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.Application of Anti-tumor Compatibility Structure of Chinese Medicine
Lanpin CHEN ; Feng TAN ; Xiaoman WEI ; Junyi WANG ; Liu LI ; Mianhua WU ; Haibo CHENG ; Dongdong SUN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(8):198-208
Malignant tumors are one of the major diseases that endanger human life and health. Chinese medicine has unique advantages in clinical anti-tumor treatment. However, how to translate the anti-tumor effects of Chinese medicine into clinical practice is the core issue that must be addressed in the process of treating malignant tumors with traditional Chinese medicine (TCM). Unlike modern chemical drugs, the compatibility application of Chinese medicine is the key factor that determines whether Chinese medicine can achieve optimal anti-tumor efficacy and realize the goal of "enhancing efficacy and reducing toxicity". The formulation structure based on this compatibility is the basic form for the safe, efficient, and rational clinical use of anti-tumor Chinese medicine, and it mainly includes three categories: herb pairs, tri-herbal combinations, and compound compatibility. Although herb pairs have the characteristics of a simple structure and strong targeting (enhancing efficacy and reducing toxicity), they often have a single effect and cannot fully address the complex pathogenesis of tumors. As a result, herb pairs are rarely used alone in practice. Compared to herb pairs, tri-herbal combinations broaden the application scope of herbs in clinical treatment, but their therapeutic range remains limited. The traditional "sovereign, minister, assistant, and guide" compound prescription, which includes herb pairs and tri-herbal combinations, improves the efficacy of herbs in treating serious diseases, hypochondriasis, chronic diseases, and miscellaneous disorders. However, due to the limitations of its historical background, it has not been integrated with modern clinical practice and modern pharmacological research, which restricts the development of compound compatibility theory. With the emergence of modern medical technology, it has been combined with traditional compatibility theory of Chinese medicine to create an innovative modern compatibility theory. This includes the "aid medicine" theory derived from modern Chinese medicine pharmacology, which compensates for the inability of the "sovereign, minister, assistant, and guide" theory to accurately apply medicine. Additionally, the "state-targeted treatment based on syndrome differentiation" theory, developed from pharmacology and modern medicine, addresses the deficiency in disease cognition in the "sovereign, minister, assistant, and guide" theory. Under the guidance of these compatibility forms and theories, clinical anti-tumor Chinese medicine can exert its maximum anti-tumor efficacy, which is of great significance for the application of Chinese medicine in clinical tumor treatment.
3.Repurposing drugs for the human dopamine transporter through WHALES descriptors-based virtual screening and bioactivity evaluation.
Ding LUO ; Zhou SHA ; Junli MAO ; Jialing LIU ; Yue ZHOU ; Haibo WU ; Weiwei XUE
Journal of Pharmaceutical Analysis 2025;15(8):101368-101368
Computational approaches, encompassing both physics-based and machine learning (ML) methodologies, have gained substantial traction in drug repurposing efforts targeting specific therapeutic entities. The human dopamine (DA) transporter (hDAT) is the primary therapeutic target of numerous psychiatric medications. However, traditional hDAT-targeting drugs, which interact with the primary binding site, encounter significant limitations, including addictive potential and stimulant effects. In this study, we propose an integrated workflow combining virtual screening based on weighted holistic atom localization and entity shape (WHALES) descriptors with in vitro experimental validation to repurpose novel hDAT-targeting drugs. Initially, WHALES descriptors facilitated a similarity search, employing four benztropine-like atypical inhibitors known to bind hDAT's allosteric site as templates. Consequently, from a compound library of 4,921 marketed and clinically tested drugs, we identified 27 candidate atypical inhibitors. Subsequently, ADMETlab was employed to predict the pharmacokinetic and toxicological properties of these candidates, while induced-fit docking (IFD) was performed to estimate their binding affinities. Six compounds were selected for in vitro assessments of neurotransmitter reuptake inhibitory activities. Among these, three exhibited significant inhibitory potency, with half maximal inhibitory concentration (IC50) values of 0.753 μM, 0.542 μM, and 1.210 μM, respectively. Finally, molecular dynamics (MD) simulations and end-point binding free energy analyses were conducted to elucidate and confirm the inhibitory mechanisms of the repurposed drugs against hDAT in its inward-open conformation. In conclusion, our study not only identifies promising active compounds as potential atypical inhibitors for novel therapeutic drug development targeting hDAT but also validates the effectiveness of our integrated computational and experimental workflow for drug repurposing.
