1.MRI-based deep learning-radiomics ensemble model for predicting postpartum hemorrhage in high-risk pregnancies
Qi ZHANG ; Haijie WANG ; Xiaoyun LIANG ; Hao ZHU ; Guang YANG
Chinese Journal of Medical Physics 2025;42(11):1523-1531
Objective To develop a predictive model integrating clinical features,deep learning(DL),and radiomics based on T2-weighted imaging for prenatal assessment of postpartum hemorrhage(PPH)risk in high-risk pregnant women.Methods A total of 538 pregnant women with ultrasound-reported high-risk placenta accrete were retrospectively enrolled and divided into training,internal test,and external test cohorts.A nnUNet model was trained for automatic placental segmentation.Univariate and multivariate analyses were conducted on clinical features to identify those associated with PPH.Quantitative radiomic features were extracted from the placental region,and a random forest model was developed to predict estimated blood loss(EBL)and PPH risk.A DenseNet-based multi-task DL model was trained to predict PPH risk,EBL,and placenta previa status.Finally,a DL-radiomics ensemble(DRE)model was constructed by integrating clinical features,DL outputs,and radiomics scores.Diagnostic performance was evaluated using the area under the receiver operating characteristic curve(AUC)and DeLong test.Results The DRE model achieved AUC values of 0.874(95%CI:0.792-0.951)and 0.836(95%CI:0.648-0.974)in the internal and external test cohorts,respectively,significantly outperforming the standalone clinical,DL,and radiomics models.Incorporation of EBL regression improved the performance of the PPH classification model,with the external test AUC increasing from 0.261-0.788 to 0.836.Conclusion The DRE model integrating DL and radiomics can efficiently predict PPH risk and assist in the clinical management of high-risk pregnancies.
2.The efficacy and safety of the ballistic-ultrasonic-negative pressure three-in-one energy platform in mini-percutaneous nephrolithotomy
Haijie XIE ; Junkai HUANG ; Linguo XIE ; Shiyong QI ; Yue CHEN ; Chunyu LIU
Chinese Journal of Urology 2025;46(4):280-286
Objective:To explore the efficacy and safety of the ballistic-ultrasound-negative pressure three-in-one energy platform (Trilogy) for micro-channel percutaneous nephrolithotomy (mini-PCNL).Methods:A retrospective analysis was conducted on the clinical data of 140 patients with upper urinary tract stones treated at Tianjin Medical University Second Hospital from February to October 2024. All patients underwent mini-PCNL and were divided into the holmium laser group and the Trilogy group based on the stone fragmentation equipment used during the procedure. There were 69 patients in the holmium laser group and 71 in the Trilogy group. The two groups had similar mean ages (55.1±10.2 years vs. 53.4±10.8 years), male patient proportions (50 cases, 72.5% vs. 50 cases, 70.4%), body mass indices (25.2±3.6 kg/m 2 vs. 25.3±4.0 kg/m 2), incidence rates of hypertension (29 cases, 42.0% vs. 31 cases, 43.7%), diabetes (15 cases, 21.7% vs. 12 cases, 16.9%), mean cumulative stone lengths (39.2±12.6 mm vs. 35.9±14.8 mm), total stone volumes preoperatively (6 184.3±3 653.5 mm 3 vs. 5 644.9±4 173.8 mm 3), mean CT values for stones (1 138.2±264.3 HU vs. 1 151.3±208.0 HU), stone locations (ureter 14 cases, 20.3% vs. 22 cases, 31.0%; kidney 48 cases, 69.6% vs. 39 cases, 54.9%; both ureter and kidney 7 cases, 10.1% vs. 10 cases, 14.1%), preoperative mean urinary white blood cell counts [9.6(3.6, 31.2) cells/HPF vs. 11.9(3.8, 34.5) cells/HPF], proportions of patients with preoperative urinary white blood cells (+ + + ; 23 cases, 33.3% vs. 25 cases, 35.2%), nitrite positivity rates (4 cases, 5.8% vs. 3 cases, 4.2%), and urine culture positivity rates (12 cases, 17.4% vs. 18 cases, 25.4%) showed no statistically significant differences. The proportion of patients with moderate or higher hydronephrosis in the holmium laser group was lower than that in the Trilogy group (32 cases, 46.4% vs. 47 cases, 66.2%, P=0.018). The holmium laser group utilized holmium laser lithotripsy, where stone fragments were either flushed out with a vortex or retrieved with a stone basket. The