1.Clinical application of an artificial intelligence system in predicting benign or malignant pulmonary nodules and pathological subtypes
Zhuowen YANG ; Zhizhong ZHENG ; Bin LI ; Yiming HUI ; Mingzhi LIN ; Jiying DANG ; Suiyang LI ; Chunjiao ZHANG ; Long YANG ; Liang SI ; Tieniu SONG ; Yuqi MENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1086-1095
Objective To evaluate the predictive ability and clinical application value of artificial intelligence (AI) systems in the benign and malignant differentiation and pathological type of pulmonary nodules, and to summarize clinical application experience. Methods A retrospective analysis was conducted on the clinical data of patients with pulmonary nodules admitted to the Department of Thoracic Surgery, Second Hospital of Lanzhou University, from February 2016 to February 2025. Firstly, pulmonary nodules were divided into benign and non-benign groups, and the discriminative abilities of AI systems and clinicians were compared. Subsequently, lung nodules reported as precursor glandular lesions (PGL), microinvasive adenocarcinoma (MIA), and invasive adenocarcinoma (IAC) in postoperative pathological results were analyzed, comparing the efficacy of AI systems and clinicians in predicting the pathological type of pulmonary nodules. Results In the analysis of benign/non-benign pulmonary nodules, clinical data from a total of 638 patients with pulmonary nodules were included, of which there were 257 males (10 patients and 1 patient of double and triple primary lesions, respectively) and 381 females (18 patients and 1 patient of double and triple primary lesions, respectively), with a median age of 55.0 (47.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis of the two groups of variables showed that, except for nodule location, the differences in the remaining variables were statistically significant (P<0.05). Multivariate logistic regression analysis showed that age, nodule type (subsolid pulmonary nodule), average density, spicule sign, and vascular convergence sign were independent influencing factors for non-benign pulmonary nodules, among which age, nodule type (subsolid pulmonary nodule), spicule sign, and vascular convergence sign were positively correlated with non-benign pulmonary nodules, while average density was negatively correlated with the occurrence of non-benign pulmonary nodules. The area under the receiver operating characteristic curve (AUC) of the malignancy risk value given by the AI system in predicting non-benign pulmonary nodules was 0.811, slightly lower than the 0.898 predicted by clinicians. In the PGL/MIA/IAC analysis, clinical data from a total of 411 patients with pulmonary nodules were included, of which there were 149 males (8 patients of double primary lesions) and 262 females (17 patients of double primary lesions), with a median age of 56.0 (50.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis results showed that, except for gender, nodule location, and vascular convergence sign, the differences in the remaining variables among the three groups of PGL, MIA, and IAC patients were statistically significant (P<0.05). Multinomial multivariate logistic regression analysis showed that the differences between the parameters in the PGL group and the MIA group were not statistically significant (P>0.05), and the maximum diameter and average density of the nodules were statistically different between the PGL and IAC groups (P<0.05), and were positively correlated with the occurrence of IAC as independent risk factors. The average AUC value, accuracy, recall rate, and F1 score of the AI system in predicting lung nodule pathological type were 0.807, 74.3%, 73.2%, and 68.5%, respectively, all better than the clinical physicians’ prediction of lung nodule pathological type indicators (0.782, 70.9%, 66.2%, and 63.7% respectively). The AUC value of the AI system in predicting IAC was 0.853, and the sensitivity, specificity, and optimal cutoff value were 0.643, 0.943, and 50.0%, respectively. Conclusion This AI system has demonstrated high clinical value in predicting the benign and malignant nature and pathological type of lung nodules, especially in predicting lung nodule pathological type, its ability has surpassed that of clinical physicians. With the optimization of algorithms and the adequate integration of multimodal data, it can better assist clinical physicians in formulating individualized diagnostic and treatment plans for patients with lung nodules.
