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.The c.91C>T mutation in DNAJB2 gene associated distal hereditary motor neuropathy and early-onset Parkinson′s disease: a family report
Yu SU ; Lingchun LIU ; Ruihan YANG ; Mingzhi ZHANG ; Da LIU ; Qiang MENG
Chinese Journal of Neurology 2024;57(3):283-289
A family carrying a homozygous variant of DNAJB2 gene C.91C>T (p.His31Tyr) with distal hereditary motor neuropathy (dHMN) associated with early-onset Parkinson′s disease was reported. The patient presented with distal limb weakness and atrophy at the early stage of the disease, and developed Parkinson′s symptoms more than 10 years later. Neuroelectrophysiological examination suggested motor and sensory axonal involvement. This mutation site had not been reported and was considered to be a neogenic mutagenicity of dHMN, excluding other mutations that can cause early-onset Parkinson′s disease.
3.Effects of paroxetine combined with aniracetam on the treatment of senile depression and the levels of serotonin, cortisol and cystatin C
Meiqin XU ; Yong YANG ; Xiaowen XU ; Mingzhi PAN
Journal of Chinese Physician 2024;26(11):1632-1636
Objective:To analyze the effects of paroxetine combined with aniracetam on the treatment of senile depression and the levels of 5-hydroxytryptamine (5-HT), cortisol and cystatin C(CysC).Methods:A total of 80 patients admitted to the psychiatric Department of Psychiatry, Suzhou City Guangji Hospital from January 2020 to January 2023 were selected and divided into two groups by random number table method: control group (40 cases) and observation group (40 cases). The control group was treated with oral paroxetine hydrochloride tablets, and the observation group was treated with oral paroxetine hydrochloride combined with aniracetam tablets. Negative emotions were assessed by Self-rating Anxiety Scale (SAS) and Self-rating Depression Scale (SDS) before and after treatment, and sleep quality was assessed by Pittsburgh Sleep Quality Scale (PSQI). Serum levels of central neurotransmitters [norepinephrine (NE) and 5-HT], neurotrophic factor (BDNF), oxidative stress [cortisol and malondialdehyde (MDA)] and amino acid metabolism [cysteine (Hcy) and CysC] were measured before and after treatment.Results:After treatment, SAS and SDS scores in both groups were significantly decreased (all P<0.05), and SAS and SDS scores in the observation group were significantly lower than those in the control group (all P<0.05). After treatment, the sleep quality, sleep time, sleep time, sleep efficiency, sleep disorders, hypnotic drugs, daytime function scores and PSQI total scores of the two groups were significantly decreased (all P<0.05), and the above scores of the observation group were significantly lower than those of the control group ( P<0.05). After treatment, the serum levels of NE, 5-HT and BDNF in 2 groups were significantly increased, and the serum levels of NE, 5-HT and BDNF in the observation group were significantly higher than those in control group (all P<0.05). After treatment, the levels of serum cortisol and MDA in both groups were significantly decreased, and the levels of serum cortisol and MDA in the observation group were significantly lower than those in the control group (all P<0.05). After treatment, the serum Hcy and CysC levels in 2 groups were significantly decreased, and the serum Hcy and CysC levels in the observation group were significantly lower than those in the control group (all P<0.05). Conclusions:Paroxetine combined with aniracetam is more effective than paroxetine alone in the treatment of senile depression, which can effectively relieve anxiety and depression symptoms, improve sleep quality, and have positive effects on serum neurotransmitters, neurotrophic factors, oxidative stress and amino acid metabolism levels of patients.
4.Protein expression, purification and mouse antiserum preparation of monkeypox virus A23R.
Yihao WANG ; Mingzhi LI ; Mengle JIA ; Lingdi YANG ; Jiaqi XIONG ; Ting WANG ; Yu WANG ; Shurong LIU ; Wenli GUO ; Lingbao KONG ; Meifeng LI
Chinese Journal of Cellular and Molecular Immunology 2023;39(7):642-648
Objective To express the monkeypox virus (MPXV) A23R protein in Escherichia coli and purify by Ni-NTA affinity column, and to prepare mouse antiserum against MPXV A23R. Methods The recombinant plasmid pET-28a-MPXV-A23R was constructed and transformed into Escherichia coli BL21 to induce the expression of A23R protein. After optimizing the conditions of expression, A23R protein was highly expressed. Recombinant A23R protein was purified by Ni-NTA affinity column and identified by Western blot analysis. The purified protein was used to immunize mice for preparing the A23R polyclonal antibody, and the antibody titer was detected by ELISA. Results The expression of A23R recombinant protein reached the peak under the induced conditions of 0.6 mmol/L isopropyl-β-D-thiogalactoside (IPTG), 37 DegreesCelsius and 20 hours. The purity of the protein was about 96.07% and was identified by Western blot analysis. The mice were immunized with recombinant protein, and the titer of antibody reached 1:102 400 at the 6th week after immunization. Conclusion MPXV A23R is expressed highly and purified with a high purity and its antiserum from mouse is obtained with a high titre.
