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.The changes and analysis of the ability of sound localization for patients with unilateral sudden hearing loss during the early period of treatment
Wenbin WANG ; Jiaqi SHANG ; Mingming WANG ; Shanshan TIAN ; Shuo LIANG ; Zhaomin FAN ; Haibo WANG ; Yu AI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(7):769-775
Objective:To assess the sound localization ability of patients with unilateral sudden hearing loss during the early period of treatment, to explore its changing characteristics and to analyze influencing factors.Methods:A total of 22 patients with unilateral sudden sensorineural hearing loss, with onset within 3 days, who were hospitalized at Shandong Provincial ENT Hospital between January and April 2024, were collected in this study. The cohort included 13 males and 9 females, with a mean age of 36.5 years. Among them, 10 suffered in the right ear and 12 in the left ear. Additionally, 15 healthy individuals (8 males and 7 females, mean age 29.2 years) were selected as controls. Pure tone audiometry and sound localization tests were reviewed on the first day, third day, fifth day of admission; the third week after onset, and the pure tone average and the root-mean-square error(RMSE) were used as indicators, respectively. The improvement of the ability of sound localization and pure tone average were assessed by correlation analyses using SPSS, version 27.0, and multiple regression analysis was employed to explore effects that might influence sound localization ability.Results:The pure tone threshold and sound localization ability on the third week of onset were improved compared with those on the initial three instances(the first, third, and fifth days of admission). 9 of the 22 patients (40.91%, 9/22) presented normal sound localization ability whereas their hearing loss had not recurred yet. The Spearman correlation analysis revealed a significant positive correlation between the improvement of sound localization ability and hearing improvement ( r=0.57, P<0.001). Meanwhile, multiple regression analysis showed that hearing threshold was a significant factor for sound localization when there was audible frequency. Vice versa, at this circumstance, ages and vertigo were significant factors. Conclusions:For most of the patients with unilateral sudden hearing loss, ability of sound localization improves with the decrease of hearing threshold. Notably, some patients can restore normal levels of sound localization for white noise, even in the presence of hearing loss at certain frequencies, by relying on binaural acoustic cues provided by residual hearing.
3.Effects of unilateral conductive hearing loss on sound localization in noisy environments
Jiaqi SHANG ; Wenbin WANG ; Li LI ; Shanshan TIAN ; Rui CHEN ; Zhaomin FAN ; Haibo WANG ; Yu AI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(7):792-799
Objective:To evaluate the sound localization ability of patients with different degrees of unilateral conductive hearing loss (UCHL) in quiet and noisy environments, and to explore the changes and characteristics of sound localization.Methods:This was a cross-sectional study. 41 patients with UCHL were hospitalized in Shandong Provincial ENT Hospital from January to April 2024, including 22 males and 19 females, aged 18-55 years old, with an average age of 36.9 years. According to the pure-tone average (PTA) of 500, 1000 and 2000 Hz in the suffered ear, subjects were divided into slight-mild UCHL group (20 numbers) and moderate-moderately severe UCHL group (21 numbers). 21 patients with normal hearing (NH) were enrolled as controls. All subjects were assessed through pure-tone audiometry, horizontal sound localization test (including azimuth identification test in quiet and noisy environments), Chinese edition short form of Spatial Hearing Questionnaire (C-SHQ12) and twelve-item version of Speech, Spatial, and Qualities of Hearing Scale (SSQ12). SPSS, version 26.0, was used for statistical analysis.Results:There were significant differences in the root-mean-square errors (RMSE) of the sound localization azimuth identification test in quiet and noisy environments among the NH group, slight-mild UCHL group, and moderate-moderately severe UCHL group (Quiet: F=29.109, P<0.001; Noisy: F=24.351, P<0.001). This presented statistically marked difference in the RMSEs between the two listening environments in the slight-mild UCHL group ( t=-4.911, P<0.001). There was a statistical difference in the RMSEs between the normal and affected sides of the subjects in the slight-mild UCHL group in the quiet environment ( t=-2.055, P<0.05), but not in the noisy environment. For moderate-moderately severe UCHL subjects, there were no differences in the RMSEs between the quiet and noisy environments ( P>0.05). What’s more,no significant differences were found between normal side and affected side in both environments ( P>0.05). The RMSEs of UCHL patients in quiet and noisy environments were positively correlated with PTA of air-conduction in the suffered ears (Quiet: r=0.681, P<0.001; Noisy: r=0.346, P<0.05). RMSEs in quiet and noisy environments were negatively correlated with the average localization scores in C-SHQ12 (Quiet: r=-0.576, P<0.001, Noisy: r=-0.613, P<0.001) and in SSQ12 (Quiet: r=-0.634, P<0.001, Noisy: r=-0.663, P<0.001). Conclusions:The sound localization ability of UCHL subjects decreased compared with those with normal hearing, and the RMSE gradually increased with the worse of air conduction hearing threshold. The localization ability of UCHL subjects was further reduced in the noisy environment compared with that in the quiet environment. The slight-mild UCHL subjects had better localization performance in the normal ears while worse in the suffered ears, however, when they were in noisy environment or their hearing loss deteriorated, the localization advantage of the normal ears was no longer obvious, and both sides of the subjects presented poor localization performance.
