1.Chinese expert consensus on the diagnosis and treatment of chronic cough after lung surgery
Gaoxiang WANG ; Junqiang ZHANG ; Mingsheng WU ; Sheng WANG ; Yongfu ZHU ; Xuejiao LI ; Zhengwei CHEN ; Mingran XIE
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):1-10
In recent years, the number of lung surgeries has increased year by year, and the number of patients with postoperative cough has also increased gradually. Chronic cough after lung surgery seriously affects patients' quality of life and surgical outcome, and has become one of the clinical problems that clinicians need to solve. However, there is currently no guideline or consensus for the treatment of chronic cough after lung surgery in China, and there is no standardized treatment method. Therefore, we searched databases such as PubMed, Web of Science, CNKI, and Wanfang databases ect. from 2000 to 2023 to collected relevant literatures and research data, and produced the first expert consensus on chronic cough after lung surgery in China by Delphi method. We gave 11 recommendations from five perspectives including timing of chronic cough treatment, risk factors (surgical method, lymph node dissection method, anesthesia method), prevention methods (preoperative, intraoperative, postoperative), and treatment methods (etiological treatment, cough suppressive drug treatment, traditional Chinese medicine treatment, and postoperative physical therapy). We hope that this consensus can improve the standardization and effectiveness of chronic cough treatment after lung surgery, provide reference for clinical doctors, and ultimately improve the quality of life of patients with chronic cough after lung surgery.
2.Establishment of a Predictive Model for Chronic Cough after Pulmonary Resection
CHEN ZHENGWEI ; WANG GAOXIANG ; WU MINGSHENG ; WANG YU ; ZHANG ZEKAI ; XIA TIANYANG ; XIE MINGRAN
Chinese Journal of Lung Cancer 2024;27(1):38-46
Background and objective Chronic cough after pulmonary resection is one of the most common complications,which seriously affects the quality of life of patients after surgery.Therefore,the aim of this study is to explore the risk factors of chronic cough after pulmonary resection and construct a prediction model.Methods The clinical data and postoperative cough of 499 patients who underwent pneumonectomy or pulmonary resection in The First Affiliated Hospital of University of Science and Technology of China from January 2021 to June 2023 were retrospectively analyzed.The patients were randomly divided into training set(n=348)and validation set(n=151)according to the principle of 7:3 randomization.According to whether the patients in the training set had chronic cough after surgery,they were divided into cough group and non-cough group.The Mandarin Chinese version of Leicester cough questionnare(LCQ-MC)was used to assess the severity of cough and its impact on patients'quality of life before and after surgery.The visual analog scale(VAS)and the self-designed numerical rating scale(NRS)were used to evaluate the postoperative chronic cough.Univariate and multivariate Logistic regression analysis were used to analyze the independent risk factors and construct a model.Receiver operator characteristic(ROC)curve was used to evaluate the discrimination of the model,and calibration curve was used to evaluate the consistency of the model.The clinical application value of the model was evaluated by decision curve analysis(DCA).Results Multivariate Logistic analysis screened out that preoperative forced expiratory volume in the first second/forced vital capacity(FEV1/FVC),surgical procedure,upper mediastinal lymph node dissection,subcarinal lymph node dissection,and postoperative closed tho-racic drainage time were independent risk factors for postoperative chronic cough.Based on the results of multivariate analysis,a Nomogram prediction model was constructed.The area under the ROC curve was 0.954(95%CI:0.930-0.978),and the cut-off value corresponding to the maximum Youden index was 0.171,with a sensitivity of 94.7%and a specificity of 86.6%.With a Bootstrap sample of 1000 times,the predicted risk of chronic cough after pulmonary resection by the calibration curve was highly consistent with the actual risk.DCA showed that when the preprobability of the prediction model probability was be-tween 0.1 and 0.9,patients showed a positive net benefit.Conclusion Chronic cough after pulmonary resection seriously af-fects the quality of life of patients.The visual presentation form of the Nomogram is helpful to accurately predict chronic cough after pulmonary resection and provide support for clinical decision-making.
