE ; Jiaojiao LIANG ; Laiqiang QU ; Hong YAN
Chinese Journal of Experimental Ophthalmology 2023;41(6):561-567
Objective:To observe the unfolding status of foldable acrylic intraocular lens (IOL) of different materials, designs and refractive powers implanted in the capsular bag during cataract surgery, and to investigate its influence on the IOL implantation procedure.Methods:An observational case series study was conducted.A total of 1 005 patients who underwent routine phacoemulsification and IOL implantation in Shaanxi Eye Hospital from February to August 2021 were enrolled.The status and unfolding time of the leading haptic, optical region, and trailing haptic of the IOL in the capsular bag and the surgeon were recorded in real-time intraoperative video.Of the 1 005 IOL implants, 681 were hydrophobic, 324 hydrophilic, 733 C-loop, 272 plate-haptic, 909 single-piece, 96 three-piece, 620 preloaded, and 385 non-preloaded.The differences in unconventional implantation factors and IOL unfolding time were compared.The factors influencing IOL implantation status were analyzed by multivariate logistic regression.Multivariate logistic regression was used to analyze the relevant factors affecting IOL implantation status.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Xi'an People's Hospital (Xi'an Fourth Hospital)(No.20200035). Written informed consent was obtained from each subject.Results:There were 14(1.4%) IOLs with unconventional leading haptic status during implantation, including 7 recurved, 4 folded, 2 twisted and 1 straightened.There were 101(10.0%) IOLs with unconventional trailing haptic status during implantation, including 49 stuck in the injector, 40 folded, 10 recurved and 2 broken.There were 22(2.2%) IOLs with overlapped leading and trailing haptic requiring additional separation.There were 4(0.4%) IOLs with reversed optical regions and 2(0.2%) with damaged optical regions.The occurrence rate of unconventional leading haptic status using C-loop IOL was higher than that using plate IOL, and the difference was statistically significant ( P<0.05). The occurrence rate of unconventional trailing haptic status using hydrophilic, non-preloaded, three-piece, and C-loop IOL was higher than that using hydrophobic, preloaded, single-piece, and plate IOL, respectively, and the differences were statistically significant ( χ2=9.100, 61.400, 81.885, 7.587; all at P<0.05). The 22(2.2%) IOLs with overlapped leading and trailing haptic were hydrophobic.The 4 (0.4%) IOLs with reversed optical region were non-preloaded.The results of multivariate logistic regression analysis showed that IOL material, loading method, design and surgeons were related to the unconventional trailing haptic status in implantation ( OR=9.894, 3.720, 6.810, 1.338; all at P<0.05). The average unfolding time of hydrophobic IOL was 26.12(21.21, 30.91)s, which was significantly longer than 3.03(2.16, 4.49)s of hydrophilic IOL ( Z=-25.603, P<0.05). The average unfolding time of C-loop IOL was 25.53(19.41, 30.25)s, which was significantly longer than 2.70(2.08, 3.69) s of plate IOL ( Z=-23.764, P<0.05). Conclusions:A variety of unconventional statuses of IOL can occur during implantation into the lens capsular bag.The use of hydrophobic, preloaded, single-piece, and plate IOLs can reduce the occurrence of unconventional status.The use of hydrophilic IOLs can reduce the overlap of leading and trailing haptic.The use of preloaded IOLs can reduce the occurrence of IOL optical region reversal.The use of hydrophilic and plate IOLs can shorten the operation time.
10.Pharmacokinetics,distribution,and excretion of sodium oligomannate,a recently approved anti-Alzheimer's disease drug in China
Jiaojiao LU ; Qiongqun PAN ; Jieqiang ZHOU ; Yan WENG ; Kaili CHEN ; Lv SHI ; Guanxiu ZHU ; Chunlin CHEN ; Liang LI ; Meiyu GENG ; Zhenqing ZHANG
Journal of Pharmaceutical Analysis 2022;12(1):145-155
The National Medical Products Administration has authorized sodium oligomannate for treating mild-to-moderate Alzheimer's disease.In this study,an LC-MS/MS method was developed and validated to quantitate sodium oligomannate in different biomatrices.The plasma pharmacokinetics,tissue distri-bution,and excretion of sodium oligomannate in Sprague-Dawley rats and beagle dogs were system-atically investigated.Despite its complicated structural composition,the absorption,distribution,metabolism,and excretion profiles of the oligosaccharides in sodium oligomannate of different sizes and terminal derivatives were indiscriminate.Sodium oligomannate mainly crossed the gastrointestinal epithelium through paracellular transport following oral administration,with very low oral bioavail-ability in rats(0.6%-1.6%)and dogs(4.5%-9.3%).Absorbed sodium oligomannate mainly resided in circulating body fluids in free form with minimal distribution into erythrocytes and major tissues.So-dium oligomannate could penetrate the blood-cerebrospinal fluid(CSF)barrier of rats,showing a con-stant area under the concentration-time curve ratio(CSF/plasma)of approximately 5%.The cumulative urinary excretion of sodium oligomannate was commensurate with its oral bioavailability,supporting that excretion was predominantly renal,whereas no obvious biliary secretion was observed following a single oral dose to bile duct-cannulated rats.Moreover,only 33.7%(male)and 26.3%(female)of the oral dose were recovered in the rat excreta within 96 h following a single oral administration,suggesting that the intestinal flora may have ingested a portion of unabsorbed sodium oligomannate as a nutrient.

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