2.Efficacy of myocutaneous flap combined with bone cement in the treatment of Cierny-Mader type III - IV osteomyelitis
Mingzhi WANG ; Junshui ZHENG ; Weiwei CHEN ; Zhuan YANG ; Yirong ZHANG ; Zhaohui YE ; Qinghua SONG ; Yangjian WANG ; Peng WEI
Chinese Journal of Microsurgery 2021;44(1):29-35
Objective:To investigate the clinical effect of myocutaneous flap combined with antibiotic-loaded polymethylmethacrylate (PMMA) cement in the treatment of Cierny-Mader type III-IV osteomyelitis.Methods:From April, 2014 to March, 2019, 53 patients with Cierny-Mader type III-IV chronic osteomyelitis were treated with myocutaneous flap combined with antibiotic-loaded PMMA cement. There were 33 males and 20 females, with an average age of (52.2±3.0) (29-78) years old. The area of the wound ranged from 2.0 cm×2.0 cm to 14.0 cm×28.0 cm. All flaps were closed directly. There were 23 patients who were removed the cement at 3 months after surgery, and the other 30 were not. After the surgery, the blood supply of the flap, the effusion of the wound, the complications of the donor area, signs of fresh bone destruction on X-ray and the color, the texture and scar of the flap were observed in the follow-up at the clinic.Results:Forty-nine cases healed in one stage, and 4 had delayed healing. Postoperative vascular crisis occurred in 6 cases and releasesd by prompt surgical exploration. The patients were followed-up for 0.6-3.0 years, with an average of 18 months. All 53 myocutaneous flaps completely survived ultimately. The color of flaps was similar to the recipient areas, and the flaps were smooth and soft and satisfactory in appearance. During the follow-up period, X-ray examination showed no sign of fresh bone destruction. Osteomyelitis was significantly controlled. There was no inflammation reaction such as swelling, pain, ulceration and effusion of the flaps, and there was no recurrence of osteomyelitis. All donor areas healed primarily.Conclusion:Myocutaneous flap combined with antibiotic-loaded PMMA cement has achieved good anti-infection effects in satisfactory results, less postoperative complications and low recurrence rate in the treatment of Cierny-Mader type III-IV osteomyelitis. Application and promotion of such technique would deliver good benefits.
3.Effect of Shenfu injection on cardiac arteries syndrome and its influence on C - reactive protein and mean arterial pressure
Mingzhi CHEN ; Yongzhou SHI ; Haixian PENG ; Jinping LIAO ; Zhiyuan DAI ; Bin SONG
Chinese Journal of Primary Medicine and Pharmacy 2018;25(22):2872-2875
Objective To investigate the clinical effect of Shenfu injection in the treatment of patients with post - cardiac arrest syndrome(PCAS),to analyze the patients' blood C - reactive protein (CRP) and early mean arterial pressure. Methods From September 2013 to September 2016,80 patients with PCAS in the No. 98 Hospital of PLA were randomly divided into study group and control group according to the digital table,with 40 cases in each group. The study group was treated by Shenfu injection,the control group was treated by saline. The changes of CRP,mean arterial pressure and GCS score at 4h,12h,1d,2d and 3d after resuscitation and the 90d survival rate were observed. Results At 4h,12h,1d,2d and 3d after resuscitation,the peripheral blood CRP levels in the study group were (22. 01 ±2. 16)mg/ L,(34. 68 ± 4. 95)mg/ L,(62. 51 ± 3. 68)mg/ L,(98. 65 ± 6. 57)mg/ L,(100. 67 ± 10. 03)mg/ L, respectively,which in the control group were (25. 16 ± 3. 54)mg/ L,(41. 52 ± 5. 31)mg/ L,(75. 09 ± 4. 58)mg/ L, (120. 48 ± 10. 61)mg/ L,(128. 26 ± 9. 64)mg/ L,respectively,there were statistically significant differences between the two groups(t = 4. 804,5. 959,13. 542,11. 063,12. 543,all P < 0. 01). At 4h,12h,1d,2d and 3d after resuscita-tion,the mean arterial pressure in the study group were (78. 03 ± 8. 65)mmHg,(88. 34 ± 10. 20)mmHg,(97. 05 ± 9. 57)mmHg,(105. 29 ± 10. 45)mmHg,(112. 14 ± 9. 46) mmHg,respectively,which were higher than those in the control group [(68. 21 ± 8. 03)mmHg,(74. 01 ± 10. 59) mmHg,(83. 09 ± 11. 25) mmHg,(98. 25 ± 9. 17) mmHg, (104. 68 ± 3. 14)mmHg](t = 5. 262,6. 164,5. 978,3. 203,4. 733,all P < 0. 01). At 4h,12h,1d,2d and 3d after resuscitation,the GCS scores of the study group were (5. 21 ± 1. 12) points, (5. 78 ± 2. 05) points, (6. 85 ± 1. 68)points,(7. 91 ± 2. 57)points,(9. 98 ± 2. 07) points,respectively,which were higher than those of the control group [(4. 01 ± 2. 14) points, (4. 22 ± 3. 75) points, (4. 39 ± 3. 89) points, (4. 41 ± 2. 86) points, (5. 06 ± 4. 14)points](t = 3. 142,2. 309,3. 672,5. 757,6. 723,all P < 0. 05). The survival rate of the study group was 50%(20 / 40) at 90d after resuscitation,which was higher than that of the control group [23% (9 / 40)](χ2 = 6. 545,P =0. 011). Conclusion Shenfu injection has protective effect on the function of patients with CRP after surgery,and can improve the prognosis of patients,it is worthy of clinical use.