3.Effect of Preserving the Pulmonary Branch of Vagus Nerve on Postoperative Cough in Patients with Stage I Peripheral Lung Adenocarcinoma
WANG GAOXIANG ; CHEN ZHENGWEI ; WU MINGSHENG ; LI TIAN ; SUN XIAOHUI ; XU MEIQING ; XIE MINGRAN
Chinese Journal of Lung Cancer 2024;27(2):102-108
Background and objective Cough is one of the main complications after pulmonary surgery,which seriously affects the postoperative quality of life.Preserving the pulmonary branch of vagus nerve may reduce the incidence of postoperative cough.Therefore,the aim of this study was to investigate whether preserving the pulmonary branch of the vagus nerve could reduce the incidence of postoperative chronic cough in patients with stage I peripheral lung adenocarcinoma.Methods A total of 125 patients who underwent single-port thoracoscopic radical resection for lung cancer in the Depart-ment of Thoracic Surgery,The First Affiliated Hospital of University of Science and Technology of China from June 2022 to June 2023 were retrospectively selected,and divided into two groups according to whether the vagopulmonary branch was preserved during the operation,namely,the vagopulmonary branch group(n=61)and the traditional group(n=64).The general clinical data,perioperative conditions,lymph node dissection,Mandarin Chinese version of The Leicester Cough Questionnaire(LCQ-MC)scores before and 8 weeks after operation were recorded in the two groups.Both the two groups were divided into tamponade group and non-tamponade group according to whether autologous fat or gelatin sponge was tamponade after lymph node dissection.LCQ-MC scores and postoperative chronic cough of both groups were calculated.Results The LCQ-MC score of the traditional group was significantly lower than that of the vagopulmonary branch group in physiological,psychological,social and total scores at 8 weeks after surgery,and the difference was statistically significant(P<0.05).There were more cough patients in the traditional group than the vagopulmonary branch group at 8 weeks after surgery,with significant difference(P=0.006).Subgroup analysis was conducted separately for the vagopulmonary branch group and the traditional group.Among the patients in the vagopulmonary branch group and the traditional group,the LCQ-MC scores of the non-tamponade group 8 weeks after surgery were lower than those of the tamponade group(P<0.05).There were more patients with cough in the group 8 weeks after surgery than in the tamponade group(P=0.001,P=0.024).Conclusion For patients with stage I peripheral lung adenocarcinoma,the preservation of the pulmonary branch of vagus nerve is safe and effective,which can reduce the incidence of postoperative chronic cough and improve the postoperative quality of life of the patients.
4.Clinical Efficacy Analysis of Wedge Resection of Pulmonary in Patients with Small Volume Invasive Lung Adenocarcinoma
CUI SHIJUN ; WANG GAOXIANG ; HUANG ZHINING ; WU MINGSHENG ; WU HANRAN ; ZHOU HANGCHENG ; XU MEIQING ; XIE MINGRAN
Chinese Journal of Lung Cancer 2024;27(5):359-366
Background and objective With further understanding and research into non-small cell lung cancer with tumours ≤2 cm in maximum diameter,segmental lung resection is able to achieve the same long-term prognosis as lobec-tomy.However,there are few studies on the prognostic effect of wedge resection on small volume invasive lung adenocarci-noma with an invasion depth of 0.5 to 1.0 cm.Therefore,this study focuses on the clinical efficacy and prognosis of wedge re-section in patients with small-volume invasive lung adenocarcinoma.Methods A retrospective analysis of the medical records of 208 patients who underwent surgery in the Department of Thoracic Surgery of the Affiliated Provincial Hospital of Anhui Medical University from February 2016 to December 2017 was made,and the postoperative pathological results confirmed small volume invasive lung adenocarcinoma.According to their surgical