1.Research on automatic classification of bone marrow cells based on microscopic hyperspectral imaging technology and deep learning
Shaomei LIU ; Chi WANG ; Yuling PAN ; Gaixia LIU ; Yingjiao SHA ; Lei LIN ; Jian DU ; Zhoufeng ZHANG ; Mianyang LI
Chinese Journal of Laboratory Medicine 2025;48(5):616-622
Objective:To establish an automatic classification approach for bone marrow cells based on microscopic hyperspectral imaging and three-dimensional spectral convolutional neural network (Spec-CNN).Methods:The research type is establishment of methodology. The study included 306 newly diagnosed patients' bone marrow smears under Wright's staining from the Department of Hematology of the First Medical Center of the PLA General Hospital from November 1st, 2013 to April 30th, 2024. The high-spectrum data and 4k image data of bone marrow cells were simultaneously collected using a microscopic hyperspectral-4k optical path integrated imaging system (with a spectral resolution of 400—1 000 nm). The high-spectrum data was used for model training, while the 4k image data recognized by morphologists was only used as a reference for labeling the high-spectrum data. The high-spectrum data set was divided into training set, validation set and test set in a ratio of 14∶6∶5. The training set and validation set were used to train and fine-tune the Spec-CNN model, and the test set was used to evaluate the model performance. The sensitivity, specificity ,accuracy ,and Kappa coefficient were calculated for comparing the manual annotation results as gold standard with the intelligent identification results of the Spec-CNN model. Five non-data set samples were used for external validation.Results:The acquired hyperspectral data and 4k imaging dataset comprised of 32 categories and 64 800 bone marrow cells. In the test set, the Spec-CNN model demonstrated weighted-average indicators on classification metrics across 32 cell types: sensitivity 87.79%, specificity 99.31%, and accuracy 98.78%, and Kappa coefficient 0.869. For external validation, the mean correct identification rate of bone marrow cells reached 83.28%.Conclusion:We successfully established an automatic classification method of bone marrow cells based on microscopic hyperspectral imaging and three-dimensional Spec-CNN. This method has a good automatic classification ability for 32 types of bone marrow nucleated cells, which has a certain auxiliary effect on improving the diagnosis efficiency of blood diseases for bone marrow morphologists.
2.Ligustrazine relieves spinal cord inflammation in rats with lumbar disc herniation by regulating PI3K/Akt/NF-κB signaling pathway
Gaixia YAN ; Yan MENG ; Juan ZHANG ; Shuxia LIN ; Hui ZHANG
Chinese Journal of Neuroanatomy 2025;41(4):493-500
Objective:To investigate the effects of tetramethylpyrazine(TMP)on spinal cord inflammation and phosphatidylinositol 3-kinase/serine-threonine kinase/nuclear factor-κB(PI3K/Akt/NF-κB)signaling pathway in rats with lumbar disc herniation(LDH).Methods:The rats were divided into Control group,lumbar disc herniation group(LDH group),TMP low-dose,high-dose group(TMP-L,TMP-H group),TMP high-dose+PI3K inhibitor group(TMP-H+LY294002 group)by random number table method.LDH rat model was established by autologous nucleus pulposus transplantation and treated with corresponding drugs.After administration,the pain threshold of rats in each group was measured by paw tactile tester and plantar thermal stimulation tester.Hematoxylin-eosin(HE)staining was used to observe the histomorphological changes of dorsal root ganglion.Enzyme linked immunosorbent assay(ELISA)was used to measure the levels of tumor necrosis factor α(TNF-α),interleukin-1β(IL-1β)and interleukin-6(IL-6)in the spinal dorsal horn.Immunohistochemistry was used to detect the expression of ionized calcium binding adapter molecule 1(Iba-1)and c-Fos in the spinal dorsal horn.Western blot was used to detect the expression of PI3K/Akt/NF-κB signaling pathway related proteins,and the ratios of p-PI3K/PI3K,p-Akt/Akt and p-NF-κB p65/NF-κB p65 were calculated.Results:At 24h before intervention,the paw withdrawal mechanical