4.Investigation of the Mechanism of Atractylodes Ⅰ Inhibiting Colorectal Cancer via the AKT/S6K1 Signaling Pathway
Wei TIAN ; Qiuying YAN ; Jingwen LUO ; Qibiao WU ; Weixing SHEN ; Haibo CHENG ; Changliang XU ; Dongdong SUN
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(8):1037-1046
OBJECTIVE To investigate the pharmacological efficacy and mechanism of action of Atractylenolide Ⅰ(Atr-Ⅰ)in inhibiting colorectal cancer.METHODS Among three active compounds of Atractylodes macrocephala,Atr-Ⅰ exhibited the highest anti-tumor potency by MTT assay.The optimal concentration of Atr-Ⅰ was determined.The effect of Atr-Ⅰ on LoVo cell prolifera-tion was assessed via a clonogenic assay,while its impact on apoptosis and cell cycle progression was evaluated using flow cytometry.The influence of Atr-Ⅰ on the migration and invasion of LoVo cell line was examined through wound healing and Transwell migration assays.Western blot analysis was performed to explore the effects and mechanisms of Atr-Ⅰ on proteins associated with mi-gration,proliferation,and epithelial-mesenchymal transition(EMT)in LoVo cells.The CT26 mouse subcutaneous tumor model was established,and histopathological analysis was conducted using hematoxylin-eosin(HE)staining.Western blot was also used to assess the effects of Atr-Ⅰ on EMT-related proteins in mouse tissues to elucidate underlying mechanisms.RESULTS Atr-Ⅰ significantly reduced colorectal cancer cell viability,with statistically significant differences between treatment and control groups(P<0.05,P<0.01).Atr-Ⅰ induced apoptosis in LoVo cells,with the treatment group showing significant differences compared to the control(P<0.05,P<0.01).Cell cycle analysis revealed that Atr-Ⅰ exerted anti-tumor effects by inducing G2/M phase arrest,with increased G2 phase cell numbers in the LoVo treatment group compared to the control(P<0.05).Wound healing and Transwell migration assays confirmed that Atr-Ⅰ significantly inhibited tumor cell migration and invasion(P<0.05,P<0.01).Western blot analysis demonstra-ted that Atr-Ⅰ specifically suppressed the expression of c-Myc and Bcl-2(P<0.05),as well as cell cycle-related proteins CDK1,Cyclin B1,and Cyclin D1(P<0.05),and angiogenesis-related proteins VEGF and MMP9(P<0.05).Additionally,Atr-Ⅰ down-regulated EMT-related protein N-cadherin and upregulated E-cadherin expression(P<0.05).It also reduced the expression of p-AKT and p-S6K1(P<0.05).CONCLUSION Atr-Ⅰ exhibits potent anti-tumor effects against colorectal cancer,potentially through modulation of the AKT/S6K1 signaling pathway.