methods,they were divided into lobectomy group(n=115),segmentectomy group(n=48)and wedge resection group(n=45).Kaplan-Meier survival curve estimation and Cox proportional risk regression model were used to explore the influence of different surgical methods on the prognosis of patients with small volume invasive lung adenocarcinoma.Results The wedge resection group had better perioperative outcomes compared with the segmentectomy group and lobectomy group,with statistically significant differences in intraoperative bleed-ing(P=0.036),postoperative drainage(P<0.001),operative time(P=0.018),postoperative time with tubes(P=0.001),and postoperative complication rate(P=0.006).There were no significant differences when comparing the three groups in terms of survival rate(lobectomy group vs segmentectomy group,P=0.303;lobectomy group vs wedge resection group,P=0.742;and segmentectomy group vs wedge resection group,P=0.278)and recurrence-free survival rate(lobectomy group vs segmentec-tomy group,P=0.495;lobectomy group vs wedge resection group,P=0.362;segmentectomy group vs wedge resection group,P=0.775).Univariate and multivariate survival analyses showed that consolidation tumor ratio(CTR)was the prognostic factor of overall survival and revurrence-free survival for patients with small-volume invasive lung adenocarcinoma(P<0.05).Conclusion Wedge resection in patients with small volume invasive lung adenocarcinoma can achieve long-term outcomes similar to segmentectomy and lobectomy.When the CTR≤0.5,wedge resection is preferred in such patients.
5.Analysis of gene characteristics and core genome characteristics of carbapenem-resistant Enterobacter cloacae in rural residents of Weifang City, Shandong Province
Ange WANG ; Shuang WANG ; Lu LIU ; Gaoxiang SUN ; Yuzhen CHEN ; Jiaxin QI ; Zengqiang KOU ; Zhenwang BI
Chinese Journal of Preventive Medicine 2024;58(1):48-55
Objective:To investigate the drug-resistant gene characteristics and core genome characteristics of carbapenem-resistant Enterobacter cloacae (CR-ECL) in rural residents of Weifang City, Shandong Province. Methods:Fecal samples were collected from rural community residents in Weifang City, Shandong Province in 2017. Drug-resistant strains were screened using a carbapenem-resistant enterobacter chromogenic medium. CR-ECL positive strains were acquired via Matrix Assisted Laser Desorption Ionization Time of Flight Mass Spectrometry(MALDI-TOFMS) analysis. The antibiotic resistance phenotype of CR-ECL was determined using a microbroth dilution assay. Whole genome sequencing (WGS) and analysis were conducted, along with an examination of the immediate vicinity of the blaNDM gene and phylogenetic analysis of the strains. Results:A total of 628 fecal samples were collected and tested, of which 6 were CR-ECL positive (detection rate 0.96%), all exhibiting multiple drug resistance (MDR) phenotypes. Six CR-ECL strains had four MLST genotypes (ST), all of which carried multiple drug resistance genes ( blaNDM-1, blaNDM-5, etc.) and virulence genes ( acrA, acrB, entB, fepC, etc.). There were mobile genetic elements ISAba125, TN3-IS3000, TN3 and IS5 in the genetic environment surrounding the blaNDM gene. The phylogenetic tree showed that the multi-locus sequence typing of the core genome (cgMLST) was consistent with the single nucleotide polymorphism (SNPs) results. The cgMLST results showed that the allele differences between strains 2BC0101B and 2BC0251B, 2BG0561B and 2BI0221B were 2 and 1, respectively. The SNPs results showed that the above two pairs of bacteria also clustered together. It was found that the strains of chicken fecal samples in the National Center for Biotechnology Information (NCBI) database were located in the center of the evolutionary tree, and the local sequences could be traced back to American human sequences. Conclusion:Multidrug-resistant CR-ECL is detected in rural community residents in Weifang City, Shandong Province.
