1.Development of a clinical prediction model for cervical instability in young and middle-aged adults based on machine learning
Jing LI ; Guangqi LU ; Minghui ZHUANG ; Ying CUI ; Zhangjingze YU ; Xinyue SUN ; Mingming MA ; Liguo ZHU ; Jie YU
Chinese Journal of Tissue Engineering Research 2025;29(33):7203-7210
BACKGROUND:Cervical instability is a common orthopedic disease in young and middle-aged people,and is the early manifestation of cervical spondylosis,which has a great impact on the quality of life of patients.Therefore,early diagnosis of cervical instability to implement early intervention has positive clinical and social significance.OBJECTIVE:The clinical prediction model of cervical instability in young and middle-aged people was constructed based on machine learning to realize early screening of cervical instability in young and middle-aged people before X-ray examination.METHODS:From September 2022 to October 2023,155 young and middle-aged adults with cervical instability and 88 with non-cervical instability recruited through recruitment advertisements and spinal department outpatient of Wangjing Hospital,China Academy of Chinese Medical Sciences were selected as research subjects.The research subjects'general information,living and working habits,discomfort symptoms,visual analog scale score,Neck Disability Index,and 36-ltem Short Form Health Survey were collected on site based on questionnaires.The above information was used as predictive factors.After screening,six machine learning algorithms of Support Vector Machine,LightGBM,RandomForest,Logistic,AdaBoost,and XGBClassifier were used to train the model by ten-fold cross-validation method,and the clinical prediction model of cervical instability was constructed.Area under the curve was used as the main evaluation index.Univariate analysis was performed on the predictors,and SHAP method was used to rank the importance of the predictors.Correlation heat maps were used to show the degree of linear correlation between the predictors and the cervical instability.RESULTS AND CONCLUSION:(1)Among the six machine learning models,RandomForest model was chosen as the final prediction model,including nine predictors,such as age,body mass index,neck circumference/neck length,visual analog scale score,Neck Disability Index,bodily pain,general health,vitality,and mental health,area under the curve=0.725 4,and the calibration degree was good.It could be used as a reference tool for early screening of cervical instability in young and middle-aged people.(2)There were significant differences in age,visual analog scale score,Neck Disability Index,bodily pain,general health,and vitality between the two groups(P<0.05).(3)The order of importance of predictors was age,Neck Disability Index,visual analog scale score,general health,body mass index,vitality,bodily pain,neck circumference/neck length,mental health,among which age,visual analog scale score,Neck Disability Index were positively correlated with cervical instability,while general health,body mass index,vitality,bodily pain,neck circumference/neck length,and mental health were negatively correlated with cervical instability.
2.Development of detection method of Klebsiella pneumoniae based on digital LAMP-CRISPR/Cas12b
Shuting SUN ; Tianchi ZHUANG ; Yingqi YANG ; Ning LI ; Quan WANG ; Minghui JI
Chinese Journal of Microbiology and Immunology 2025;45(6):485-492
Objective:To develop a rapid, sensitive, and quantitative method for detecting Klebsiella pneumoniae using digital loop-mediated isothermal amplification(LAMP)-CRISPR/Cas12b. Methods:Five LAMP primers targeting the Kp-1 gene of Klebsiella pneumoniae and guide RNA (gRNA) for Cas12b were designed. The digital LAMP-CRISPR/Cas12b reaction mixture included 1×WarmStart ? LAMP master mix, 1×LAMP primers, 250 nmol/L Cas12b, 250 nmol/L gRNA, 3 μmol/L ssDNA reporter, 1 000 U/ml RNase inhibitor, 4 mmol/L Mg 2+, and DEPC water. After preparing the digital chip, it was incubated at 60℃ for one hour. Fluorescence distribution was then detected using a biochip analyzer to calculate the input DNA concentration. The specificity of the method was tested using genomic DNA from seven pathogenic microorganisms. The quantitative performance was assessed using serial dilutions of Klebsiella pneumoniae DNA ranging from 5-500 000 copies/μl. Clinical sputum samples were collected for comparison of quantitative performance with qPCR and qualitative performance with culture methods. Results:The digital LAMP-CRISPR/Cas12b method showed high specificity, yielding negative results for all six non-target pathogens. Quantitative performance tests indicated a sensitivity as low as 5 copies/μl, with a linear dynamic range of 5-50 000 copies/μl ( R2=0.927 4). Clinical sample quantitative testing showed that the correlation coefficient between digital LAMP-CRISPR/Cas12b and qPCR quantification was 0.917 0. Compared with the culture results of 72 samples, this method had a sensitivity of 100% and detected two additional samples with negative culture result, with a specificity of 91%; Compared with the culture method, qPCR had a sensitivity of 96% and a specificity of 83%. These results indicated that the digital LAMP-CRISPR/Cas12b method had good quantitative and qualitative detection performance for clinical sputum samples. Conclusions:This method offers advantages over qPCR, including rapidity, simplicity, and high precision. The digital LAMP-CRISPR/Cas12b method enables absolute quantification of Klebsiella pneumoniae in sputum samples, enhancing the accuracy of early screening for Klebsiella pneumoniae infections. These advantages make digital LAMP-CRISPR/Cas12b technology highly promising for the precise diagnosis of pathogenic microorganisms in field detection, primary healthcare, and resource-limited environments.