4."Two-point and two-line method" in design of free perforator flap of medial sural artery: clinical application and clinical significance
Yan ZHANG ; Yucheng LIU ; Yang CAO ; Haibo WU ; Yongtao HUANG ; Chengpeng YANG ; Fengwen SUN ; Qinfeng GAO ; Jihui JU ; Guangzhe JIN
Chinese Journal of Microsurgery 2025;48(1):55-59
Objective:To study the feasibility of design and harvest of free medial sural artery perforator flap with the "two-point and two-line method".Methods:From September 2022 to June 2023, Suzhou Ruihua Orthopaedic Hospital implemented the "two-point and two-line method" to guide preoperative perforator positioning and flap design. Thirty medial sural artery perforator flaps were successfully harvested with the method, and 21 wounds of hand and 9 of foot and ankle were reconstructed with the flaps. The size of soft tissue defects were 2.5 cm×2.5 cm-7.0 cm×14.5 cm, and the flaps size were 3.0 cm×3.0 cm-7.5 cm×15.0 cm. All donor sites were directly closed or by skin grafting. All patients were entered in 6-15 months of postoperative outpatient follow-up, and the recovery of donor and recipient sites was assessed by the comprehensive evaluation scales. The sensory function of the flaps was evaluated using the sensory function evaluation standard of British Medical Research Council (BMRC).Results:All perforators were successfully located with 47 perforators in total, and all of them were musculocutaneous perforator. It was found that there was 1 perforator in 14 flaps, 2 perforators in 15 flaps and 3 perforators in 1 flap. All 30 flaps survived after surgery, beside 2 flaps that had arterial insufficiency but survived successfully after surgical exploration. All donor sites healed in one stage. Comprehensive evaluation scale of flap was employed to evaluate the flaps and the scores were 84 points to 96 points with an average score of 92.5 points. The excellent and good grades were achieved in 27 flaps and 3 flaps, respectively, with a combined excellent and good rate at 100%. Sensation of the flaps was evaluated by BMRC with 1 flap of S 1, 17 of S 2 and 12 of S 3. Conclusion:The "two-point and two-line method" has been used in design of the perforator flap of medial sural artery. This method is simple and accurate, and is feasible and ideal in design of flaps before surgery.
5.Significance of precise classification of sacral meningeal cysts by multiple dimensions radiographic reconstruction MRI in guiding operative strategy and rehabilitation.
Jianjun SUN ; Qianquan MA ; Xiaoliang YIN ; Chenlong YANG ; Jia ZHANG ; Suhua CHEN ; Chao WU ; Jingcheng XIE ; Yunfeng HAN ; Guozhong LIN ; Yu SI ; Jun YANG ; Haibo WU ; Qiang ZHAO
Journal of Peking University(Health Sciences) 2025;57(2):303-308
OBJECTIVE:
To precise classify sacral meningeal cysts, effective guide minimally invasive neurosurgery and postoperative personalized rehabilitation by multiple dimensions radiographic reconstruction MRI.