5.Clinical and pathological characteristics and diagnostic analysis of 6 middle-aged and elderly patients with pulmonary ciliated mucinous nodular papillary adenoma
Haibo TIAN ; Chong ZHANG ; Zhen ZHANG
Chongqing Medicine 2025;54(10):2376-2380,2385
Objective To explore the clinical and pathological characteristics of middle-aged and elderly patients with pulmonary ciliated muconodular papillary adenoma(CMPA).Methods Clinical and pathological data as well as follow-up information of 6 middle-aged and elderly patients with CMPA were collected and or-ganized.Tumor tissue samples were observed,and HE staining and immunohistochemical analysis were per-formed on the slices.Results The age range of onset for 6 patients was 55-74 years old,with a median age of 65 years old,and a male to female ratio of 1∶5.In terms of lesion location,there were 2 cases in the left lung and 4 cases in the right lung.CT scan showed that the tumor presents as ground glass nodules or single round solid nodules,with short spikes visible at the edges of some nodules.All patients underwent wedge resection of lung tissue for treatment.Histologically,tumors consist of a bilayer cell structure consisting of luminal epi-thelial cells(including ciliated cells and mucinous cells)and basal cells,forming an glandular or papillary mor-phology.Mucus deposition could be observed within and around the cavity.Immunohistochemical results showed that all cells expressed thyroid transcription factor-1(TTF-1)positively,focal positive expression of aspartic protease A(Napsin A),and no expression of cytokeratin 20(CK20);Basal cells expressed p63 and CK5/6,with lower expression of Ki-67.Molecular testing did not detect any clear gene mutations.Conclusion CMPA has a biological behavior that is either benign or low-grade malignant,and has a good prognosis.
6.Investigation of the Mechanism of Atractylodes Ⅰ Inhibiting Colorectal Cancer via the AKT/S6K1 Signaling Pathway
Wei TIAN ; Qiuying YAN ; Jingwen LUO ; Qibiao WU ; Weixing SHEN ; Haibo CHENG ; Changliang XU ; Dongdong SUN
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(8):1037-1046
OBJECTIVE To investigate the pharmacological efficacy and mechanism of action of Atractylenolide Ⅰ(Atr-Ⅰ)in inhibiting colorectal cancer.METHODS Among three active compounds of Atractylodes macrocephala,Atr-Ⅰ exhibited the highest anti-tumor potency by MTT assay.The optimal concentration of Atr-Ⅰ was determined.The effect of Atr-Ⅰ on LoVo cell prolifera-tion was assessed via a clonogenic assay,while its impact on apoptosis and cell cycle progression was evaluated using flow cytometry.The influence of Atr-Ⅰ on the migration and invasion of LoVo cell line was examined through wound healing and Transwell migration assays.Western blot analysis was performed to explore the effects and mechanisms of Atr-Ⅰ on proteins associated with mi-gration,proliferation,and epithelial-mesenchymal transition(EMT)in LoVo cells.The CT26 mouse subcutaneous tumor model was established,and histopathological analysis was conducted using hematoxylin-eosin(HE)staining.Western blot was also used to assess the effects of Atr-Ⅰ on EMT-related proteins in mouse tissues to elucidate underlying mechanisms.RESULTS Atr-Ⅰ significantly reduced colorectal cancer cell viability,with statistically significant differences between treatment and control groups(P<0.05,P<0.01).Atr-Ⅰ induced apoptosis in LoVo cells,with the treatment group showing significant differences compared to the control(P<0.05,P<0.01).Cell cycle analysis revealed that Atr-Ⅰ exerted anti-tumor effects by inducing G2/M phase arrest,with increased G2 phase cell numbers in the LoVo treatment group compared to the control(P<0.05).Wound healing and Transwell migration assays confirmed that Atr-Ⅰ significantly inhibited tumor cell migration and invasion(P<0.05,P<0.01).Western blot analysis demonstra-ted that Atr-Ⅰ specifically suppressed the expression of c-Myc and Bcl-2(P<0.05),as well as cell cycle-related proteins CDK1,Cyclin B1,and Cyclin D1(P<0.05),and angiogenesis-related proteins VEGF and MMP9(P<0.05).Additionally,Atr-Ⅰ down-regulated EMT-related protein N-cadherin and upregulated E-cadherin expression(P<0.05).It also reduced the expression of p-AKT and p-S6K1(P<0.05).CONCLUSION Atr-Ⅰ exhibits potent anti-tumor effects against colorectal cancer,potentially through modulation of the AKT/S6K1 signaling pathway.