4.The changing trend of serum 4 183Da dermcidin peptide fragment after early antithrombotic interference therapy in patients with acute coronary syndrome
Haijing SONG ; Kai FENG ; Lifeng LIU ; Xianhua LIU ; Xiaodong FAN ; Mingzhi WANG ; Hu XIA
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2015;22(5):482-485
Objective To analyze the profile of dermcidin (DCD) changes in different stages of acute coronary syndrome (ACS) by quantifying the serum 4 183Da DCD peptide fragment deriving from different ACS patients treated with early antithrombotic therapy.Methods A total of 118 patients with confirmed diagnosis of ACS were enrolled. Immediately after visiting a doctor, the venous blood was collected and afterwards instantly the patient was given orally 300 mg of aspirin and 300 mg clopidogrel, and according to the patient's condition and the consent of his/her or acknowledgement of family members achieved, emergency percutaneous coronary interference (PCI) or thrombolysis or conservative treatment was adopted separately. After anti-thrombotic treatment, at 2, 4, 6, 8, 10, 12, 16, 20, 24, 32, 40, 48, 60 and 72 hours, venous blood was collected and serum isolated respectively. The concentration of 4 183Da DCD fragment in serum was determined by matrix assisted laser desorption ionization time of flight mass spectrometry (MALDI-TOF-MS). Simultaneously, the myoglobin (Myo), cardiac troponin I (cTnI) and MB isoenzyme of creatine kinase (CK-MB) were also detected.Results The mean relative strength of nature logarithmic transformations of 4 183Da DCD fragment of 118 patients with ACS was 2.75±1.02 before treatment on admission, and after intervention therapy (mainly antithrombotic therapy) it was decreased to 1.84±1.19 (P = 0.005) and 1.74±1.12 (P = 0.000) at 2 hours and 4 hours, respectively, and then after 4 hours it was slightly elevated. 4 183Da polypeptide increased earlier than myocardial injury markers.Conclusion Aspirin and clopidogrel can significantly decrease the concentration of 4 183Da DCD peptide fragment in serum in patients with ACS, which indicates that the DCD fragment could be used as one of the indexes for observation on early efficacy of antithrombotic therapy.
5.A multicenter study of rituximab-based regimen as first-line treatment in patients with follicular lymphoma.
Jianqiu WU ; Yongping SONG ; Liping SU ; Mingzhi ZHANG ; Wei LI ; Yu HU ; Xiaohong ZHANG ; Yuhuan GAO ; Zuoxing NIU ; Ru FENG ; Wei WANG ; Jiewen PENG ; Xiaolin LI ; Xuenong OUYANG ; Changping WU ; Weijing ZHANG ; Yun ZENG ; Zhen XIAO ; Yingmin LIANG ; Yongzhi ZHUANG ; Jishi WANG ; Zimin SUN ; Hai BAI ; Tongjian CUI ; Jifeng FENG
Chinese Journal of Hematology 2014;35(5):456-458
6.Clinical features of rituximab plus chemotherapy as first-line treatment in patients with diffuse large B-cell lymphoma.
Jifeng FENG ; Jianqiu WU ; Yongping SONG ; Liping SU ; Mingzhi ZHANG ; Wei LI ; Yu HU ; Xiaohong ZHANG ; Yuhuan GAO ; Zuoxing NIU ; Ru FENG ; Wei WANG ; Jiewen PENG ; Xuenong OUYANG ; Xiaolin LI ; Changping WU ; Weijing ZHANG ; Yun ZENG ; Zhen XIAO ; Yingmin LIANG ; Yongzhi ZHUANG ; Jishi WANG ; Zimin SUN ; Hai BAI ; Tongjian CUI
Chinese Journal of Hematology 2014;35(4):309-313
OBJECTIVEA prospective, multicenter and non-interventional prospective study was conducted to evaluate the clinical features of rituximab combined with chemotherapy (R-Chemo) as first-line treatment on newly diagnosed Chinese patients with diffuse large B-cell lymphoma (DLBCL).
METHODSThis was a single arm, prospective, observational multicenter and phase IV clinical trial for 279 patients, who were newly diagnosed as CD20-positive DLBCL from 24 medical centers in China 2011 and 2012, no special exclusion criteria were used. All patients received rituximab based R-Chemo regimes, such as R-CHOP (rituximab plus cyclophosphamide, doxorubicin, vincristine and prednisolone) and other regimes as the first-line treatment. The treatment strategies were determined by physicians and patients without detailed description for treatment course, dose, interval time and examination. Clinical response and safety of all patients were investigated in 120 days after completion of last dose of rituximab.