6.Drug resistance gene characteristics and genomic traceability of multidrug resistant Proteus mirabilis
Yun ZHANG ; Shuang WANG ; Lu LIU ; Yuzhen CHEN ; Gaoxiang SUN ; Ziqing LIU ; Ange WANG ; Zengqiang KOU ; Jiakun WANG
Chinese Journal of Infectious Diseases 2024;42(7):416-423
Objective:To investigate the drug resistance status and genomic characterization of Proteus mirabilis (PM) isolated from outpatient cases with diarrhea in Tai′an City and Laizhou City, Shandong Province. Methods:A total of 510 fecal samples were collected from 510 patients with acute diarrhea admitted to 43 sentinel hospitals in Tai′an City and Laizhou City, Shandong Province, between January 2021 and December 2022. The samples were cultured and isolated to identify Proteus spp. by direct inoculation, the drug susceptibility testing was performed by microbroth dilution method, and resistance genes and virulence genes were obtained by whole genome sequencing and bioinformatic analysis, thereby revealing the genetic environment surrounding the blaOXA-1 and blaCTX-M-65 genes. Single nucleotide polymorphism (SNP) analysis and core genome multilocus sequence typing (cgMLST) were conducted on the current strains and 100 PM isolates downloaded from the National Center for Biotechnology Information (NCBI) database via customizable methods utilizing RidomSeqSphere+ software, with the objective of exploring the phylogenetic relationships among the strains. Results:A total of 35 strains of Proteus were isolated from 510 fecal samples, including 31 strains of PM with a detection rate of 6.08% (31/510) and four strains of Proteus vulgaris.The multidrug resistance rate of PM was 100.00% (31/31).The 35 isolates carried a total of 43 resistance genotypes.Thirteen strains of PM carried blaOXA-1, six strains carried both blaOXA-1 and blaCTX-M-65, and 15 PM strains carried at least 15 antibiotic resistance genes (ARGs). The virulence genes included ureA, mrpA, ZapA, hpmA and so on. blaOXA-1 and blaCTX-M-65 genes were surrounded by mobile elements such as Tn3, ISL3 and IS6. cgMLST showed consistency with the SNP clustering results. Isolate 2022LZ41 from Laizhou City clustered with isolates 2022TA018, 2022TA017 and 2022TA019 from Tai′an City, with the number of allelic differences ranging from zero to two, and the Laizhou City isolate 2022LZ40 was highly genetically related to strain CRK0056 (human, USA, 2015). Conclusions:PM isolated from patients with diarrhea is multidrug-resistant, carrying many resistance and virulence genes.The presence of mobile genetic elements can lead to horizontal transfer of resistance genes.
7.Modified Prophylactic Ileostomy in Natural Orifice Specimen Extraction Surgery for Mid-low Rectal Cancer
Hailong FENG ; Linshuai XING ; Hongtao LUO ; Zhaojun XU ; Gaoxiang WANG ; Peng HE
Chinese Journal of Minimally Invasive Surgery 2024;24(9):617-622
Objective To explore the application value of modified prophylactic ileostomy in natural orifice specimen extraction surgery(NOSES)for patients with mid-low rectal cancer.Methods We retrospectively analyzed 63 patients who received prophylactic ileostomy in NOSES for mid-low rectal cancer in our hospital from September 2017 to May 2023.The patients were divided into the observation group(those who received modified ileostomy,n=31)and the control group(those who received conventional loop ileostomy,n=32)according to different ostomy methods.The operation time of ostomy,operation time of ostomy reversal surgery,early-stage complications(stoma leakage,peristomal dermatitis,stoma pain,peristomal trocar hole infection,stoma bleeding,stoma ischaemic necrosis,stoma oedema,peristoma skin-mucosal separation and stoma proximal bowel obstruction)and long-stage complications(stoma stenosis,stoma retraction,stoma prolapse,parastomal hernia),tumor recurrence and death of the two groups were compared and analyzed.Results Both prophylactic ileostomy and ostomy reversal surgery were successfully completed in all the 63 cases.The operation time of ostomy in the observation group was 7(6-8)min,which was significantly shorter than that of 23(21-24)min in the control group(Z=-6.853,P=0.000),and the operation time of ostomy reversal surgery in the observation group was(63.2±5.7)min,which was significantly shorter than(93.5±4.7)min in the control group(t=-23.109,P=0.000).Neither stoma bleeding nor stoma ischaemic necrosis were observed in both groups.The incidence of stoma pain in the observation group was lower than that in the control group[6.4%(2/31)vs.65.6%(21/32),x2=21.766,P=0.000].The incidence of peristomal incision infection in the observation group was lower than that in the control group[0%(0/31)vs.53.1%(17/32),P=0.000].There was no stoma stenosis in both groups.There were 3 cases of parastomal hernia,1 case in the observation group and 2 cases in the control group,the difference of the incidence being not statistically significant(P=1.000).There was 1 case of stoma retraction and 1 case of stoma prolapse in the control group.All the 5 cases with complications received prompt treatment in the second ostomy reversal surgery.Follow-up visits for 6-60 months in the 63 cases showed no tumor recurrence or death.Conclusion Modified prophylactic ileostomy in NOSES for patients with mid-low rectal cancer is safe,feasible,and easy to operate,having certain practicality and promotion value.