7.The changes and analysis of the ability of sound localization for patients with unilateral sudden hearing loss during the early period of treatment
Wenbin WANG ; Jiaqi SHANG ; Mingming WANG ; Shanshan TIAN ; Shuo LIANG ; Zhaomin FAN ; Haibo WANG ; Yu AI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(7):769-775
Objective:To assess the sound localization ability of patients with unilateral sudden hearing loss during the early period of treatment, to explore its changing characteristics and to analyze influencing factors.Methods:A total of 22 patients with unilateral sudden sensorineural hearing loss, with onset within 3 days, who were hospitalized at Shandong Provincial ENT Hospital between January and April 2024, were collected in this study. The cohort included 13 males and 9 females, with a mean age of 36.5 years. Among them, 10 suffered in the right ear and 12 in the left ear. Additionally, 15 healthy individuals (8 males and 7 females, mean age 29.2 years) were selected as controls. Pure tone audiometry and sound localization tests were reviewed on the first day, third day, fifth day of admission; the third week after onset, and the pure tone average and the root-mean-square error(RMSE) were used as indicators, respectively. The improvement of the ability of sound localization and pure tone average were assessed by correlation analyses using SPSS, version 27.0, and multiple regression analysis was employed to explore effects that might influence sound localization ability.Results:The pure tone threshold and sound localization ability on the third week of onset were improved compared with those on the initial three instances(the first, third, and fifth days of admission). 9 of the 22 patients (40.91%, 9/22) presented normal sound localization ability whereas their hearing loss had not recurred yet. The Spearman correlation analysis revealed a significant positive correlation between the improvement of sound localization ability and hearing improvement ( r=0.57, P<0.001). Meanwhile, multiple regression analysis showed that hearing threshold was a significant factor for sound localization when there was audible frequency. Vice versa, at this circumstance, ages and vertigo were significant factors. Conclusions:For most of the patients with unilateral sudden hearing loss, ability of sound localization improves with the decrease of hearing threshold. Notably, some patients can restore normal levels of sound localization for white noise, even in the presence of hearing loss at certain frequencies, by relying on binaural acoustic cues provided by residual hearing.
8.Effects of unilateral conductive hearing loss on sound localization in noisy environments
Jiaqi SHANG ; Wenbin WANG ; Li LI ; Shanshan TIAN ; Rui CHEN ; Zhaomin FAN ; Haibo WANG ; Yu AI
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2025;60(7):792-799
Objective:To evaluate the sound localization ability of patients with different degrees of unilateral conductive hearing loss (UCHL) in quiet and noisy environments, and to explore the changes and characteristics of sound localization.Methods:This was a cross-sectional study. 41 patients with UCHL were hospitalized in Shandong Provincial ENT Hospital from January to April 2024, including 22 males and 19 females, aged 18-55 years old, with an average age of 36.9 years. According to the pure-tone average (PTA) of 500, 1000 and 2000 Hz in the suffered ear, subjects were divided into slight-mild UCHL group (20 numbers) and moderate-moderately severe UCHL group (21 numbers). 21 patients with normal hearing (NH) were enrolled as controls. All subjects were assessed through pure-tone audiometry, horizontal sound localization test (including azimuth identification test in quiet and noisy environments), Chinese edition short form of Spatial Hearing Questionnaire (C-SHQ12) and twelve-item version of Speech, Spatial, and Qualities of Hearing Scale (SSQ12). SPSS, version 26.0, was used for statistical analysis.Results:There were significant differences in the root-mean-square errors (RMSE) of the sound localization azimuth identification test in quiet and noisy environments among the NH group, slight-mild UCHL group, and moderate-moderately severe UCHL group (Quiet: F=29.109, P<0.001; Noisy: F=24.351, P<0.001). This presented statistically marked difference in the RMSEs between the two listening environments in the slight-mild UCHL group ( t=-4.911, P<0.001). There was a statistical difference in the RMSEs between the normal and affected sides of the subjects in the slight-mild UCHL group in the quiet environment ( t=-2.055, P<0.05), but not in the noisy environment. For moderate-moderately severe UCHL subjects, there were no differences in the RMSEs between the quiet and noisy environments ( P>0.05). What’s more,no significant differences were found between normal side and affected side in both environments ( P>0.05). The RMSEs of UCHL patients in quiet and noisy environments were positively correlated with PTA of air-conduction in the suffered ears (Quiet: r=0.681, P<0.001; Noisy: r=0.346, P<0.05). RMSEs in quiet and noisy environments were negatively correlated with the average localization scores in C-SHQ12 (Quiet: r=-0.576, P<0.001, Noisy: r=-0.613, P<0.001) and in SSQ12 (Quiet: r=-0.634, P<0.001, Noisy: r=-0.663, P<0.001). Conclusions:The sound localization ability of UCHL subjects decreased compared with those with normal hearing, and the RMSE gradually increased with the worse of air conduction hearing threshold. The localization ability of UCHL subjects was further reduced in the noisy environment compared with that in the quiet environment. The slight-mild UCHL subjects had better localization performance in the normal ears while worse in the suffered ears, however, when they were in noisy environment or their hearing loss deteriorated, the localization advantage of the normal ears was no longer obvious, and both sides of the subjects presented poor localization performance.