Trilogy group employed a three-in-one energy platform to break the stones. This device incorporated pneumatic ballistic, ultrasound, and negative pressure suction capabilities within the same metallic probe, allowing the stone to be fragmented into small pieces while simultaneously performing ultrasonic negative pressure stone clearance. The parameters for the three-in-one energy platform were adjusted based on intraoperative conditions, typically setting negative pressure at 30%-50%, ultrasound power at 80%-100%, ballistic power at 80%, and frequency at 8 Hz. During the stone fragmentation process, the ballistic device fragmented the stones while ultrasound further reduced larger fragments and removed them. Some fragments that were difficult to break could also be flushed out or retrieved with a stone basket. The efficiency of stone clearance (volume of stones cleared per unit time) was compared between the two groups, as well as the stone-free rates on postoperative day 1 and day 30. Stone clearance time was defined as the duration from the start of fragmentation to the placement of the nephrostomy tube. Changes in postoperative white blood cells, hemoglobin, and albumin levels compared to preoperative levels, as well as the incidence of Clavien-Dindo complications, were compared between the two groups. Equipment failure incidents were recorded (fiber fracture in the holmium laser group indicating it could not be used; probe fracture in the Trilogy group). Patients were sub-grouped based on stone CT values into CT ≥ 1 000 HU and CT < 1 000 HU categories to compare stone clearance efficiency between the two devices within each sub-group. In the CT≥1 000 HU sub-group, there were 51 cases in the holmium laser group and 54 in the Trilogy group, there were no significant differences in preoperative total stone volume (6 785.0±3 902.3 mm 3 vs. 5 678.1±4 297.7 mm 3). In the CT < 1 000 HU sub-group, there were 18 cases in the holmium laser group and 17 in the Trilogy group. There were no significant differences between the groups in preoperative total stone volume (4 482.2±2 110.6 mm 3 vs. 5 530.9±3 845.3 mm 3). Results:The overall stone clearance efficiency in the Trilogy group was higher than that in the holmium laser group (87.9±35.7 mm 3/min vs. 77.1±24.3 mm 3/min, P=0.038). There were no significant differences in residual stone volume before discharge [5.5(0, 84.0) mm 3 vs. 5.3(0, 175.0) mm 3], stone clearance time (79.4±43.2 min vs. 66.6±49.7 min), or the proportion of patients using stone baskets during the procedure (33 cases, 47.8% vs. 36 cases, 50.7%). Postoperative changes in white blood cells, hemoglobin, and albumin compared to preoperative levels were not significantly different [(4.1±2.9)×10 9/L vs. (3.3±2.2)×10 9/L; (-2.9±10.5) g/L vs. (-1.6±9.3) g/L; (-2.5±3.6) g/L vs. (-1.8±5.0) g/L] Furthermore, there were no statistically significant differences in equipment failure rates (1 case, 1.4% vs. 4 cases, 5.6%), stone-free rates (postoperative day 1: 43 cases, 62.3% vs. 47 cases, 66.2%; postoperative day 30: 50 cases, 72.5% vs. 53 cases, 74.6%), or Clavien-Dindo complication rates (grade Ⅰ: 11 cases, 15.9% vs. 8 cases, 11.3%; grade Ⅱ: 2 cases, 2.8% vs. 0 cases; grade Ⅲ: 1 case, 1.4% vs. 0 cases). In the CT ≥ 1 000 HU sub-group, the clearance time for the holmium laser was longer than that for Trilogy (93.3±41.0 min vs. 74.6±51.9 min, P=0.044), there were no significant differences in residual stone volume before discharge [6.3(1.6, 173.8) mm 3 vs. 4.5(0, 69.0) mm 3] between the two groups. In the CT < 1 000 HU sub-group, the overall stone clearance efficiency of the Trilogy group exceeded that of the holmium laser group (134.2±38.0 mm 3/min vs. 105.5 ± 7.1 mm 3/min, P=0.004), there were no significant differences between the groups in residual stone volume before discharge [0(0, 51.1) mm 3 vs. 16.3(0, 957.2) mm 3], or stone clearance time (40.2±18.1 min vs. 39.1±27.5 min). Conclusions:In mini-PCNL surgery, the stone fragmentation efficiency of the three-in-one lithotripsy energy platform is superior to that of the holmium laser, while the overall complication rate is comparable to that of the holmium laser.