threshold(PWMT)and paw withdrawal thermal latency(PWTL)in the LDH group were lower than those in the Control group(P<0.05).At 24h after intervention,compared with Control group,the LDH group had severe nucleus deviation,blurred nucleoli,large amount of inflammatory cell infiltration and obvious cell swelling,decreased PWMT,PWTL,p-PI3K/PI3K and p-Akt/Akt,and increased levels of TNF-α,IL-1β,IL-6 and Iba-1,c-Fos and p-NF-κB p65/NF-κB p65(P<0.05).Com-pared with the LDH group,the neurons had less nuclear deviation,clearer nucleoli,less cell swelling and inflammatory cell infiltration in the TMP-L group and TMP-H group,and the PWMT,PWTL,p-PI3K/PI3K and p-Akt/Akt were in-creased in turn,while the levels of TNF-α,IL-1β,IL-6 and Iba-1,c-Fos,p-NF-κB p65/NF-κB p65 were decreased in turn(P<0.05).Compared with the TMP-H group,the TMP-H+LY294002 group had more severe pathological dam-age of neurons,obvious nuclear deviation,blurred nucleoli,cell swelling and inflammatory cell infiltration,decreased PWMT,PWTL,p-PI3K/PI3K and p-Akt/Akt,and increased levels of TNF-α,IL-1β,IL-6 and Iba-1,c-Fos and p-NF-κB p65/NF-κB p65(P<0.05).Conclusion:TMP can inhibit the activation of microglia and the expression of Iba-1 and c-Fos,and improve spinal cord inflammation in LDH rats,and its mechanism may be related to the regulation of PI3K/Akt/NF-κB signaling pathway.
3.Analysis of four seroepidemiological surveys on hepatitis B in healthy population of Tongchuan city
Lilin LIANG ; Gaixia HU ; Xinli LIU ; Zhichao DONG ; Yi LIU ; Jun WANG ; Wenhua ZHANG
Chinese Journal of Microbiology and Immunology 2025;45(9):788-794
Objective:To analyze the infection status of HBV among the healthy population in Tongchuan city in 2023, and compare it against the data from 2006, 2014, and 2020, thereby elucidating epidemiological trends and providing reference for optimizing hepatitis B prevention and control strategies in Tongchuan city.Methods:By using the method of multi-stage stratified random sampling, healthy people aged 1-59 from eight villages/communities in the four districts and counties of Tongchuan city were selected for on-site investigation and blood sample collection. ELISA was used to detect the five hepatitis B markers of the survey respondents, including HBsAg and HBsAb, and the seroprevalence rates of the populations with different characteristics were analyzed. Statistical analysis was performed using Chi-square test.Results:In 2023, a total of 1 926 healthy people were surveyed. After standardization, the positive rates of HBsAg, HBsAb, and HBV, and the rate of all five hepatitis B markers being negative were 0.56%, 54.57%, 26.77%, and 33.05%, respectively. Children aged 1-4 had the lowest positive rates of HBsAg, HBcAb, HBeAb, and HBV, as well as the lowest rate of all five hepatitis B markers being negative, while they had the highest positive rate of HBsAb. In the population aged 1-29, the positive rates of HBsAg and HBV, and the rate of all five hepatitis B markers being negative showed an upward trend with increasing age, while the positive rate of HBsAb showed a downward trend. In particular, the positive rate of HBsAb dropped sharply in the 5-14 age group. In 2023, the positive rate of HBV in the population aged 1-29 was 10.93% (111/1 016), and the rate of all five hepatitis B markers being negative was 38.39% (390/1 016), both lower than the results of the previous three surveys. The positive rate of HBsAb was 56.69% (576/1 016) in people aged 1-29 in 2023, which was higher than the results of the previous three surveys.Conclusions:Although certain achievements have been made in the prevention and control of hepatitis B in Tongchuan city in 2023, with more than one-third of the population showing all negative results in the five hepatitis B tests, the positive rate of HBsAb in the 5-14 age group has dropped sharply. Further actions required for hepatitis B prevention and control in Tongchuan city include optimizing the childhood immunization schedule for national immunization program vaccines, implementing booster programs for adolescents, and developing tailored immunization strategies for adults.