METHODS:
From March to December 2021, based on the original 3D-fast imaging employing steadystate acquisition (FIESTA) scanning sequence, 92 patients with sacral meningeal cysts were pre-operatively evaluated by multiple dimensional reconstruction MRI. The shape of nerve root and the leakage of cyst were reconstructed according to the direction of nerve root or leakage track showed on original MRI scans. Sacral canal cysts were accurately classified as including nerve root and without nerve root, so as to accurately design the incision of skin and formulate corresponding open range of the posterior wall of the sacral canal. Under the microscope intraoperation, the shape of the nerve roots inside cysts or leakage track of the cysts without nerve roots were verified and explored. After the reinforcement and shaping operation, several reexaminations of multiple dimensional reconstruction MRI were performed to understand the deformation of the nerve root and hydrops in the operation cavity, so as to formulate a persona-lized rehabilitation plan for the patients.
RESULTS:
Among the 92 patients with sacral mengingeal cyst, 58 (63.0%) cysts with nerve root cyst, 29 (31.5%) cysts without nerve root cyst, and 5 (5.4%) cysts with mixed sacral canal cyst. In 58 patients with nerve root cysts, the accuracy of preoperative clinical classification on MRI image reached 96.6% (56/58) through confirmation by operating microscope. Only 2 cases of large single cyst with nerve root on the head of cyst were mistaken for without nerve root type. In 29 patients with sacral cyst without nerve root, the accuracy of preoperative image reached 100% through confirmation by operating microscope. The accuracy of judging the internal nerve root and leakage of 12 cases with recurrent sacral cyst was also 100%. Two cases of delayed postoperative hydrops were found one month after operation. After rehabilitation treatment by moxibustion and bathing, the hydrops disappeared 4-6 months after operation.
CONCLUSION
Multiple dimensional reconstruction MRI can precisely make clinical classification of sacral meningeal cysts before operation, guide minimally invasive neurosurgery effectively, and improve the rehabilitation effect.
Humans
;
Magnetic Resonance Imaging/methods*
;
Male
;
Female
;
Sacrum/surgery*
;
Adult
;
Middle Aged
;
Imaging, Three-Dimensional/methods*
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Cysts/rehabilitation*
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Aged
;
Adolescent
;
Young Adult
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Spinal Nerve Roots/diagnostic imaging*
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Minimally Invasive Surgical Procedures
;
Neurosurgical Procedures/methods*
6.Evidence that metformin promotes fibrosis resolution via activating alveolar epithelial stem cells and FGFR2b signaling.
Yuqing LV ; Yanxia ZHANG ; Xueli GUO ; Baiqi HE ; Haibo XU ; Ming XU ; Lihui ZOU ; Handeng LYU ; Jin WU ; Pingping ZENG ; Saverio BELLUSCI ; Xuru JIN ; Chengshui CHEN ; Young-Chang CHO ; Xiaokun LI ; Jin-San ZHANG
Acta Pharmaceutica Sinica B 2025;15(9):4711-4729
Idiopathic pulmonary fibrosis (IPF) is a progressive disease lacking effective therapy. Metformin, an antidiabetic medication, has shown promising therapeutic properties in preclinical fibrosis models; however, its precise cellular targets and associated mechanisms in fibrosis resolution remain incompletely defined. Most research on metformin's effects has focused on mesenchymal and inflammatory responses with limited attention to epithelial cells. In this study, we utilized Sftpc lineage-traced and Fgfr2b conditional knockout mice, along with BMP2/PPARγ and AMPK inhibitors, to explore metformin's impact on alveolar epithelial cells in a bleomycin-induced pulmonary fibrosis model and cell culture. We found that metformin increased the proliferation and differentiation of alveolar type 2 (AT2) cells, particularly the recently identified injury-activated alveolar progenitors (IAAPs)-a subpopulation characterized by low SFTPC expression but enriched for PD-L1. Single-cell RNA sequencing revealed a reduction in apoptosis among mature AT2 cells. Interestingly, metformin's therapeutic effects were not significantly affected by BMP2 or PPARγ inhibition, which blocked the lipogenic differentiation of myofibroblasts. However, Fgfr2b deletion in Sftpc lineage cells significantly impaired metformin's ability to promote fibrosis resolution, a process linked to AMPK signaling. In conclusion, metformin alleviates fibrosis by directly activating AT2 cells, especially the IAAPs, through a mechanism that involves AMPK and FGFR2b signaling, but is largely independent of BMP2/PPARγ pathways.