9.Analysis of clinical features and genetic variants in a child with Cowden syndrome 1
Lulu YAN ; Liyun TIAN ; Yuxin ZHANG ; Yingwen LIU ; Juan CAO ; Dongmei LI ; Jinghui ZOU ; Haibo LI
Chinese Journal of Medical Genetics 2024;41(2):230-233
Objective:To explore the genetic etiology of a child with Cowden syndrome 1 (CS1).Methods:A child who had visited the Ningbo Women and Children's Hospital on August 26, 2022 was selected as the study subject. Clinical information of the child was collected. Genomic DNA was extracted from peripheral blood samples of the child and his family members and subjected to whole exome sequencing (WES). Candidate variant was verified by Sanger sequencing.Results:The child, a 13-year-old boy, had manifested with severe mental retardation, hyperactivity, autistic behavior, sparse and prominent teeth, macrocephaly, and skin freckles on the penis. His mother had presented with multiple papules, hamartomatous polyps, thyroid adenoma and macrocephaly. WES results revealed that the child has harbored a nonsense c. 781C>T (p.Q261*) variant of the PTEN gene, which was inherited from his mother. Based on the guidelines from the American College of Medical Genetics and Genomics, the c.781C>T variant was classified as likely pathogenic (PVS1+ PM2_Supporting). Conclusion:The c. 781C>T variant of the PTEN gene probably underlay the pathogenesis in the child and his mother. Above finding has facilitated genetic counseling for this family.
10.Clinical features and genetic analysis of four children with Phelan-McDermid syndrome
Lulu YAN ; Yuxin ZHANG ; Liyun TIAN ; Yingwen LIU ; Yan HE ; Chunxiao HAN ; Danyan ZHUANG ; Haibo LI
Chinese Journal of Medical Genetics 2024;41(9):1059-1065
Objective:To explore the clinical characteristics and genetic etiology of four children with Phelan-McDermid syndrome (PMS).Methods:Four children who had visited the Affiliated Women and Children′s Hospital of Ningbo University between June 2, 2022 and May 8, 2023 were selected as the study subjects. Clinical data of the children were collected. Genomic DNA was extracted from peripheral blood samples of the children and their parents and subjected to whole exome sequencing (WES). Candidate variants were verified by Sanger sequencing and quantitative PCR (q-PCR) analysis. This study was approved by the Medical Ethics Committee of the Affiliated Women and Children′s Hospital of Ningbo University (Ethics No. EC2020-048).Results:All children had presented with speech and language delays and intellectual disability. Children 3 and 4 also presented with autistic behaviors. WES showed that the children 1 and 2 had respectively carried a heterozygous c.731T>C (p.Leu244Pro) and a c.2782_2851del (p.Gly928ArgfsTer4) variant of the SHANK3 gene. Sanger sequencing confirmed that their parents did not carry the same variant, suggesting that they were de novo in origin. Children 3 and 4 had respectively harbored a 121 kb and 52.02 kb heterozygous deletion at chromosome 22q13.33, which had both encompassed the SHANK3 and ACR genes mapped to 22q13.33. q-PCR results showed that the deletion of SHANK3 and ACR genes were de novo in origin. Based on the guidelines from the American College of Medical Genetics and Genomics, the c. 731T>C and c. 2782_2851del variants were predicted to be likely pathogenic (PS2+ PM2_Supporting+ PP3) and pathogenic (PVS1+ PM2_Supporting+ PS2_Supporting), respectively. Furthermore, the 52.02 kb and 121 kb heterozygous deletions in 22q13.33 were both predicted to be pathogenic (2D+ 4C, 1.05 in score; 2D+ 4C, 1 in score). Conclusion:The four children were all diagnosed with PMS by genetic testing. Above finding has enriched the phenotypic and mutational spectrum of PMS, and provided a basis for clinical diagnosis and genetic counseling for their families.

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