4.Longitudinal cohort study on the relationship between cystatin C and the risk of Parkinson's disease in middle-aged and elderly people in China
Xiao LIANG ; Dan WAN ; Ke DU ; Ni GUO ; Shaoying ZHANG ; Gaixia HE ; Lan YANG ; Zongfang LI
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(4):656-662
Objective To investigate the relationship between serum cystatin C(CysC)level and the risk of Parkinson's disease(PD)in middle-aged and elderly people in China.Methods Based on the baseline survey data from the China Health and Retirement Longitudinal Study(CHARLS)in 2011,participants who were not diagnosed with PD at the time of the baseline survey were recruited.The onset of PD was tracked and followed up until 2020,and the participants were divided into PD group and non-PD group according to whether they were newly diagnosed with PD in 2020.Multivariable Logistic regression analysis was performed to assess the association between serum CysC level and the risk of PD.Subgroup and interaction analyses were performed to assess effect modifications by age,gender and depression.Additionally,restricted cubic spline(RCS)was used to explore the linear or non-linear relationship between serum CysC level and the risk of PD in different subgroups.Results We included a total of 3 339 subjects in this study,who consisted of 1 495 males(44.77%)and 1 844 females(55.23%).While baseline participants were followed until 2020,32 subjects had a new PD,and the incidence of PD was 0.96%.The median age of PD group was 63.00 years.Multivariable Logistic regression analysis found that CysC was an independent risk factor for the risk of PD,and CysC was positive significantly associated with the risk of PD(OR=2.34,95% CI:1.14-4.82,P=0.021).Subgroup analysis showed that CysC was positively associated with PD in females(OR=2.70,95% CI:1.30-5.58,P=0.007)and subjects aged 60 years or older(OR=5.29,95% CI:1.69-16.53,P=0.004).RCS model indicated a linear relationship between serum CysC level and the risk of PD in females(Ptotal=0.018,Pnon-linear=0.062)and subjects aged 60 years or older(Ptotal=0.024,Pnon-linear=0.379).Conclusion High level of CysC may increase the risk of PD in middle-aged and elderly people,especially in females and those aged 60 years or older.
5.Research on automatic classification of bone marrow cells based on microscopic hyperspectral imaging technology and deep learning
Shaomei LIU ; Chi WANG ; Yuling PAN ; Gaixia LIU ; Yingjiao SHA ; Lei LIN ; Jian DU ; Zhoufeng ZHANG ; Mianyang LI
Chinese Journal of Laboratory Medicine 2025;48(5):616-622
Objective:To establish an automatic classification approach for bone marrow cells based on microscopic hyperspectral imaging and three-dimensional spectral convolutional neural network (Spec-CNN).Methods:The research type is establishment of methodology. The study included 306 newly diagnosed patients' bone marrow smears under Wright's staining from the Department of Hematology of the First Medical Center of the PLA General Hospital from November 1st, 2013 to April 30th, 2024. The high-spectrum data and 4k image data of bone marrow cells were simultaneously collected using a microscopic hyperspectral-4k optical path integrated imaging system (with a spectral resolution of 400—1 000 nm). The high-spectrum data was used for model training, while the 4k image data recognized by morphologists was only used as a reference for labeling the high-spectrum data. The high-spectrum data set was divided into training set, validation set and test set in a ratio of 14∶6∶5. The training set and validation set were used to train and fine-tune the Spec-CNN model, and the test set was used to evaluate the model performance. The sensitivity, specificity ,accuracy ,and Kappa coefficient were calculated for comparing the manual annotation results as gold standard with the intelligent identification results of the Spec-CNN model. Five non-data set samples were used for external validation.Results:The acquired hyperspectral data and 4k imaging dataset comprised of 32 categories and 64 800 bone marrow cells. In the test set, the Spec-CNN model demonstrated weighted-average indicators on classification metrics across 32 cell types: sensitivity 87.79%, specificity 99.31%, and accuracy 98.78%, and Kappa coefficient 0.869. For external validation, the mean correct identification rate of bone marrow cells reached 83.28%.Conclusion:We successfully established an automatic classification method of bone marrow cells based on microscopic hyperspectral imaging and three-dimensional Spec-CNN. This method has a good automatic classification ability for 32 types of bone marrow nucleated cells, which has a certain auxiliary effect on improving the diagnosis efficiency of blood diseases for bone marrow morphologists.
6.Curcumin-loaded nanoparticles reversed radiotherapy-triggered enhancement of MDR1 expression of CNE-2 cells in nasopharyngeal carcinoma.