8.Transfer of free chimeric functional thoracodorsal artery perforator flap with latissimus dorsi in reconstruction of composite tissue defect of forearm: a report of 13 cases
Jiadong PAN ; Xin WANG ; Shanqing YIN ; Yaopeng HUANG ; Yijun SHEN ; Gaoxiang YU ; Hao GUO ; Dongchao XIAO
Chinese Journal of Microsurgery 2024;47(3):241-247
Objective:To explore the surgical techniques and effects of transfer of the free chimeric functional thoracodorsal artery perforator flap (TDAPF) with latissimus dorsi in reconstruction of dynamic muscle and soft tissue defects in forearm.Methods:From January 2014 to December 2020, a total of 13 transfer surgery of free chimeric functional TDAPF with vascularised latissimus dorsi were performed in the Department of Hand Surgery, Plastic & Reconstructive Surgery, Ningbo Sixth Hospital, to reconstruct forearm composite defects. The patients were 12 males and 1 female with an average age of 33.2 years old. They all had open forearm injuries, with 5 in the left and 8 in the right. Removal of inactivated muscles, exploration and repair of blood vessels and nerves were performed in emergency surgery, and VSD were applied after the surgery. Phase II reconstructive surgery were completed within 4 to 12 days, with 7.5 days in average. The wounds and flaps sized were 9.0 cm×8.0 cm - 21.0 cm×11.0 cm and were 10.0 cm×9.0 cm - 22.0 cm×12.0 cm, respectively. The volume of transferred muscles ranged were 9.0 cm × 2.0 cm × 1.5 cm - 19.0 cm × 9.0 cm × 1.5 cm. Free chimeric functional muscular flaps were transferred to reconstruct the musculus flexor digitorum profundus in 4 patients, the musculus extensor digitorum communis in 8 patients, the musculus flexor carpi radialis in 3 patients, and the musculus flexor pollicis longus in 1 patient. Reconstruction of both of musculus flexor carpi radialis and musculus extensor digitorum communis with 2 functional sub-blocks of latissimus dorsi were performed in 3 patients. All donor sites were closed primarily. All patients were included in the postoperative follow-up to evaluate the appearance of flaps, range of motion of the digits, recovery of muscle strength and gripping power, at the outpatient clinics or through the telephone interview.Results:A total of 12 flaps survived uneventfully after reconstructive surgery. One flap developed a vascular crisis and it was rectified after surgical exploration. Postoperative follow-up ranged from 17 to 52 months, with a mean of 34.1 months. Appearances of limbs and flaps were good without obvious bulky, hyperpigmentation or scar contracture. Four patients with reconstructed musculus flexor digitorum profundus showed muscle strength recovery of M 4, with the fingertips measured lower than 2.0 cm from the centre of palm when clenching a fist, and the average gripping strength of the hand reached 27.5% (20%-35%) to the healthy side. Five patients with reconstructed musculus extensor digitorum communis showed muscle strength recovery of M 4, and there was no obvious limitation in fingers flexion and extension, with the average gripping strength of the hand reached 75.4% (65%-80%) to the healthy side. Of the 3 patients with reconstruction of both power muscles, the recovery of muscle strength of musculus flexor carpi radialis was at M 4 in all the 3 patients, and the musculus extensor digitorum communis was at M 4 in 1 and M 3 in 2 patients. However, the patient who received reconstruction of musculus flexor pollicis had no significant recovery in muscle strength. Conclusion:Transfer of free chimeric functional TDAPF combines the benefits of a perforator flap and a functional muscle transfer together. This surgical technique can effectively reconstruct damaged muscle groups in forearm and resulting in good hand movement. Additionally, it can also restore the aesthetic appearance of forearm, hence makes it an excellent option for complex wound coverage.