3.Impact of suture configuration and fixation type on biomechanical strength of rotator cuff repair:A factorial design study
Yinzhe CUI ; Zheng YAN ; Jia MA ; Zhefeng JIN ; Jiawen ZHAN ; Minshan FENG ; Guangwei LIU ; Jie YU ; Xu WEI ; Jiangtao SI ; Minghui ZHUANG ; Tao HAN ; Jianguo LI ; ZHANGKAIRUI ; Liguo ZHU
Chinese Journal of Sports Medicine 2025;44(9):729-737
Objective To explore the impact of suture configuration and fixation type on the biome-chanical strength of rotator cuff repair,using a factorial design study.Methods Sixteen fresh-frozen porcine shoulder samples were randomized into an anchorless double-row suture bridge transosseous su-tures(DS)group,an anchored double-row suture bridge transosseous-equivalent(DE)group,an an-chorless X-BOX construct transosseous sutures(XS)group,and an anchored X-BOX construct transos-seous-equivalent(XE)group,each of four,according to suture configuration(double-row suture bridge,traditional X-BOX construct)and fixation type(suture anchors,transosseous sutures).Then,their fatigue resistance(first-cycle excursion,gap length difference ratio,and the percentage of ex-posed footprints)and the failure strength(the maximum failure load and the re-tear type)were mea-sured using a biomechanical material testing machine.Results Different suture configurations affected failure strength(F=39.559,P<0.001),with the double-row suture bridge groups(693.07±58.35 N,746.76±138.57 N)showing significantly higher failure strength,compared to the traditional X-BOX groups(462.90±18.91 N,421.43±90.76 N).However,the fixation type did not significantly im-pact failure strength(F=1.161,P=0.302).Moreover,the suture configuration influenced the gap differ-ence ratio(F=7.781,P=0.016),but had no significant correlation with other fatigue resistance indica-tors(P>0.05).Meanwhile,failure strength and fatigue resistance were not correlated with fixation type,and the interaction between suture and fixation type(P>0.05).The incidence of failure types for the four suture configurations was as follows:Type I tendon tear:XS>XE>DS=DE;type II tendon tear:DS>XE>XS=DE;fixing material-related failure:DE>DS=XE=XS.Conclusion The failure strength and gap formation ratio in rotator cuff repair under fatigue loading are influenced by suture configuration,whereas no significant association has been observed with respect to fixation method,whether using transosseous sutures or suture anchors.