Guoqing ZENG ; Nan LIAO ; Ning LI ; Gaixia ZHANG ; Yi SU ; Jiangshun SONG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(4):351-356
Objective:This study explored the effect of nanoparticle-encapsulated curcumin on the highly expressed multidrug resistance gene 1 (MDR1) in a human low-differentiated nasopharyngeal carcinoma cell line (CNE2). Methods:Curcumin/chitosan deoxycholic acid nanoparticles were prepared, and the cells were subjected to different treatments: radiotherapy, empty carriers, curcumin, and curcumin-loaded nanoparticles. Cell survival was analyzed using the clonogenic assay, and assessments of apoptosis, MDR1 levels, and miR593 levels were conducted. Results:The cell survival fractions in the curcumin group and the curcumin-loaded nanoparticles group were significantly reduced. Notably, higher apoptosis rates were observed in cells treated with curcumin or curcumin-loaded nanoparticles compared to those that received only radiotherapy. Moreover, a decreased MDR1 level was noted in both the curcumin group and the curcumin-loaded nanoparticles group, with further reduction in MDR1 expression observed in the nanoparticle group (P<0.05). Enhanced expression of miR593 was found in the curcumin group and the curcumin-loaded nanoparticles group, with a relatively higher level in the nanoparticle group (P<0.05). Curcumin encapsulated in nanoparticles exhibited a stronger radiosensitizing effect. The combination of curcumin and radiotherapy effectively inhibited nasopharyngeal carcinoma (NPC) tumor growth, suppressed MDR1 expression, and enhanced miR593 levels. After inhibiting miR593, MDR1 expression increased. The radiosensitizing effect of curcumin-loaded nanoparticles was regulated by miR593 rather than being triggered by MDR1. Conclusion:Curcumin-loaded nanoparticles mediated enhanced expression of miR593, which in turn inhibited the transcription and translation of the MDR1 gene, thereby reducing the radioresistance of NPC and effectively restraining its growth.
Humans
;
Curcumin/pharmacology*
;
Nasopharyngeal Neoplasms/pathology*
;
Nasopharyngeal Carcinoma
;
Nanoparticles
;
Cell Line, Tumor
;
Apoptosis/drug effects*
;
MicroRNAs
;
ATP Binding Cassette Transporter, Subfamily B
;
ATP Binding Cassette Transporter, Subfamily B, Member 1/metabolism*
;
Cell Survival
7.Longitudinal cohort study on the relationship between cystatin C and the risk of Parkinson's disease in middle-aged and elderly people in China
Xiao LIANG ; Dan WAN ; Ke DU ; Ni GUO ; Shaoying ZHANG ; Gaixia HE ; Lan YANG ; Zongfang LI
Journal of Xi'an Jiaotong University(Medical Sciences) 2025;46(4):656-662
Objective To investigate the relationship between serum cystatin C(CysC)level and the risk of Parkinson's disease(PD)in middle-aged and elderly people in China.Methods Based on the baseline survey data from the China Health and Retirement Longitudinal Study(CHARLS)in 2011,participants who were not diagnosed with PD at the time of the baseline survey were recruited.The onset of PD was tracked and followed up until 2020,and the participants were divided into PD group and non-PD group according to whether they were newly diagnosed with PD in 2020.Multivariable Logistic regression analysis was performed to assess the association between serum CysC level and the risk of PD.Subgroup and interaction analyses were performed to assess effect modifications by age,gender and depression.Additionally,restricted cubic spline(RCS)was used to explore the linear or non-linear relationship between serum CysC level and the risk of PD in different subgroups.Results We included a total of 3 339 subjects in this study,who consisted of 1 495 males(44.77%)and 1 844 females(55.23%).While baseline participants were followed until 2020,32 subjects had a new PD,and the incidence of PD was 0.96%.The median age of PD group was 63.00 years.Multivariable Logistic regression analysis found that CysC was an independent risk factor for the risk of PD,and CysC was positive significantly associated with the risk of PD(OR=2.34,95% CI:1.14-4.82,P=0.021).Subgroup analysis showed that CysC was positively associated with PD in females(OR=2.70,95% CI:1.30-5.58,P=0.007)and subjects aged 60 years or older(OR=5.29,95% CI:1.69-16.53,P=0.004).RCS model indicated a linear relationship between serum CysC level and the risk of PD in females(Ptotal=0.018,Pnon-linear=0.062)and subjects aged 60 years or older(Ptotal=0.024,Pnon-linear=0.379).Conclusion High level of CysC may increase the risk of PD in middle-aged and elderly people,especially in females and those aged 60 years or older.
