1.Expert consensus on the application of artificial intelligence in lung cancer screening, diagnosis, and treatment (2026 edition)
Wenzhao ZHONG ; Haibo WANG ; Yi HU ; Hao ZHANG ; Jigang DAI ; Junqiang FAN ; Guibin QIAO ; Fan YANG ; Jian HU ; Fengwei TAN ; Xuening YANG ; Qiang PU ; Zihao CHEN ; Hongxia TIAN ; Lunxu LIU ; Hecheng LI ; Xiaolong YAN ; Zongyang YU ; Zhenbin QIU ; Yihua SUN ; Jing HU ; Yuhang SHI ; Zhifei GUO ; Peng ZHANG ; Kezhong CHEN ; Shugeng GAO ; Yilong WU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(06):848-856
With the continuous deepening of the concept of precision diagnosis and treatment for lung cancer, how to achieve higher efficiency and accuracy in the screening, diagnosis, and treatment pathways in clinical practice has become an important issue that urgently needs to be overcome. The current clinical difficulty lies in the fact that despite continuous advancements in imaging and molecular diagnostic technologies, there are still limitations in manual efficiency and subjective experience when it comes to massive data analysis and multi-scale feature extraction. Artificial intelligence (AI), especially algorithm systems based on deep learning, is an innovative technology capable of deeply empowering medical big data. This method utilizes algorithms such as convolutional neural networks, combined with radiomics, pathomics, and multi-modal data fusion analysis, demonstrating immense potential in early precise detection and benign-malignant differentiation of pulmonary nodules, digital pathological subtype recognition and non-invasive prediction of driver genes, precise 3D surgical planning and automatic delineation of radiotherapy target volumes, as well as dynamic risk warning during follow-up. This innovative technology provides a brand-new solution for realizing intelligent and individualized lung cancer diagnosis and treatment models. This consensus, based on the latest evidence from evidence-based medicine and combined with the development trends in the AI field and real-world clinical needs, was ultimately formed by gathering the consensus opinions of multidisciplinary experts in radiology, pathology, thoracic surgery, and other fields. The main content covers the application specifications of AI in the three core scenarios of lung cancer screening, diagnosis, and treatment, the technical standards for data collection and algorithm validation, as well as the ethical and regulatory challenges faced at the current stage. It aims to clarify the applicable boundaries of AI as a clinical auxiliary decision support tool, providing scientific guidance and standardized exploration directions for peers currently engaged in or planning to carry out AI-assisted clinical diagnosis, treatment, and translation of lung cancer.
2.Isolation and nitrogen transformation characterization of a moderately halophilic nitrification-aerobic denitrification strain Halomonas sp. 5505.
Zhuobin XIE ; Yun WANG ; Gangqiang JIANG ; Yuwei LI ; Wenchang LI ; Yifan LIU ; Zhangxiu WU ; Yuanyuan HUANG ; Shukun TANG
Chinese Journal of Biotechnology 2025;41(6):2467-2482
The biological nitrogen removal technology utilizing heterotrophic nitrification-aerobic denitrification (HN-AD) bacteria has shown effectiveness in wastewater treatment. However, the nitrogen removal efficiency of HN-AD bacteria significantly decreases as the salinity increases. To tackle the challenge of treating high-salt and high-nitrogen wastewater, we isolated a moderately halophilic HN-AD strain 5505 from a salt lake in Xinjiang. The strain was identified based on morphological, physiological, and biochemical characteristics and the 16S rRNA gene sequence. Single-factor experiments were carried out with NH4+-N, NO3--N, and NO2--N as sole or mixed nitrogen sources to study the nitrifying effect, denitrifying effect, and nitrogen metabolism pathway of the strain. The strain was identified as Halomonas sp.. It can grow in the presence of 1%-25% (W/V) NaCl and exhibited efficient nitrogen removal ability in the presence of 3%-8% NaCl. At the optimal NaCl concentration (8%), the strain showed the NH4+-N, NO3--N and NO2--N removal rates of 100.0%, 94.11% and 74.43%, respectively. Strain 5505 removed inorganic nitrogen mainly by assimilation, which accounted for over 62.68% of total nitrogen removal. In the presence of mixed nitrogen sources, strain 5505 showed a preference for utilizing ammonia, with a potential HN-AD pathway of NH4+→NH2OH→NO2-→NO3-→NO2-→NO/N2O/N2. The findings provide efficient salt-tolerant bacterial resources, enhance our understanding of biological nitrogen removal, and contribute to the nitrogen removal efficiency improvement in the treatment of high-salt and high-nitrogen wastewater.