RESULTSOf 279 patients, 258 with stage I-IV who received at least 1 cycle of rituximab treatment and completed at least one time of tumor assessment were enrolled into intention-to-treat analysis, including 148 male and 110 female. The median age of all patients was 57.2(12.8-88.4) years. ECOG performance statuses of 0 or 1 were observed in 91.1% of patients, international prognostic index levels in the low-risk and low-middle-risk groups in 76.4% of patients, the tumor diameters smaller than 7.5 cm in 69.0% of patients. All patients received 6 median cycles of R-Chemo treatment every 24.4 days. R-CHOP treatment was shown to improve the clinical response with overall response rates of 94.2%. Common adverse events included anemia, marrow failure, leukopenia, thrombocytopenia, digestive diseases, infection and liver toxicity. All adverse events are manageable.
CONCLUSIONNon-interventional clinical trial of R-Chemo remains the standard first-line treatment for newly diagnosed patients with DLBCL in real clinical practice, which is consistent with international treatment recommendations for DLBCL patients. R-Chemo can provide the clinical evidence and benefit as the first-line standard treatment for Chinese patients with DLBCL.
Adolescent ; Adult ; Aged ; Aged, 80 and over ; Antibodies, Monoclonal, Murine-Derived ; therapeutic use ; Antineoplastic Combined Chemotherapy Protocols ; therapeutic use ; Child ; Female ; Humans ; Lymphoma, Large B-Cell, Diffuse ; drug therapy ; Male ; Middle Aged ; Prospective Studies ; Rituximab ; Treatment Outcome
7.Construction of three-dimensional finite element model with lateral mass screw fixation following lower cervical three-segment laminectomy
Mingzhi SONG ; Chao DONG ; Dan LI ; Kai MA
Chinese Journal of Tissue Engineering Research 2014;(35):5640-5646
BACKGROUND:With the improvement of cervical posterior surgical techniques, lateral mass screw fixation technology has been widely used in the reconstruction surgery of the cervical spine for stability. However, currently, the finite element study on the lateral mass screw fixation reconstruction of the cervical spine is rare. OBJECTIVE:To establish a fine normal lower cervical spine (C3-C7 ) three-dimensional finite element model and a reconstructed finite element model with three-segment laminectomy with lateral mass screw fixation. Then, to do an initial biomechanical analysis of the lateral mass screw fixation reconstructed lower cervical finite element model. METHODS:We col ected a normal female volunteer aged 30 years old to do CT scan for the whole cervical spine. The Dicom data were obtained. Then, the CT scanning images were dealt with software Mimics 10.01, Geomagic Studio 12.0, Solidworks2012, HyperMesh 10.1 and Abaqus 6.12 software to build the normal lower cervical spine (C 3-C7 ) finite element model, the laminectomy finite element model and the rebuilt finite element model. At last, we analyzed the stress changes of reconstructed models under the state of flexion, extension, lateral bending and rotational motion. RESULTS AND CONCLUSION:The lower cervical spine finite element model contained 503 911 elements and 93 390 nodes with a fine realistic appearance. It successful y passed the validation. The surgical procedure was completed in the software, and the lateral mass screw fixation reconstruction finite element model has been established. Lateral mass screw fixation system provides good stability for the postoperative finite element model. The activity of rebuilt finite element model is much lower than the normal finite element model. In the extension condition, the stress of lateral mass screw fixation system becomes strong.
8.Correlation between cystatin C and coronary slow flow
Min QIU ; Mingzhi LONG ; Linxia SONG
Chinese Journal of Postgraduates of Medicine 2014;37(25):10-12
Objective To explore the correlation between serum level of cystatin C and coronary slow flow (CSF).Methods Thirty-four patients with CSF were enrolled in CSF group and thirty-five patients with normal coronary flow and angiographically normal coronary arteries were enrolled in control group.Coronary flow patterns was assessed by corrected thrombolysis in myocardial infarction (TIMI) frame count.The change of serum high sensitivity C-reactive protein,uric acid,cystatin C were measured.Results There was no significant difference between two groups with respect to gender,age,history of smoking,prevalence of hypertension and diabetes mellitus,family history of coronary heart disease,low density lipoprotein,α-lipoprotein (P >0.05).Compared with control group,the level of serum high sensitivity C-reactive protein,cystatin C,uric acid in CSF group were obviously higher [(4.85 ± 6.39) mg/L vs.(2.55 ± 2.18) mg/L,(0.87 ± 0.22) mg/L vs.(0.75 ± 0.16) mg/L,(329.68 ± 85.46) μ mol/L vs.(278.97 ± 76.74) μ mol/L] (P < 0.05 or < 0.01).Logistic regression analysis showed that cystatin C increased as independent risk factors for CSF (P =0.002,OR =0.009).Conclusion High level of cystatin C may play an important role in the occurrence and development of CSF.