8.Ligustrazine relieves spinal cord inflammation in rats with lumbar disc herniation by regulating PI3K/Akt/NF-κB signaling pathway
Gaixia YAN ; Yan MENG ; Juan ZHANG ; Shuxia LIN ; Hui ZHANG
Chinese Journal of Neuroanatomy 2025;41(4):493-500
Objective:To investigate the effects of tetramethylpyrazine(TMP)on spinal cord inflammation and phosphatidylinositol 3-kinase/serine-threonine kinase/nuclear factor-κB(PI3K/Akt/NF-κB)signaling pathway in rats with lumbar disc herniation(LDH).Methods:The rats were divided into Control group,lumbar disc herniation group(LDH group),TMP low-dose,high-dose group(TMP-L,TMP-H group),TMP high-dose+PI3K inhibitor group(TMP-H+LY294002 group)by random number table method.LDH rat model was established by autologous nucleus pulposus transplantation and treated with corresponding drugs.After administration,the pain threshold of rats in each group was measured by paw tactile tester and plantar thermal stimulation tester.Hematoxylin-eosin(HE)staining was used to observe the histomorphological changes of dorsal root ganglion.Enzyme linked immunosorbent assay(ELISA)was used to measure the levels of tumor necrosis factor α(TNF-α),interleukin-1β(IL-1β)and interleukin-6(IL-6)in the spinal dorsal horn.Immunohistochemistry was used to detect the expression of ionized calcium binding adapter molecule 1(Iba-1)and c-Fos in the spinal dorsal horn.Western blot was used to detect the expression of PI3K/Akt/NF-κB signaling pathway related proteins,and the ratios of p-PI3K/PI3K,p-Akt/Akt and p-NF-κB p65/NF-κB p65 were calculated.Results:At 24h before intervention,the paw withdrawal mechanical threshold(PWMT)and paw withdrawal thermal latency(PWTL)in the LDH group were lower than those in the Control group(P<0.05).At 24h after intervention,compared with Control group,the LDH group had severe nucleus deviation,blurred nucleoli,large amount of inflammatory cell infiltration and obvious cell swelling,decreased PWMT,PWTL,p-PI3K/PI3K and p-Akt/Akt,and increased levels of TNF-α,IL-1β,IL-6 and Iba-1,c-Fos and p-NF-κB p65/NF-κB p65(P<0.05).Com-pared with the LDH group,the neurons had less nuclear deviation,clearer nucleoli,less cell swelling and inflammatory cell infiltration in the TMP-L group and TMP-H group,and the PWMT,PWTL,p-PI3K/PI3K and p-Akt/Akt were in-creased in turn,while the levels of TNF-α,IL-1β,IL-6 and Iba-1,c-Fos,p-NF-κB p65/NF-κB p65 were decreased in turn(P<0.05).Compared with the TMP-H group,the TMP-H+LY294002 group had more severe pathological dam-age of neurons,obvious nuclear deviation,blurred nucleoli,cell swelling and inflammatory cell infiltration,decreased PWMT,PWTL,p-PI3K/PI3K and p-Akt/Akt,and increased levels of TNF-α,IL-1β,IL-6 and Iba-1,c-Fos and p-NF-κB p65/NF-κB p65(P<0.05).Conclusion:TMP can inhibit the activation of microglia and the expression of Iba-1 and c-Fos,and improve spinal cord inflammation in LDH rats,and its mechanism may be related to the regulation of PI3K/Akt/NF-κB signaling pathway.