Halomonas/classification*
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Nitrogen/isolation & purification*
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Denitrification
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Nitrification
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Wastewater/microbiology*
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Aerobiosis
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Biodegradation, Environmental
;
Salinity
3.Research advances in the pathogenesis of metabolic associated fatty liver disease
Shukun YAO ; Jing LIU ; Tianhui ZHOU
Journal of Clinical Hepatology 2024;40(10):1954-1958
Metabolic associated fatty liver disease(MAFLD)is currently the most common liver disease around the world.MAFLD may easily progress to the adverse outcomes such as hepatitis,liver fibrosis,and liver cirrhosis,and it is often accompanied by comorbidities such as diabetes,hypertension,hyperlipidemia,hyperuricemia,and cardiovascular and cerebrovascular diseases.Etiological treatment is the cornerstone of MAFLD treatment,and due to the complexity and adverse outcome of MAFLD,it is of great significance to explore the pathogenesis of MAFLD and develop effective prevention and treatment regimens and drugs.This article reviews the pathogenesis of MAFLD from the aspects of genetic factors,improper diet and oxidative stress,spleen-stomach damp-heat and insulin resistance,damp-heat and pathogenic Qi,organic acid metabolism,and intestinal microecology.
4.The protective effect and mechanism of icarisideⅡ in a rat model of radiation cystitis
Jilei SUN ; Yongde XU ; Zhitao WEI ; Yang LIU ; Shukun LIU ; Mingxing WANG ; Yong YANG
Chinese Journal of Urology 2022;43(12):929-935
Objective:To investigate the protective effect and mechanism of Icaritin Ⅱ (ICAⅡ) on bladder in radiation cystitis model.Methods:A total of 18 10-week-old male SD rats were selected from July 2021 to March 2022 and divided into control group, model group and treatment group by random number table method, with 6 cases in each group. Model group and treatment group were given a single dose of 20 Gy X-ray irradiation in the pelvic area. 24 h after irradiation, the treatment group was given ICAⅡ 4.5 mg/(kg·d) gavage, while the control group and model group were given the same volume of solvent (10% anhydrous ethanol, 20% isopropyl alcohol, 30% polyethylene glycol and 40% deionized water) gavage for 4 consecutive weeks. Drug eluting for 1 week. The bladder volume and leakage point pressure of the three groups of rats were measured by multi-conducting physiological apparatus, and the bladder function was evaluated. HE staining, Masson staining, ELISA, TUNEL staining and western blotting were performed on the bladder samples of the three groups of rats. The pathological changes (thickness of bladder mucosa, ratio of smooth muscle to collagen fiber), oxidative stress level (superoxide dismutase SOD, malondialdehyde), apoptosis rate, protein levels of inflammatory factors (IL-6, NF-kB) and anti-oxidative stress signaling pathway factors (Nrf2, HO-1) of the three groups of rats were compared.Results:After 4 weeks of modeling, in the model group, the bladder volume [(1.01±0.12)ml vs. (1.58±0.21)ml, P=0.001], the bladder leakage point pressure [(38.79±4.12) cmH 2O (1 cmH2O=0.098 kPa)vs.(60.59±3.81) cmH 2O, P=0.001], the ratio of smooth muscle of bladder wall to collagen fiber [1.78±0.17 vs.3.15±0.57, P=0.001], SOD[(6.31±0.73) U/mg vs.(14.67±1.04) U/mg, P=0.001] were lower than the control group, and the differences were statistically significant. In the model group, the thickness of bladder mucosa [(47.33±1.78)μm vs.(20.83±2.33)μm, =, P=0.001], malondialdehyde [(1.01±0.13) nmol/mg vs.(0.49±0.03) nmol/mg, P=0.001], IL-6 (0.87±0.11 vs. 0.33±0.10, P=0.001), NF-kB (0.71±0.14 vs. 0.29±0.07, P=0.001), apoptosis rate [(11.60±3.04)% vs. (3.91±1.40)%, P=0.007] was higher than the control group, and the differences were statistically significant. In the treatment group, the bladder volume [(1.27±0.13)ml, P=0.030], bladder leakage point pressure [(47.83±2.50)cmH 2O, P=0.004], smooth muscle to collagen fiber ratio (2.78±0.68, P=0.015), SOD[(10.48±0.85) U/mg, Compared with model group, bladder mucosa thickness [(31.94±3.20)μm, P=0.001], malondialdehyde [(0.64±0.09) nmol/mg, P=0.001], IL-6 (0.69±0.11, P=0.035), NF-kB (0.45±0.06, P=0.002) and apoptosis rate [(6.05±0.60)%, P=0.030] were lower than those in model group. The protein expression level of Nrf2 in model group (0.73±0.08 vs. 0.58±0.11, P=0.023) was higher than that in control group, but there was no significant difference in the protein expression level of downstream antioxidant factor HO-1 (0.50±0.14 vs. 0.35±0.06, P=0.060). Nrf2 protein expression level (0.88±0.03, P=0.027) and HO-1 expression level (0.68±0.07, P=0.026) in treatment group were higher than those in model group. Conclusion:ICAⅡ can reduce radiation cystitis injury, and its mechanism may be related to anti-oxidative stress and reducing inflammation.