Animals
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Mice
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Monkeypox virus
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Antibodies
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Enzyme-Linked Immunosorbent Assay
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Blotting, Western
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Recombinant Proteins
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Escherichia coli/genetics*
5.Recent advance in anti-neurexin-3α antibody-associated encephalitis
Jiajie CHEN ; Hongyan ZHU ; Lingchun LIU ; Hao FU ; Da LIU ; Shunyu YANG ; Ruihan YANG ; Mingzhi ZHANG ; Qiang MENG
Chinese Journal of Neuromedicine 2023;22(1):84-88
Neurexin-3α, discovered in 2016, is a new type of autoimmune encephalitis antibody. Anti-neurexin-3α antibody-associated encephalitis is generally associated with prodromal symptoms or mood changes, having main clinical manifestations as seizures, memory disorders, confusion or loss of consciousness, central ventilation insufficiency, abnormal behavior, and speech disorders. This paper reviews the relevant research progress at home and abroad about pathogenesis, diagnosis and differential diagnosis, treatment and prognosis of anti-neurexin-3α antibody-associated encephalitis, so as to expand the understanding of clinicians for this disease.
6.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.
7.Clinical features of hepatic myelopathy: An analysis of 562 cases
Mingzhi YANG ; Dan WU ; Liang TANG ; Liangzhi WEN ; Dongfeng CHEN ; Hongli CUI
Journal of Clinical Hepatology 2021;37(1):115-119
ObjectiveTo investigate the clinical features of patients with hepatic myelopathy (HM) in China. MethodsThe articles on HM, published in China from January 2009 to December 2018, were collected to analyze the clinical features, laboratory examination results, diagnosis, treatment, and prognosis of HM patients. ResultsA total of 94 articles were included, with 562 patients in total, among whom there were 489 male patients and 73 female patients. Their age ranged from 17-81 years, with a mean age of 46.3±17.5 years. Hepatitis B cirrhosis was the most common etiology (64.4%), followed by alcoholic cirrhosis (10.3%) and hepatitis C cirrhosis (9.2%). The clinical manifestations of HM mainly included decline of muscle strength (89.50%), tendon hyperreflexia (76.87%), ataxia, and movement disorder (76.51%). Laboratory examination showed an increase in blood ammonia by 92.31% and a reduction in albumin by 88.96%. Imaging diagnosis mainly depended on electromyography (64.92%) and spinal cord MRI (22.82%), and abdominal color Doppler ultrasound, CT, or MRI alone has limited clinical value. After comprehensive medical treatment, no patient (0%) was cured, 106 patients (18.86%) were improved, 211 patients (37.54%) had no response, 31 patients (5.52%) worsened, 129 patients (22.95%) died, and 53 patients (9.43%) were not explained. A total of 39 patients underwent liver transplantation, with an improvement rate of 5641%. ConclusionHM is a rare complication of end-stage liver disease and is mainly observed in middle-aged men. It has the main manifestation of chronic and progressive spastic paraplegia of both lower limbs. Currently, there is no effective treatment method, and liver transplantation is feasible for some patients, with poor treatment response and poor prognosis.
8.Evaluation of the prognostic ability of serum uric acid for elderly acute coronary syndrome patients with diabetes mellitus: a prospective cohort study.
Yang JIAO ; Jihang WANG ; Xia YANG ; Mingzhi SHEN ; Hao XUE ; Jun GUO ; Wei DONG ; Yundai CHEN ; Qing XI ; Zhenhong FU
Journal of Zhejiang University. Science. B 2021;22(10):856-865
OBJECTIVES:
This study evaluated the prognostic power of serum uric acid (UA) in predicting adverse events in elderly acute coronary syndrome (ACS) patients with diabetes mellitus (DM).
METHODS:
The analysis involved 718 ACS patients >80 years old whose general clinical data and baseline blood biochemical indicators were collected prospectively from January 2006 to December 2012. These patients were classified into two groups based on DM status, and then followed up after discharge. The Kaplan-Meier method was used for major adverse cardiac event (MACE) rates and all-cause mortality. Multivariate Cox regression was performed to analyze the relationship between UA level and long-term clinical prognosis. Receiver operating characteristic (ROC) curves were analyzed to predict the cutoff value of UA in elderly ACS patients with DM. There were 242 and 476 patients in the DM and non-DM (NDM) groups, respectively, and the follow-up time after discharge was 40‒120 months (median, 63 months; interquartile range, 51‒74 months).