9.Effect of Glycyrrhizae Radix et Rhizoma-containing Serum on LPS-induced Inflammation in Caco2 Cells Based on Inhibition of Ferroptosis by Nrf2/HO-1 Pathway
Jinrong KONG ; Gaoxiang SHI ; Jing HOU ; Ye FENG ; Qingzhen XIANG ; Yunlai WANG ; Zihua XUAN ; Fan XU
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(16):144-153
ObjectiveTo investigate the effect of Glycyrrhizae Radix et Rhizoma (GR)-containing serum on lipopolysaccharide (LPS)-induced inflammation in human colon epithelial adenocarcinoma cells (Caco2) based on inhibition of ferroptosis by the nuclear factor erythroid 2-related factor 2 (Nrf2)/heme oxygenase-1 (HO-1) pathway. MethodCaco2 cells were divided into a normal group, a model group (LPS, 200 μg·L-1), low-, medium-, and high-dose GR-containing serum groups (5%, 10%, 20%), and a ferroptosis inhibitor group (3-amino-4-cyclohexylamino-benzoic acid ethyl ester, Fer-1, 10 μmol·L-1). The cells in the normal group were cultured normally, while those in other groups underwent the induction of an inflammation model. The cells in the low-, medium-, and high-dose GR-containing serum groups were treated with 5%, 10%, and 20% GR-containing serum for 24 hours, respectively, and the cells in the ferroptosis inhibitor group were treated with Fer-1 for 24 hours. Transmission electron microscopy was used to observe mitochondrial morphology in each group. Flow cytometry was used to detect intracellular Fe2+ levels. Microplate assays were performed to measure superoxide dismutase (SOD) activity, malondialdehyde (MDA) and glutathione peroxidase (GSH-Px) levels. Enzyme-linked immunosorbent assay (ELISA) was used to measure interleukin-1β (IL-1β), IL-6, IL-10, and tumor necrosis factor-α (TNF-α) levels. Western blot was used to measure the expression levels of Nrf2, HO-1, ferritin heavy chain 1 (FTH1), and glutathione peroxidase 4 (GSH-Px4) proteins. Small interfering RNA (siRNA) was used to investigate the role of Nrf2 in ferroptosis regulation. The cells after interference were divided into a negative control (NC) group, a Si-Nrf2 group, a GR-containing serum (20%) + Si-Nrf2 group, and a GR-containing serum (20%) + NC group. Microplate assays were performed to measure MDA, SOD, and GSH-Px levels, and Western blot was used to measure the expression levels of Nrf2, HO-1, FTH1, and GSH-Px4 proteins. ResultCompared with the normal group, the model group showed mitochondrial contraction, increased mitochondrial membrane thickness, and smaller mitochondrial morphology, increased Fe2+ content (P<0.01), blunted SOD activity (P<0.01), decreased GSH-Px expression (P<0.01), increased MDA content (P<0.01), reduced expression levels of Nrf2 and HO-1 (P<0.05), reduced FTH1 expression (P<0.01), and down-regulated GSH-Px4 expression (P<0.01). In the GR-containing serum groups, the medium- and high-dose groups showed a significant decrease in Fe2+ content (P<0.01), potentiated SOD and GSH-Px activities (P<0.01), and decreased MDA levels (P<0.01). The high-dose group showed a significant increase in Nrf2 expression (P<0.05), and the medium-dose group showed increased expression of HO-1 and GSH-Px4 proteins (P<0.05). The expression levels of FTH1 significantly increased in the low-, medium-, and high-dose groups (P<0.01). The study on mechanism revealed that compared with the NC group, the cells transfected with Nrf2 siRNA showed increased MDA content (P<0.01), blunted SOD activity (P<0.01), decreased GSH-Px activity (P<0.01), decreased expression of Nrf2 and HO-1 (P<0.01), and reduced levels of FTH1 and GSH-Px4 proteins (P<0.01). Compared with the Si-Nrf2 group, the cells treated with GR-containing serum showed a decrease in MDA content (P<0.01), an increase in SOD activity (P<0.01), an increase in GSH-Px activity (P<0.01), increased expression of Nrf2 and FTH1 proteins (P<0.05), and higher expression levels of HO-1 and GSH-Px4 proteins (P<0.01). ConclusionGR-containing serum can reduce the inflammatory cytokines and oxidative stress levels in LPS-induced Caco2 cells. Its mechanism is related to the promotion of Nrf2/HO-1 signaling pathway expression, alleviating intracellular lipid peroxidation and inhibiting ferroptosis.