5.Value of lipid accumulation product and visceral fat index in predicting nonalcoholic fatty liver disease
Shaojie DUAN ; Zunjing LIU ; Jialiang CHEN ; Shukun YAO
Journal of Clinical Hepatology 2022;38(1):129-134
Objective To investigate the association of lipid accumulation product (LAP) and visceral fat index (VAI) with nonalcoholic fatty liver disease (NAFLD) and the value of LAP and VAI in predicting the risk of NAFLD. Methods A total of 708 subjects who underwent physical examination in China-Japan Friendship Hospital from September 2018 to May 2019 were enrolled and divided into NAFLD group ( n =426) and non-NAFLD group ( n =282), and the two groups were compared in terms of LAP, VAI, and related biochemical parameters. The independent samples t -test was used for comparison of normally distributed continuous data between groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between groups.The chi-square test was used for comparison of categorical data between groups. The Spearman test was used for correlation analysis. The subjects were divided into L1-L4 groups based on LAP and V1-V4 groups based on VAI, and the distribution of NAFLD was compared between groups; a logistic regression analysis was used to calculate the risk of NAFLD at different levels of LAP and VAI, and the receiver operating characteristic (ROC) curves were plotted for LAP, VAI, waist circumference (WC), and body mass index (BMI) in predicting NAFLD in different sex and body weight subgroups, so as to evaluate the value of each index in the prediction and diagnosis of NAFLD. Results Compared with the non-NAFLD group, the NAFLD group had significantly higher age, proportion of male subjects, proportion of subjects with a smoking history, and levels of LAP, VAI, WC, BMI, systolic blood pressure, diastolic blood pressure, alanine aminotransferase, aspartate aminotransferase, total cholesterol, triglyceride, low-density lipoprotein cholesterol, fasting blood glucose, and serum uric acid, as well as a significantly lower level of high-density lipoprotein cholesterol (all P < 0.01). NAFLD was positively correlated with the levels of LAP and VAI (Cramer's V=0.552 and 0.464). The multivariate logistic regression analysis showed that after adjustment for related risk factors, the risk of NAFLD in the L4 group was still 8.811 (95% confidence interval [ CI ]: 4.335-17.910) times that in the L1 group ( P < 0.001), and the risk of NAFLD in the V4 group was still 5.967 (95% CI : 3.263-10.912) times than that in the V1 group ( P < 0.001). The ROC curve analysis showed that both LAP and VAI had an area under the ROC curve (AUC) of > 0.7 in predicting the onset of NAFLD in different sex and body weight subgroups; the AUCs of LAP and VAI in the female subgroup were significantly higher than those in the male subgroup (LAP: 0.886 vs 0.785, P < 0.05; VAI: 0.824 vs 0.748, P < 0.05), and the corresponding sensitivities and specificities of LAP and VAI in the female subgroup were also higher than those in the male subgroup (sensitivity: LAP: 79.8% vs 63.7%; VAI: 77.9% vs 77.0%; specificity: LAP: 85.0% vs 81.1%; VAI: 77.6% vs 62.3%). Conclusion The risk of NAFLD increases with the increase in the levels of LAP and VAI. Both LAP and VAI have a good value in predicting NAFLD in different sex and body weight subgroups, especially in predicting NAFLD in the female population.
6.SMARCA2 deficiency in NSCLC: a clinicopathologic and immunohistochemical analysis of a large series from a single institution.