4.Impact of suture configuration and fixation type on biomechanical strength of rotator cuff repair:A factorial design study
Yinzhe CUI ; Zheng YAN ; Jia MA ; Zhefeng JIN ; Jiawen ZHAN ; Minshan FENG ; Guangwei LIU ; Jie YU ; Xu WEI ; Jiangtao SI ; Minghui ZHUANG ; Tao HAN ; Jianguo LI ; ZHANGKAIRUI ; Liguo ZHU
Chinese Journal of Sports Medicine 2025;44(9):729-737
Objective To explore the impact of suture configuration and fixation type on the biome-chanical strength of rotator cuff repair,using a factorial design study.Methods Sixteen fresh-frozen porcine shoulder samples were randomized into an anchorless double-row suture bridge transosseous su-tures(DS)group,an anchored double-row suture bridge transosseous-equivalent(DE)group,an an-chorless X-BOX construct transosseous sutures(XS)group,and an anchored X-BOX construct transos-seous-equivalent(XE)group,each of four,according to suture configuration(double-row suture bridge,traditional X-BOX construct)and fixation type(suture anchors,transosseous sutures).Then,their fatigue resistance(first-cycle excursion,gap length difference ratio,and the percentage of ex-posed footprints)and the failure strength(the maximum failure load and the re-tear type)were mea-sured using a biomechanical material testing machine.Results Different suture configurations affected failure strength(F=39.559,P<0.001),with the double-row suture bridge groups(693.07±58.35 N,746.76±138.57 N)showing significantly higher failure strength,compared to the traditional X-BOX groups(462.90±18.91 N,421.43±90.76 N).However,the fixation type did not significantly im-pact failure strength(F=1.161,P=0.302).Moreover,the suture configuration influenced the gap differ-ence ratio(F=7.781,P=0.016),but had no significant correlation with other fatigue resistance indica-tors(P>0.05).Meanwhile,failure strength and fatigue resistance were not correlated with fixation type,and the interaction between suture and fixation type(P>0.05).The incidence of failure types for the four suture configurations was as follows:Type I tendon tear:XS>XE>DS=DE;type II tendon tear:DS>XE>XS=DE;fixing material-related failure:DE>DS=XE=XS.Conclusion The failure strength and gap formation ratio in rotator cuff repair under fatigue loading are influenced by suture configuration,whereas no significant association has been observed with respect to fixation method,whether using transosseous sutures or suture anchors.
5.Development of a clinical prediction model for cervical instability in young and middle-aged adults based on machine learning
Jing LI ; Guangqi LU ; Minghui ZHUANG ; Ying CUI ; Zhangjingze YU ; Xinyue SUN ; Mingming MA ; Liguo ZHU ; Jie YU
Chinese Journal of Tissue Engineering Research 2025;29(33):7203-7210
BACKGROUND:Cervical instability is a common orthopedic disease in young and middle-aged people,and is the early manifestation of cervical spondylosis,which has a great impact on the quality of life of patients.Therefore,early diagnosis of cervical instability to implement early intervention has positive clinical and social significance.OBJECTIVE:The clinical prediction model of cervical instability in young and middle-aged people was constructed based on machine learning to realize early screening of cervical instability in young and middle-aged people before X-ray examination.METHODS:From September 2022 to October 2023,155 young and middle-aged adults with cervical instability and 88 with non-cervical instability recruited through recruitment advertisements and spinal department outpatient of Wangjing Hospital,China Academy of Chinese Medical Sciences were selected as research subjects.The research subjects'general information,living and working habits,discomfort symptoms,visual analog scale score,Neck Disability Index,and 36-ltem Short Form Health Survey were collected on site based on questionnaires.The above information was used as predictive factors.After screening,six machine learning algorithms of Support Vector Machine,LightGBM,RandomForest,Logistic,AdaBoost,and XGBClassifier were used to train the model by ten-fold cross-validation method,and the clinical prediction model of cervical instability was constructed.Area under the curve was used as the main evaluation index.Univariate analysis was performed on the predictors,and SHAP method was used to rank the importance of the predictors.Correlation heat maps were used to show the degree of linear correlation between the predictors and the cervical instability.RESULTS AND CONCLUSION:(1)Among the six machine learning models,RandomForest model was chosen as the final prediction model,including nine predictors,such as age,body mass index,neck circumference/neck length,visual analog scale score,Neck Disability Index,bodily pain,general health,vitality,and mental health,area under the curve=0.725 4,and the calibration degree was good.It could be used as a reference tool for early screening of cervical instability in young and middle-aged people.(2)There were significant differences in age,visual analog scale score,Neck Disability Index,bodily pain,general health,and vitality between the two groups(P<0.05).(3)The order of importance of predictors was age,Neck Disability Index,visual analog scale score,general health,body mass index,vitality,bodily pain,neck circumference/neck length,mental health,among which age,visual analog scale score,Neck Disability Index were positively correlated with cervical instability,while general health,body mass index,vitality,bodily pain,neck circumference/neck length,and mental health were negatively correlated with cervical instability.