9.Effectiveness of chest orthosis in early treatment of chest trauma
Bin SONG ; Yongzhou SHI ; Chen LI ; Liangyu ZHANG ; Jinping LIAO ; Mingzhi CHEN
Clinical Medicine of China 2012;28(10):1098-1100
Objective To evaluate the clinical effect of the chest orthosis on patients with multiple rib or(and) sternal fracture in early period of closed chest trauma.Methods Patients with multiple fractured of ribs or (and) sternal fracture were divided into control group (n =16)treated with the traditional fixation methods ( thoracic girdle added with folding towels) and experimental group ( n =30 ) treated with chest orthosis between January 2009 and December 2011.Correlated parameters of these patients in the two groups,including pain,indexes of blood gas analysis,pulmonary complications and hospitalization time were evaluated.Results There were significant differences on visual analogue scale(VAS) [ (4.45 ±2.23) vs (8.15 ±2.02),t =2.921,P <0.01 ],blood gas analysis including PaO2 [ 88.16 ± 9.12) mm Hg vs (77.22 ± 6.24 ) mm Hg,t =2.413,P <0.05] andPaCO2[ (40.91 ±3.40)mm Hg vs (46.06 ±5.40)mm Hg,t =2.335,P<0.05] between experimental group and control group.The incidence rate of pulmonary complications in experimental group was significantly lower than that in control group [ 17% ( 5/30 ) vs 44% ( 7/16 ),x2 =23.478,P < 0.05 ].And hospitalization time in experimental group was significantly shorter compared with control group[ (7.26 ± 4.17) d vs ( 14.26 ±3.53)d,t =2.430,P <0.05].Conclusion The chest orthosis in early treatment of chest trauma can reduce the pain and improve the condition of patients,and it is a simple,effective and cheap method with significant clinical effect.
10.Effect of using laparoscopic trocar for rapidly closed thoracic drainage on serious pneumothorax
Bin SONG ; Jinping LIAO ; Yongzhou SHI ; Chen LI ; Liangyu ZHANG ; Zhenyun SHU ; Mingzhi CHEN
Clinical Medicine of China 2011;27(5):502-505
Objective To explore a rapid,simple and effective therapy for serious pneumothorax which could be used in pre-hospital and in-hospital first-aid.Methods Sixty-seven patients were randomly divided into the observation group and control group .Patients in the observation group were treated using laparoscopic trocar for rapidly closed thoracic drainage,and patients in the control group were treated by using the traditional large caliber drainage tube and the intercostal incision method of conventional closed thoracic drainage.The operation time,remaining time of drainage,length of stay,effective rate,and complications,including of postoperative pain,hemorrhage,subcutaneous emphysema and infection were observed in both groups. Results The total effective rate was 94.1%(32/34) in the observation group,which was significantly higher than that in the control group(90.9%,30/33)(x2=1.876,P>0.05).No significant difference was found on the remaining time of drainage and length of stay between the two groups(remaining time of drainage:[4.56±1.65]d vs.[6.26±3.45]d;length of stay:(6.0±2.6)d vs.(6.7±2.2)d ,t=1.335 and 0.779,respectively,Ps>0.05).The operation time of using laparoscopic trocar was significantly lower than that of the control group((5.00±1.28)min vs.(15.00±4.03)min,t=3.031,P<0.05).The incision length was(0.95±0.11)cm in the observational group,which was significantly lower than that in the control group((2.41±0.52)cm ,t=2.585,P<0.05).Postoperative pain occurred in 14.7%(5/34) of patients in the observational group,which was significantly lower than that in the control group(87.9%(29/33))(t=2.983,P<0.05).In the observational group no hemorrhage and infection occurred,whereas in the control group the hemorrhage and infection rate was 36%(12/33) and 33%(11/33),respectively(x2=5.880 and 3.687,respectively,Ps<0.05). Conclusion The use of laparoscopic trocar for rapidly closed thoracic drainage in the treatment of serious pneu-mothorax is simple,easy,convenient,effective and reliable,with few complications.This therapy is suitable for using in pre-hospital and in-hospital first-aid.

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