3.MRI-based deep learning-radiomics ensemble model for predicting postpartum hemorrhage in high-risk pregnancies
Qi ZHANG ; Haijie WANG ; Xiaoyun LIANG ; Hao ZHU ; Guang YANG
Chinese Journal of Medical Physics 2025;42(11):1523-1531
Objective To develop a predictive model integrating clinical features,deep learning(DL),and radiomics based on T2-weighted imaging for prenatal assessment of postpartum hemorrhage(PPH)risk in high-risk pregnant women.Methods A total of 538 pregnant women with ultrasound-reported high-risk placenta accrete were retrospectively enrolled and divided into training,internal test,and external test cohorts.A nnUNet model was trained for automatic placental segmentation.Univariate and multivariate analyses were conducted on clinical features to identify those associated with PPH.Quantitative radiomic features were extracted from the placental region,and a random forest model was developed to predict estimated blood loss(EBL)and PPH risk.A DenseNet-based multi-task DL model was trained to predict PPH risk,EBL,and placenta previa status.Finally,a DL-radiomics ensemble(DRE)model was constructed by integrating clinical features,DL outputs,and radiomics scores.Diagnostic performance was evaluated using the area under the receiver operating characteristic curve(AUC)and DeLong test.Results The DRE model achieved AUC values of 0.874(95%CI:0.792-0.951)and 0.836(95%CI:0.648-0.974)in the internal and external test cohorts,respectively,significantly outperforming the standalone clinical,DL,and radiomics models.Incorporation of EBL regression improved the performance of the PPH classification model,with the external test AUC increasing from 0.261-0.788 to 0.836.Conclusion The DRE model integrating DL and radiomics can efficiently predict PPH risk and assist in the clinical management of high-risk pregnancies.
4.The efficacy and safety of the ballistic-ultrasonic-negative pressure three-in-one energy platform in mini-percutaneous nephrolithotomy
Haijie XIE ; Junkai HUANG ; Linguo XIE ; Shiyong QI ; Yue CHEN ; Chunyu LIU
Chinese Journal of Urology 2025;46(4):280-286
Objective:To explore the efficacy and safety of the ballistic-ultrasound-negative pressure three-in-one energy platform (Trilogy) for micro-channel percutaneous nephrolithotomy (mini-PCNL).Methods:A retrospective analysis was conducted on the clinical data of 140 patients with upper urinary tract stones treated at Tianjin Medical University Second Hospital from February to October 2024. All patients underwent mini-PCNL and were divided into the holmium laser group and the Trilogy group based on the stone fragmentation equipment used during the procedure. There were 69 patients in the holmium laser group and 71 in the Trilogy group. The two groups had similar mean ages (55.1±10.2 years vs. 53.4±10.8 years), male patient proportions (50 cases, 72.5% vs. 50 cases, 70.4%), body mass indices (25.2±3.6 kg/m 2 vs. 25.3±4.0 kg/m 2), incidence rates of hypertension (29 cases, 42.0% vs. 31 cases, 43.7%), diabetes (15 cases, 21.7% vs. 12 cases, 16.9%), mean cumulative stone lengths (39.2±12.6 mm vs. 35.9±14.8 mm), total stone volumes preoperatively (6 184.3±3 653.5 mm 3 vs. 5 644.9±4 173.8 mm 3), mean CT values for stones (1 138.2±264.3 HU vs. 1 151.3±208.0 HU), stone locations (ureter 14 cases, 20.3% vs. 22 cases, 31.0%; kidney 48 cases, 69.6% vs. 39 cases, 54.9%; both ureter and kidney 7 cases, 10.1% vs. 10 cases, 14.1%), preoperative mean urinary white blood cell counts [9.6(3.6, 31.2) cells/HPF vs. 11.9(3.8, 34.5) cells/HPF], proportions of patients with preoperative urinary white blood cells (+ + + ; 23 cases, 33.3% vs. 25 cases, 35.2%), nitrite positivity rates (4 cases, 5.8% vs. 3 cases, 4.2%), and urine culture positivity rates (12 cases, 17.4% vs. 18 cases, 25.4%) showed no statistically significant differences. The proportion of patients with moderate or higher hydronephrosis in the holmium laser group was lower than that in the Trilogy group (32 cases, 46.4% vs. 47 cases, 66.2%, P=0.018). The holmium laser group utilized holmium laser lithotripsy, where stone fragments were either flushed out with a vortex or retrieved with a stone basket. The