Shanshan SUN ; Qiujing LI ; Zhenkun ZHANG ; Sili XIONG ; Yujie ZHANG ; Qian LIU ; Zhe LI ; Fujun YANG ; Shukun ZHANG
Environmental Health and Preventive Medicine 2022;27(0):3-3
BACKGROUND:
SMARCA2 (SWI/SNF Related, Matrix Associated, Actin Dependent Regulator of Chromatin, Subfamily A, Member 2) is an important ATPase catalytic subunit in the switch-sucrose nonfermenting (SWI/SNF) complex. However, its relationship with the pathological features of NSCLC and its prognosis remain unclear.
METHODS:
We retrospectively reviewed 2390 patients with surgically resected NSCLC, constructed tissue microarrays (TMAs) and performed immunohistochemical assays. We analyzed the correlation of SAMRCA2 with clinicopathological features and evaluated its prognostic value.
RESULTS:
Among 2390 NSCLC cases, the negative expression ratios of SAMRCA2, SMARCA4, ARID1A, ARID1B and INI1 were 9.3%, 1.8%, 1.2%, 0.4% and 0%, respectively. In NSCLC, male sex, T3 and T4 stage, moderate and poor differentiation, tumor ≥ 2 cm, Ki67 ≥ 15%, SOX-2 negative expression, middle lobe lesion and adenocarcinoma were relative risk factors affecting SMARCA2-negative expression. In lung adenocarcinomas, high-grade nuclei, histological morphology of acinar and papillary, solid and micropapillary and TTF-1-negative expression were relative risk factors affecting SMARCA2-negative expression. Kaplan-Meier survival analysis showed that the OS was shorter in the SMARCA2-negative group. Multivariate survival analysis revealed that SMARCA2-negative expression was an independent factor correlated with a poor prognosis in NSCLC.
CONCLUSION
In conclusion, SMARCA2-negative expression is an independent predictor of a poor outcome of NSCLC and is a potential target for NSCLC treatment.
Adenosine Triphosphatases/metabolism*
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Carcinoma, Non-Small-Cell Lung/genetics*
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Humans
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Male
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Retrospective Studies
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Transcription Factors/genetics*
7.Research progress on posttreatment trismus in malignant head and neck tumors
WU Hao ; ZHOU Zijie ; ZHANG Chengyao ; SHEN Shukun ; LIU Jiannan ; ZHANG Chenping
Journal of Prevention and Treatment for Stomatological Diseases 2021;29(7):490-495
Malignant tumors in the head and neck seriously threaten the physical and mental health of patients. After treatment, they may cause many complications, such as facial deformity, difficulties with chewing, dysphagia and asaphia. Among them, trismus (restricted mouth opening) is one of the most common complications after treatment of malignant oral-maxillofacial tumors. In severe cases, patients may even suffer from trismus and eating difficulties, finally leading to malnutrition and even cachexia. Therefore, it not only affects the quality of life of patients and even endangers their lives but also brings heavy social and economic burdens. How to effectively prevent and treat posttreatment trismus is a clinical problem that is easily ignored by head and neck surgeons and urgently needs to be solved. The results of a literature review showed that trismus may be related to the tumor clinical stage, tumor site, treatment used, radiotherapy site, radiotherapy dose, radiotherapy type, and other factors. The incidence of trismus tends to be significant 6 months after treatment. Without early intervention, the resulting dysfunction may become more severe. Current studies have shown that the prevention and treatment of restricted mouth opening is based on controlling the progress of restricted mouth opening and restoring function. Exercise intervention for trismus can significantly improve the restricted mouth opening of patients with malignant head and neck tumors after treatment.
8.Association between apolipoprotein E polymorphism and myocardial infarction in patients with type 2 diabetes mellitus
Liang MA ; Yuan YUAN ; Yongwei JIANG ; Xiaomu KONG ; Wenquan NIU ; Xiao CONG ; Yi LIU ; Meimei ZHAO ; Peng GAO ; Shukun YAO ; Yongtong CAO
Chinese Journal of Laboratory Medicine 2021;44(10):926-930
Objective:To investigate the relationship between the E2 and E4 alleles of apolipoprotein E (apoE) gene and myocardial infarction (MI) in type 2 diabetes Mellitus (T2DM) patients, and to explore the relationship between apoE polymorphism and blood lipid metabolism.Methods:This case control study was conducted from August 2016 to March 2020 in China-Japan Friendship Hospital, 3 459 inpatients with T2DM were included including 3 044 patients without MI (T2DM group) and 415 patients with MI (T2DM+MI group). Real time fluorescent quantitative PCR was used to detect apoE polymorphism. Automatic biochemical analyzer was used to detect lipid levels. Logistic regression analyses were performed to determine the association of apoE with risk of MI in patients with T2DM.Results:(1) The frequency of E4 allele in T2DM+MI group (12.29%, 102/830) was significantly higher than in T2DM group (9.13%,556/6 088), while the frequency of E2 allele in T2DM+MI group (7.35%,61/830) was significantly lower than that in T2DM group (8.21%,500/6 088), P=0.012. Logistic regression analyses showed that E4 allele carrier (E3/E4+E4/E4) faced a higher risk for MI in T2DM patients ( OR=1.48, 95% CI 1.14-1.92, P=0.003), while E2 allele carrier(E2/E3+E2/E2)did not face a higher risk of MI in T2DM patients ( OR=0.88, P=0.642). (2) The levels of apoE polymorphism and blood lipid: The levels of TC, LDL-C and apoB increased in the order of E4 allele, wild type and E2 allele ( P<0.05). The levels of HDL-C, apoA1 and apoE decreased in the order of E4 allele, Wild type and E2 allele ( P<0.05). Conclusion:The E4 allele is a risk factor for MI in T2DM patients, and apoE polymorphism can affect blood lipid level in this patent cohort.