6.Development of detection method of Klebsiella pneumoniae based on digital LAMP-CRISPR/Cas12b
Shuting SUN ; Tianchi ZHUANG ; Yingqi YANG ; Ning LI ; Quan WANG ; Minghui JI
Chinese Journal of Microbiology and Immunology 2025;45(6):485-492
Objective:To develop a rapid, sensitive, and quantitative method for detecting Klebsiella pneumoniae using digital loop-mediated isothermal amplification(LAMP)-CRISPR/Cas12b. Methods:Five LAMP primers targeting the Kp-1 gene of Klebsiella pneumoniae and guide RNA (gRNA) for Cas12b were designed. The digital LAMP-CRISPR/Cas12b reaction mixture included 1×WarmStart ? LAMP master mix, 1×LAMP primers, 250 nmol/L Cas12b, 250 nmol/L gRNA, 3 μmol/L ssDNA reporter, 1 000 U/ml RNase inhibitor, 4 mmol/L Mg 2+, and DEPC water. After preparing the digital chip, it was incubated at 60℃ for one hour. Fluorescence distribution was then detected using a biochip analyzer to calculate the input DNA concentration. The specificity of the method was tested using genomic DNA from seven pathogenic microorganisms. The quantitative performance was assessed using serial dilutions of Klebsiella pneumoniae DNA ranging from 5-500 000 copies/μl. Clinical sputum samples were collected for comparison of quantitative performance with qPCR and qualitative performance with culture methods. Results:The digital LAMP-CRISPR/Cas12b method showed high specificity, yielding negative results for all six non-target pathogens. Quantitative performance tests indicated a sensitivity as low as 5 copies/μl, with a linear dynamic range of 5-50 000 copies/μl ( R2=0.927 4). Clinical sample quantitative testing showed that the correlation coefficient between digital LAMP-CRISPR/Cas12b and qPCR quantification was 0.917 0. Compared with the culture results of 72 samples, this method had a sensitivity of 100% and detected two additional samples with negative culture result, with a specificity of 91%; Compared with the culture method, qPCR had a sensitivity of 96% and a specificity of 83%. These results indicated that the digital LAMP-CRISPR/Cas12b method had good quantitative and qualitative detection performance for clinical sputum samples. Conclusions:This method offers advantages over qPCR, including rapidity, simplicity, and high precision. The digital LAMP-CRISPR/Cas12b method enables absolute quantification of Klebsiella pneumoniae in sputum samples, enhancing the accuracy of early screening for Klebsiella pneumoniae infections. These advantages make digital LAMP-CRISPR/Cas12b technology highly promising for the precise diagnosis of pathogenic microorganisms in field detection, primary healthcare, and resource-limited environments.
7.Research progress in the mechanism of Polygalae Radix in the treatment of Alzheimer's disease
Li WU ; Minghui DENG ; Yongjiao LIU ; Wei ZHUANG
International Journal of Traditional Chinese Medicine 2024;46(10):1383-1387
Polygalae Radix can calm the mind, enhance intelligence, dispel phlegm, and open the orifices. Often administered in combination with herbs such as Ginseng Radix et Rhizoma and Acori Tatarinowii Rhizoma, Polygalae Radix is frequently prescribed for the management of Alzheimer's disease. Rhizoma Polygalae and its chemical constituents play an important role in the prevention and treatment of Alzheimer's disease by acting on multiple targets and regulating multiple signaling pathways, such as inhibiting tau protein hyperphosphorylation, antioxidant stress, regulating cholinergic system, improving neuroinflammation, regulating β-amyloid abnormal metabolism, etc. Compound prescriptions composed of Polygalae Radix, such as Kaixin Powder, Yuanzhi Powder, Dihuang Decoction, Anshen Dingzhi Prescription, etc., also have anti-Alzheimer's disease effects and are widely used in clinical practice.