Trilogy group employed a three-in-one energy platform to break the stones. This device incorporated pneumatic ballistic, ultrasound, and negative pressure suction capabilities within the same metallic probe, allowing the stone to be fragmented into small pieces while simultaneously performing ultrasonic negative pressure stone clearance. The parameters for the three-in-one energy platform were adjusted based on intraoperative conditions, typically setting negative pressure at 30%-50%, ultrasound power at 80%-100%, ballistic power at 80%, and frequency at 8 Hz. During the stone fragmentation process, the ballistic device fragmented the stones while ultrasound further reduced larger fragments and removed them. Some fragments that were difficult to break could also be flushed out or retrieved with a stone basket. The efficiency of stone clearance (volume of stones cleared per unit time) was compared between the two groups, as well as the stone-free rates on postoperative day 1 and day 30. Stone clearance time was defined as the duration from the start of fragmentation to the placement of the nephrostomy tube. Changes in postoperative white blood cells, hemoglobin, and albumin levels compared to preoperative levels, as well as the incidence of Clavien-Dindo complications, were compared between the two groups. Equipment failure incidents were recorded (fiber fracture in the holmium laser group indicating it could not be used; probe fracture in the Trilogy group). Patients were sub-grouped based on stone CT values into CT ≥ 1 000 HU and CT < 1 000 HU categories to compare stone clearance efficiency between the two devices within each sub-group. In the CT≥1 000 HU sub-group, there were 51 cases in the holmium laser group and 54 in the Trilogy group, there were no significant differences in preoperative total stone volume (6 785.0±3 902.3 mm 3 vs. 5 678.1±4 297.7 mm 3). In the CT < 1 000 HU sub-group, there were 18 cases in the holmium laser group and 17 in the Trilogy group. There were no significant differences between the groups in preoperative total stone volume (4 482.2±2 110.6 mm 3 vs. 5 530.9±3 845.3 mm 3). Results:The overall stone clearance efficiency in the Trilogy group was higher than that in the holmium laser group (87.9±35.7 mm 3/min vs. 77.1±24.3 mm 3/min, P=0.038). There were no significant differences in residual stone volume before discharge [5.5(0, 84.0) mm 3 vs. 5.3(0, 175.0) mm 3], stone clearance time (79.4±43.2 min vs. 66.6±49.7 min), or the proportion of patients using stone baskets during the procedure (33 cases, 47.8% vs. 36 cases, 50.7%). Postoperative changes in white blood cells, hemoglobin, and albumin compared to preoperative levels were not significantly different [(4.1±2.9)×10 9/L vs. (3.3±2.2)×10 9/L; (-2.9±10.5) g/L vs. (-1.6±9.3) g/L; (-2.5±3.6) g/L vs. (-1.8±5.0) g/L] Furthermore, there were no statistically significant differences in equipment failure rates (1 case, 1.4% vs. 4 cases, 5.6%), stone-free rates (postoperative day 1: 43 cases, 62.3% vs. 47 cases, 66.2%; postoperative day 30: 50 cases, 72.5% vs. 53 cases, 74.6%), or Clavien-Dindo complication rates (grade Ⅰ: 11 cases, 15.9% vs. 8 cases, 11.3%; grade Ⅱ: 2 cases, 2.8% vs. 0 cases; grade Ⅲ: 1 case, 1.4% vs. 0 cases). In the CT ≥ 1 000 HU sub-group, the clearance time for the holmium laser was longer than that for Trilogy (93.3±41.0 min vs. 74.6±51.9 min, P=0.044), there were no significant differences in residual stone volume before discharge [6.3(1.6, 173.8) mm 3 vs. 4.5(0, 69.0) mm 3] between the two groups. In the CT < 1 000 HU sub-group, the overall stone clearance efficiency of the Trilogy group exceeded that of the holmium laser group (134.2±38.0 mm 3/min vs. 105.5 ± 7.1 mm 3/min, P=0.004), there were no significant differences between the groups in residual stone volume before discharge [0(0, 51.1) mm 3 vs. 16.3(0, 957.2) mm 3], or stone clearance time (40.2±18.1 min vs. 39.1±27.5 min). Conclusions:In mini-PCNL surgery, the stone fragmentation efficiency of the three-in-one lithotripsy energy platform is superior to that of the holmium laser, while the overall complication rate is comparable to that of the holmium laser.