9.Development and implementation of comprehensive experimental training of clinical nursing
Na LI ; Xuan ZHOU ; Xiaoyan LIU ; Shukun JIANG ; Juguo CHEN
Chinese Journal of Medical Education Research 2017;16(8):815-818
In order to train higher vocational nursing talents with strong theoretical knowledge,practical ability and humanistic quality,Kunming health Career Academy specially has developed clinical nursing comprehensive training course.Focusing on the training of students' occupation ability and the employment orientation,this course introduces multi-station concept,design and arrange the site teaching content,uses rich teaching methods and practices scientific and strict assessment,and especially it puts forward and implements intensive training t of site teaching before the practice of nursing students.Finally,the graduation test scores between the students who studied the course and the previous students who didn't are compared and analyzed.The result shows that the teaching of this course has obviously improved the theory,skill level and humanistic quality of nursing students in our hospital.
10.Visceral sensitivity, gut barrier function and autonomic nerve function in patients with diarrhea-predominant irritable bowel syndrome
Xiaojuan XU ; Liang LIU ; Shukun YAO ; Yanli ZHANG
Journal of Central South University(Medical Sciences) 2017;42(5):522-528
Objective:To evaluate visceral sensitivity,gut barrier function and autonomic nerve function (ANF) in patients with diarrhea-predominant irritable bowel syndrome (IBS-D),and to explore their roles in IBS-D pathophysiology.Methods:A total of 46 IBS-D patients (IBS-D group) were selected from the Department of Gastroenterology of China-Japan Friendship Hospital from October 2015 to March 2016,and 20 healthy volunteer were served as a control group (HC group).Clinical and psychological symptoms were evaluated by questionnaire,and visceral sensitivity to rectal balloon distention,gut barrier function and autonomic nerve function (ANF) were examined.The difference in the abovementioned indexes were compared between the 2 groups,and the correlations in the parameters were analyzed in the IBS-D group.Results:The scores of IBS symptom severity scale (IBS-SSS),Hamilton anxiety scale (HAMA),Hamilton depression scale (HAMD) and visceral sensitivity index (VSI) were significantly higher in the IBS-D group than those in the HC group (P<0.01).In the visceral sensitivity test,maximum tolerable threshold in the IBS-D group was significantly decreased compared to that in the HC group (P<0.01);there was no significant difference in first sensation threshold and defecating sensation threshold between the two groups (P>0.05).As gut barrier function markers,the serum diamine oxidase (DAO) and d-lactate were significantly increased in the IBS-D group (P<0.05).In ANF test,the total score and parasympathetic score as well as the proportion of abnormal scores in the IBS-D group were significantly higher than those in the HC group (P<0.05).In IBS-D group,the HAMA,VSI and serum DAO were positively correlated with IBS-SSS (r=0.528,0.575,0.507;P<0.01),while the 3 visceral sensitivity thresholds were negatively correlated with IBS-SSS (r=-0.636,-0.476,-0.697;P<0.01);in addition to the IBS-SSS,the HAMA,HAMD,VSI and serum DAO were also significant negatively correlated with the visceral sensitivity thresholds (all P<0.05);no significant correlations were found between the ANF and the other parameters.Conclusion:IBS-D patients show psychological symptoms,visceral hypersensitivity,impaired gut barrier function and abnormal ANF characterized by parasympathetic dysfunction;the former 3 factors are all associated with disease severity,and thus may play vital roles in IBS-D pathophysiology.


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