8.Feasibility of constructing a diagnostic classification model for cervical instability by magnetic resonance imaging radiomics
Guangqi LU ; Ying CUI ; Jing LI ; Zhangjingze YU ; Liguo ZHU ; Jie YU ; Minghui ZHUANG
Chinese Journal of Tissue Engineering Research 2024;33(33):5370-5374
BACKGROUND:Previous studies on cervical instability failed to explain the dynamic and static interaction relationship and pathological characteristics changes in the development of cervical lesions under the traditional imaging examination.In recent years,the emerging nuclear magnetic resonance imaging(MRI)radiomics can provide a new way for in-depth research on cervical instability. OBJECTIVE:To investigate the application value of MRI radiomics in the study of cervical instability. METHODS:Through recruitment advertisements and the Second Department of Spine of Wangjing Hospital,China Academy of Chinese Medical Sciences,young cervical vertebra unstable subjects and non-unstable subjects aged 18-45 years were included in the cervical vertebra nuclear magnetic image collection.Five specific regions of interest,including the intervertebral disc region,the facet region,the prevertebral muscle region,the deep region of the posterior cervical muscle group,and the superficial region of the posterior cervical muscle group,were manually segmented to extract and screen the image features.Finally,the cervical instability diagnosis classification model was constructed,and the effectiveness of the model was evaluated using the area under the curve. RESULTS AND CONCLUSION:(1)A total of 56 subjects with cervical instability and 55 subjects with non-instability were included,and 1 688 imaging features were extracted for each region of interest.After screening,300 sets of specific image feature combinations were obtained,with 60 sets of regions of interest for each group.(2)Five regions of interest diagnostic classification models for cervical instability were initially established.Among them,the support vector machine model for the articular process region and the support vector machine model for the deep cervical muscle group had certain accuracy for the classification of instability and non-instability,and the average area under the curve of ten-fold cross-validation was 0.719 7 and 0.703 3,respectively.(3)The Logistic model in the intervertebral disc region,the LightGBM model in the prevertebral muscle region,and the Logistic model in the superficial posterior cervical muscle region were generally accurate in the classification of instability and non-instability,and the average area under the curve of ten-fold cross-validation was 0.650 4,0.620 7,and 0.644 2,respectively.(4)This study proved the feasibility of MRI radiomics in the study of cervical instability,further deepened the understanding of the pathogenesis of cervical instability,and also provided an objective basis for the accurate diagnosis of cervical instability.
9.Efficacy of different regimens and prognostic factors in patients with first relapsed multiple myeloma treated after front-line bortezomib, cyclophosphamide, and dexamethasone
Miao CHEN ; Qing FAN ; Hui LI ; Yanping MA ; Xiaoqi QIN ; Xiaohui SUO ; Chen YANG ; Tienan ZHU ; Minghui DUAN ; Bing HAN ; Shujie WANG ; Daobin ZHOU ; Junling ZHUANG
Chinese Journal of Internal Medicine 2023;62(12):1436-1443
Objective:To analyze the efficacy of second-line regimens and prognostic factors in patients with first-relapsed multiple myeloma (MM) treated with bortezomib, cyclophosphamide, and dexamethasone (BCD).Methods:A retrospective cohort study. Clinical data were collected in first-relapsed MM patients after BCD treatment from three tertiary hospitals in north China from July 2009 to October 2022. Patients were classified according to the second-line regimen into the immunotherapy group, single novel agent group [either proteasome inhibitor (PI) or immunomodulatory drug (IMiD)], combination treatment group (both PI+IMiD), and traditional treatment group. Responses to second-line regimens and