5.Distribution pattern of respiratory symptoms and the relevant risk factors in patients with pulmonary nodules: A cross-sectional study
Haijie XU ; Weitao ZHUANG ; Qi WANG ; Junhan WU ; Hansheng WU ; Yali CHEN ; Yong TANG ; Guibin QIAO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2023;30(08):1175-1180
Objective To explore the distribution pattern of respiratory symptoms and relevant factors in patients with pulmonary nodules. Methods Demographic and clinical information were collected from patients who visited the Thoracic Surgery Outpatient Clinic of Guangdong Provincial People’s Hospital from January 2021 to January 2022. Hospital Anxiety and Depression Scale (HADS) was used to assess their anxiety and depression level. Results A total of 1 173 patients were enrolled, including 449 males and 724 females, with an average age of 46.94±11.43 years. Among the patients with pulmonary nodules, 37.7% of them had at least one respiratory symptom; 24.4% had cough, 14.0% had expectoration, 1.3% had hemoptysis and 14.9% had chest pain. Old age, male, exposure to second-hand smoking or environmental smoke, hair coloring and history of tuberculosis were major risk factors for respiratory symptoms (P<0.05). Middle age, old age, male, exposure to environmental smoke were major risk factors for cough (P<0.05); old age, smoking, larger maximum nodules diameters, exposure to environmental smoke and history of pneumonia were major risk factors for expectoration (P<0.05); male, multiple nodules, hair coloring, exposure to second-hand smoking and history of tuberculosis were major risk factors for chest pain (P<0.05). Symptomatic patients showed generally higher HADS scores than asymptomatic patients (P<0.001). Conclusion Cough, expectoration and chest pain are the predominant respiratory symptoms for patients with pulmonary nodules. The presentation of respiratory symptoms increases patients' anxiety and depression.
6.Surgical treatment for aortic coarctation and/or aortic hypoplasty associated with intracardiac anomalies in infants
Haijie QI ; Li GONG ; Ming'an PI ; Li WANG ; Xinghua ZHANG ; Yichu CHEN ;
Chinese Journal of Applied Clinical Pediatrics 2014;29(15):1197-1199
Objective To summarize the experiences of surgical treatment for aortic coarctation and/or aortic hypoplasty associated with intracardiac anomalies in infants.Methods The clinical data of 51 cases with aortic coarctation and/or aortic hypoplasty hospitalized in Wuhan Children's Hospital between Jan.2010 and Jun.2013 were analyzed retrospectively.Thirty-two patients had received a expanded end-to-end anastomosis and 19 patients had got a end-to-side anastomosis.Autologous pericardial patch,bovine pericardial patch or autologous pulmonary patch was taken according to the circumstances during surgery.Results There were 2 intraoperative deaths because of serious low cardiac output syndrome,and 2 postoperative deaths,which could not take off long-term respiratory assistance after surgery in aortic one child and low cardiac output syndrome in the other.Three patients appeared trachyphonia but recovered basically after 3 months follow-up.Forty-seven patients were followed up for 2 months-3 years,among them,3 patients had significant upper to lower extremity systolic blood pressure gradient[>20 mmHg(1 mmHg =0.133 kPa)],and a second operation was proposed recently for 1 of them,while the other 2 children were in follow-up.The other 44 patients did not appear obvious restenosis.The 47 cases of children had no neurologic symptoms.Conclusions There have to be positive diagnoses and strictly surgery indications for aortic coarctation and/or hypoplasty associated with intracardiac anomalies in infants.Selective antegrade cerebral perfusion or deep hypothemic circulatory arrest depends on the surgon's discretion.Both expanded end-to-end anastomosis and end-to-side anastomosis can achieve good operation effects.