RESULTS:
The all-cause mortality, cardiac mortality, and MACE rates in both DM and NDM patients were higher than those in the control group (
CONCLUSIONS
Serum UA level is a strong independent predictor of long-term all-cause death and MACE in elderly ACS patients with DM.
9.The Influence of Knife Sharpness on Forearm Wounds in Knife Slash Cases
Weiya HAO ; Songjunjie SHAN ; Yi SHI ; Chaopeng YANG ; Chengliang WU ; Wei HE ; Zhenfang XIN ; Jian WANG ; Mingzhi WANG
Journal of Medical Biomechanics 2020;35(5):E546-E552
Objective To quantitatively explore the influence of knife sharpness on forearm wounds in knife slash cases. Methods The finite element models of the upper limb and knives with 3 degrees of sharpness (with sharp blade, blunt blade, wide blade) were developed based on human CT images and prototype of slash knife. The slash by 3 kinds of knives on the forearm at velocity of 4 m/s and duration of 10 ms was simulated, so as to analyze changes in contact forces, wound dimensions and energy. Results During the slash by knives with sharp, blunt, wide blade, the blades reached the ulna at about 65, 85, 95 ms, respectively. The corresponding slash forces were 846, 1 064 and 1 865 N; the wound lengths were 135.64, 105.47 and 99.23 mm; the wound depths were 38.77, 27.81 and 18.74 mm. With the sharpness of blade decreasing, the wound formation was slowed, the length and depth decreased and the slash force increased. The model system for slash knife with sharp blade had obviously greater total energy and inner energy, but smaller kinetic energy, compared with slash knife with blunt blade and wide blade. Conclusions The method for quantitatively assessing wound formation in knife slash upon the forearm was developed. The research findings deepen the understanding of biomechanical mechanism of wound formation by knife slash, and provide new scientific means for forensic investigation and court trial of knife slash cases.
10.Expression of CD30 and its correlation with prognosis of patients with peripheral T cell lymphoma, unspecified
Chinese Journal of Clinical Oncology 2019;46(10):485-489
Objective: The expression of CD30 in peripheral lymphoma T cell lymphoma,unspecified (PTCL-U) was analyzed, and the correlations between CD30 and clinical survival and prognosis were studied. Methods: The clinical and pathological indicators of 56 patients with PTCL-U, who were newly treated in The First Affiliated Hospital of Zhengzhou University from January 2013 to December 2017, were obtained. Among the 56 patients, the male to female ratio was 1.7∶1. The median age was 60 (16?76) years. The categorical variables were analyzed by the Chi-square test. Kaplan-Meier method was used for the survival analysis along with an assessment of the differences by Log-rank test. Logistic univariate analysis and Cox multivariate regression model analysis were used to analyze the indicators affecting survival. Results: The 3-year and 5-year overall survival (OS) rates of 56 patients were 42.2% and 20.4%, respectively, and the progression-free survival (PFS) rates were 32.1% and 17.8%, respectively. The median overall survival (median-OS, mOS) was 31 months, and the median progression-free survival (median-PFS, mPFS) was 11 months. The positive expression rate of CD30 in PTCL-U patients was 35.7%. The positive expression of CD30 was more common in advanced patients. The LDH level was increased, and the number of extra-nodal lesions was≥2 in the middle-high risk patients. Further, the initial treatment effects in the positive patients were not good (P<0.05). Among the 56 patients, CHOP regimen and GDPT regimen were adopted for chemotherapy, and the two regimens showed no statistically significant effects on OS and PFS (P>0.05). The survivals in the CD30 positive and negative groups were as follows: the 3 years-OS were 16.5% and 54.9%, respectively (P=0.001); and the 3-years PFS were 11.2% and 44.5%, respectively (P=0.016). The univariate analysis showed that advanced disease, CD30-positivity, IPI/aaIPI-high risk, and PIT-high risk (P>0.05) were adverse prognostic factors. The multivariate analysis showed that staging and PIT were correlated with survival. Conclusions: The expression of CD30 in PTCL-U was low, and the prognosis of the positive-expression group was poor. The positive expression was more associated with advanced disease, high level of LDH, and medium-high risk group. The positive group was more prone to extranodal involvement and the objective remission rate was lower. Staging, CD30, IPI/aaIPI, and PIT could affect the prognosis in these patients.

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