survival data were analyzed. The Kaplan-Meier method was used for survival analysis and the Cox proportional risk model was used for univariate and multivariate analyses.Results:A total of 217 patients were enrolled including 8.8% (19/217) in the immunotherapy group, 48.4% (105/217) in the PI/IMiD group, 29.9% (65/217) in the PI+IMiD group, and 12.9% (28/217) in the traditional treatment group. The median age was 62 years (range 31-83 years) and 56.2% (122/217) were males. The overall response rates (ORRs) in the four groups were 94.7% (18/19) vs. 56.2% (59/105) vs. 73.8% (48/65) vs. 32.1% (9/28) ( χ2=24.55; P<0.001), respectively. The progression-free survival (PFS) of the second-line regimens (2ndPFS) was 17.7 vs. 9.0 vs. 9.2 vs. 4.6 months ( χ2=22.74; P<0.001), respectively, among which patients in the PI/IMiD and PI+IMiD groups had comparable 2ndPFS ( χ2=1.76; P=0.923). Patients with high-risk cytogenetic abnormalities (HRCAs) achieved the longest 2ndPFS of 22.0 months in the immunotherapy group ( χ2=15.03; P=0.002). Multivariate analysis suggested that immunotherapy ( HR=0.11, 95% CI 0.05-0.27), achievement of efficacy of partial response or better ( HR=0.47, 95% CI 0.34-0.66), and non-aggressive relapse ( HR=0.25, 95% CI 0.17-0.37) were independent prognostic factors of 2ndPFS. Conclusion:In this real-world study, immunotherapy was associated with a more favorable efficacy and PFS for first-relapsed MM patients after BCD treatment, with similar outcomes in patients with HRCAs.
10.Clinical and genetic characteristics of young patients with myeloproliferative neoplasms
Mengyu ZHANG ; Mei BAO ; Dayu SHI ; Hongxia SHI ; Xiaoli LIU ; Na XU ; Minghui DUAN ; Junling ZHUANG ; Xin DU ; Ling QIN ; Wuhan HUI ; Rong LIANG ; Meifang WANG ; Ye CHEN ; Dongyun LI ; Wei YANG ; Gusheng TANG ; Weihua ZHANG ; Xia KUANG ; Wei SU ; Yanqiu HAN ; Limei CHEN ; Jihong XU ; Zhuogang LIU ; Jian HUANG ; Chunting ZHAO ; Hongyan TONG ; Jianda HU ; Chunyan CHEN ; Xiequn CHEN ; Zhijian XIAO ; Qian JIANG
Chinese Journal of Hematology 2023;44(3):193-201
Objectives:To investigate the clinical and genetic features of young Chinese patients with myeloproliferative neoplasms (MPN) .Methods:In this cross-sectional study, anonymous questionnaires were distributed to patients with MPN patients nationwide. The respondents were divided into 3 groups based on their age at diagnosis: young (≤40 years) , middle-aged (41-60 years) , and elderly (>60 years) . We compared the clinical and genetic characteristics of three groups of MPN patients.Results:1727 assessable questionnaires were collected. There were 453 (26.2%) young respondents with MPNs, including 274 with essential thrombocythemia (ET) , 80 with polycythemia vera (PV) , and 99 with myelofibrosis. Among the young group, 178 (39.3%) were male, and the median age was 31 (18-40) years. In comparison to middle-aged and elderly respondents, young respondents with MPN were more likely to present with a higher proportion of unmarried status (all P<0.001) , a higher education level (all P<0.001) , less comorbidity (ies) , fewer medications (all P<0.001) , and low-risk stratification (all P<0.001) . Younger respondents experienced headache (ET, P<0.001; PV, P=0.007; MF, P=0.001) at diagnosis, had splenomegaly at diagnosis (PV, P<0.001) , and survey (ET, P=0.052; PV, P=0.063) . Younger respondents had fewer thrombotic events at diagnosis (ET, P<0.001; PV, P=0.011) and during the survey (ET, P<0.001; PV, P=0.003) . JAK2 mutations were found in fewer young people (ET, P<0.001; PV, P<0.001; MF, P=0.013) ; however, CALR mutations were found in more young people (ET, P<0.001; MF, P=0.015) . Furthermore, mutations in non-driver genes (ET, P=0.042; PV, P=0.043; MF, P=0.004) and high-molecular risk mutations (ET, P=0.024; PV, P=0.023; MF, P=0.001) were found in fewer young respondents. Conclusion:Compared with middle-aged and elderly patients, young patients with MPN had unique clinical and genetic characteristics.

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