7.Application of somatostatin in expectant treatment for postoperative chylothorax in children after congenital heart disease surgery
Li WANG ; Haijie QI ; Yanli XIE ; Tao WANG ; Li GONG ; Mingan PI
Chinese Journal of Applied Clinical Pediatrics 2014;29(5):354-356
Objective To investigate the therapeutic efficacy of somatostatin on chylothorax after congenital heart disease surgery in children.Methods Retrospective analysis was performed in 13 postoperative chylothorax cases from Jan.2003 to Dec.2012,who were divided into control group (n =6) and treatment group (n =7),and there was no significant difference in age,weight,and time of occurrence between the 2 groups.The diagnosis standard for chylothorax was the same.The changes of chylous volume during the treatment were analyzed between 2 groups,and healing time and other data were analyzed too.Results Control group:clinical cure in 3 cases,conservative treatment failed in 3 cases(2 cases recovered after operation and 1 case died).The chyle volume of control group reduced obviously compared with post treatment from beginning [(256.6 ± 124.2) mL/d] to 1 week [(155.5 ± 85.7) mL/d] and 2 weeks [(142.3 ± 110.3) mL/d] later(t =4.623,2.099 ; P =0.002,0.044).But it did not reduce obviously in 3 weeks later[(139.4 ± 113.4) mL/d] (t =1.745,P =0.07).Treatment group:6 cases in treatment group were successful in recovery after conservative treatment and 1 case underwent operation.The chyle volume of treatment group reduced obviously compared with post treatment from beginning to 1 week [(51.2 ± 18.7) mL/d] and 2 weeks [(19.3 ± 7.05) mL/d] later (t =5.549,6.638 ;P =0.001,0.001).Compared with the control group,the difference between 2 groups in post treatment (1 week later,2 weeks hater) was of statistical significance (t =2.900,2.412 ; P =0.014,0.034).The healing time of conservative treatment in 2 groups (only for recovery) had obvious difference [(32.8 ± 1.8) d,(25.2 ± 1.7) d] (t =2.512,P =0.028).Conclusions The use of somatostatin can significantly promote the recovery of chylothorax in children,and it should be actively used in early conservative treatment.
8.DISTRIBUTION OF HYALURONAN IN MACROPHAGES ANDEFFECTS OF HYALURONAN ON ADHESION AND MIGRATION OF THE CELLS
Qi LI ; Haijie WANG ; Yuzhen TAN ; Yukun WANG
Acta Anatomica Sinica 1954;0(02):-
Objective To examine location of hyaluronan(HA) in macrophages and effects of HA on adhesion and migration of macrophages and explore regulating mechanism of HA. Methods HA of macrophages was labeled with aggrecan.Location of intracellular and extracellular HA of the cells was viewed using optic microscope and confocal laser scanning microscope.Effects of HA on adhesion and migration of macrophages were examined by adhesion assay and migration assay. Results Macrophage synthesized HA.HA located mainly on the membrane and in premeter and perinuclear area of the quiescent cells.In the moving cells,most of intracellular HA located in pseudopodia,tail and perinuclear area.HA was rich on the surface of the pseudopodia and tail of the cells.HA on the surface of macrophages and HA substratum increased cell adhesion and migration,addition of free HA into the medium decreased cell adhesion.Conclusion There are characteristics of HA distribution in macrophages.HA synthesized by macrophages and HA substratum promoted adhesion and migration of macrophage,while free HA reduces cell adhesion.
9.APOPTOSIS AND BCL-2 EXPRESSION OF DUST-LADEN MACROPHAGES OF HUMAN BRONCHOPULMONARY LYMPH NODES
Haijie WANG ; Yuzhen TAN ; Qi LI ; Hongshuai LI
Acta Anatomica Sinica 1953;0(01):-
Objective To investigate apoptosis and bcl-2 expression of dust cells in human bronchopulmonary lymph nodes and murine peritoneal macrophages treated with carbon particles and study the relation of apoptosis of dust-laden macrophages and structural changes of the lymph nodes. Methods Distribution of dust particles, apoptotic cells and structural changes of the lymph nodes were viewed on paraffin sections and ultrathin sections. Apoptosis and bcl-2 expression of dust cells in human bronchopulmonary lymph nodes and macrophages treated with carbon particles were observed with TUNEL staining and bcl-2 antibody labeling. Results In the bronchopulmonary lymph nodes of the adult group, dust particles were deposited significantly in macrophages, the lymphatic tissue decreased, collagen fibres and density of blood vessels increased. In ultrathin section, the nucleus condensed and contained vacuoles. There were TUNEL-positive cells and bcl-2 labeling positive cells in dust cells of the lymph nodes and macrophages 24*!h after phagocytizing carbon particles. Bcl-2 was expressed strongly in the active macrophages decomposing dust particles or carbon particles. Conclusion Deposition of dust particles induces apoptosis and overexpression of antiapoptotic gene bcl-2 of macrophages in human bronchopulmonary lymph nodes. Structural changes of the bronchopulmonary lymph nodes in adult may relate to apoptosis of dust-laden macrophages.

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