10.Establishment and Verification of Benign and Malignant Prediction Model of Subcentimeter Pulmonary Ground Glass Nodules Based on HRCT.
Zhengwei CHEN ; Gaoxiang WANG ; Hanran WU ; Mingsheng WU ; Xianning WU ; Meiqing XU ; Mingran XIE
Chinese Journal of Lung Cancer 2023;26(5):377-385
BACKGROUND:
Pre-operative accuracy of subcentimeter ground glass nodules (SGGNs) is a difficult problem in clinical practice, but there are few clinical studies on the benign and malignant prediction model of SGGNs. The aim of this study was to help identify benign and malignant lesions of SGGNs based on the imaging features of high resolution computed tomography (HRCT) and the general clinical data of patients, and to build a risk prediction model.
METHODS:
This study retrospectively analyzed the clinical data of 483 patients with SGGNs who underwent surgical resection and were confirmed by histology from the First Affiliated Hospital of University of Science and Technology of China from August 2020 to December 2021. The patients were divided into the training set (n=338) and the validation set (n=145) according to 7:3 random assignment. According to the postoperative histology, they were divided into adenocarcinoma group and benign lesion group. The independent risk factors and models were analyzed by univariate analysis and multivariate Logistic regression. The receiver operator characteristic (ROC) curve was constructed to evaluate the model differentiation, and the calibration curve was used to evaluate the model consistency. The clinical application value of the decision curve analysis (DCA) evaluation model was drawn, and the validation set data was substituted for external verification.
RESULTS:
Multivariate Logistic analysis screened out patients' age, vascular sign, lobular sign, nodule volume and mean-CT value as independent risk factors for SGGNs. Based on the results of multivariate analysis, Nomogram prediction model was constructed, and the area under ROC curve was 0.836 (95%CI: 0.794-0.879). The critical value corresponding to the maximum approximate entry index was 0.483. The sensitivity was 76.6%, and the specificity was 80.1%. The positive predictive value was 86.5%, and the negative predictive value was 68.7%. The benign and malignant risk of SGGNs predicted by the calibration curve was highly consistent with the actual occurrence risk after sampling 1,000 times using Bootstrap method. DCA showed that patients showed a positive net benefit when the predictive probability of the predicted model probability was 0.2 to 0.9.
CONCLUSIONS
Based on preoperative medical history and preoperative HRCT examination indicators, the benign and malignant risk prediction model of SGGNs was established to have good predictive efficacy and clinical application value. The visualization of Nomogram can help to screen out high-risk groups of SGGNs, providing support for clinical decision-making.
Humans
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Retrospective Studies
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Lung Neoplasms/surgery*
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Adenocarcinoma
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China
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Hospitals
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Multiple Pulmonary Nodules

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