9.Analysis of four seroepidemiological surveys on hepatitis B in healthy population of Tongchuan city
Lilin LIANG ; Gaixia HU ; Xinli LIU ; Zhichao DONG ; Yi LIU ; Jun WANG ; Wenhua ZHANG
Chinese Journal of Microbiology and Immunology 2025;45(9):788-794
Objective:To analyze the infection status of HBV among the healthy population in Tongchuan city in 2023, and compare it against the data from 2006, 2014, and 2020, thereby elucidating epidemiological trends and providing reference for optimizing hepatitis B prevention and control strategies in Tongchuan city.Methods:By using the method of multi-stage stratified random sampling, healthy people aged 1-59 from eight villages/communities in the four districts and counties of Tongchuan city were selected for on-site investigation and blood sample collection. ELISA was used to detect the five hepatitis B markers of the survey respondents, including HBsAg and HBsAb, and the seroprevalence rates of the populations with different characteristics were analyzed. Statistical analysis was performed using Chi-square test.Results:In 2023, a total of 1 926 healthy people were surveyed. After standardization, the positive rates of HBsAg, HBsAb, and HBV, and the rate of all five hepatitis B markers being negative were 0.56%, 54.57%, 26.77%, and 33.05%, respectively. Children aged 1-4 had the lowest positive rates of HBsAg, HBcAb, HBeAb, and HBV, as well as the lowest rate of all five hepatitis B markers being negative, while they had the highest positive rate of HBsAb. In the population aged 1-29, the positive rates of HBsAg and HBV, and the rate of all five hepatitis B markers being negative showed an upward trend with increasing age, while the positive rate of HBsAb showed a downward trend. In particular, the positive rate of HBsAb dropped sharply in the 5-14 age group. In 2023, the positive rate of HBV in the population aged 1-29 was 10.93% (111/1 016), and the rate of all five hepatitis B markers being negative was 38.39% (390/1 016), both lower than the results of the previous three surveys. The positive rate of HBsAb was 56.69% (576/1 016) in people aged 1-29 in 2023, which was higher than the results of the previous three surveys.Conclusions:Although certain achievements have been made in the prevention and control of hepatitis B in Tongchuan city in 2023, with more than one-third of the population showing all negative results in the five hepatitis B tests, the positive rate of HBsAb in the 5-14 age group has dropped sharply. Further actions required for hepatitis B prevention and control in Tongchuan city include optimizing the childhood immunization schedule for national immunization program vaccines, implementing booster programs for adolescents, and developing tailored immunization strategies for adults.
10.MGMT activated by Wnt pathway promotes cisplatin tolerance through inducing slow-cycling cells and nonhomologous end joining in colorectal cancer
Zhang HAOWEI ; Li QIXIN ; Guo XIAOLONG ; Wu HONG ; Hu CHENHAO ; Liu GAIXIA ; Yu TIANYU ; Hu XIAKE ; Qiu QUANPENG ; Guo GANG ; She JUNJUN ; Chen YINNAN
Journal of Pharmaceutical Analysis 2024;14(6):863-877
Chemotherapy resistance plays a pivotal role in the prognosis and therapeutic failure of patients with colorectal cancer(CRC).Cisplatin(DDP)-resistant cells exhibit an inherent ability to evade the toxic chemotherapeutic drug effects which are characterized by the activation of slow-cycle programs and DNA repair.Among the elements that lead to DDP resistance,O6-methylguanine(O6-MG)-DNA-meth-yltransferase(MGMT),a DNA-repair enzyme,performs a quintessential role.In this study,we clarify the significant involvement of MGMT in conferring DDP resistance in CRC,elucidating the underlying mechanism of the regulatory actions of MGMT.A notable upregulation of MGMT in DDP-resistant cancer cells was found in our study,and MGMT repression amplifies the sensitivity of these cells to DDP treatment in vitro and in vivo.Conversely,in cancer cells,MGMT overexpression abolishes their sensi-tivity to DDP treatment.Mechanistically,the interaction between MGMT and cyclin dependent kinase 1(CDK1)inducing slow-cycling cells is attainted via the promotion of ubiquitination degradation of CDK1.Meanwhile,to achieve nonhomologous end joining,MGMT interacts with XRCC6 to resist chemotherapy drugs.Our transcriptome data from samples of 88 patients with CRC suggest that MGMT expression is co-related with the Wnt signaling pathway activation,and several Wnt inhibitors can repress drug-resistant cells.In summary,our results point out that MGMT is a potential therapeutic target and predictive marker of chemoresistance in CRC.

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