7.Construction and evaluation of clinical department evaluation system based on DRG
Yue WU ; Xipingcuo ZHA ; Chaohua LIU ; Haibo TANG ; Weixian YANG
Modern Hospital 2025;25(7):1042-1044,1048
Objective To develop a differentiated performance evaluation system for surgical and non-surgical clinical departments based on Diagnosis-Related Groups(DRG),promoting refined hospital management.Methods Data from 13 clini-cal departments in a tertiary hospital in Tibet Autonomous Region(2022-2024)were analyzed and evaluated using the entropy weight method combined with the TOPSIS method and quadrant analysis.Results A dual-track evaluation system was estab-lished,comprising 10 indicators for surgical departments and 9 for non-surgical departments.Weight analysis revealed that the proportion of Grade Ⅳ surgeries(weight 0.20)and total DRG weight(0.13)were core competitiveness indicators for surgical departments,while the proportion of patients with RW≥2.0(0.29)and Case Mix Index(CMI)(0.15)were key drivers for non-surgical departments.TOPSIS evaluation showed that orthopedics and general surgery ranked highest among surgical depart-ments,whereas pediatric ward Ⅱ and internal medicine ward Ⅰ led among non-surgical departments.Evaluation results were con-sistent over the three-year period and aligned with quadrant analysis.Conclusion The classification-based evaluation system for clinical departments facilitates refined hospital management.It is recommended for application in performance appraisal and other management initiatives to further enhance high-quality hospital development.
8.Repurposing drugs for the human dopamine transporter through WHALES descriptors-based virtual screening and bioactivity evaluation
Ding LUO ; Zhou SHA ; Junli MAO ; Jialing LIU ; Yue ZHOU ; Haibo WU ; Weiwei XUE
Journal of Pharmaceutical Analysis 2025;15(8):1916-1925
Computational approaches,encompassing both physics-based and machine learning(ML)methodolo-gies,have gained substantial traction in drug repurposing efforts targeting specific therapeutic entities.The human dopamine(DA)transporter(hDAT)is the primary therapeutic target of numerous psychi-atric medications.However,traditional hDAT-targeting drugs,which interact with the primary binding site,encounter significant limitations,including addictive potential and stimulant effects.In this study,we propose an integrated workflow combining virtual screening based on weighted holistic atom localization and entity shape(WHALES)descriptors with in vitro experimental validation to repurpose novel hDAT-targeting drugs.Initially,WHALES descriptors facilitated a similarity search,employing four benztropine-like atypical inhibitors known to bind hDAT's allosteric site as templates.Consequently,from a compound library of 4,921 marketed and clinically tested drugs,we identified 27 candidate atypical inhibitors.Subsequently,ADMETlab was employed to predict the pharmacokinetic and toxi-cological properties of these candidates,while induced-fit docking(IFD)was performed to estimate their binding affinities.Six compounds were selected for in vitro assessments of neurotransmitter re-uptake inhibitory activities.Among these,three exhibited significant inhibitory potency,with half maximal inhibitory concentration(IC50)values of 0.753 μM,0.542 μM,and 1.210 μM,respectively.Finally,molecular dynamics(MD)simulations and end-point binding free energy analyses were con-ducted to elucidate and confirm the inhibitory mechanisms of the repurposed drugs against hDAT in its inward-open conformation.In conclusion,our study not only identifies promising active compounds as potential atypical inhibitors for novel therapeutic drug development targeting hDAT but also validates the effectiveness of our integrated computational and experimental workflow for drug repurposing.
9.Report and literature review of a familial case of autoinflammatory disease associated with RELA gene variant.
Yunyan LI ; Yuxin ZHANG ; Shiling ZHONG ; Yuanling CHEN ; Ling WU ; Haibo LI
Chinese Journal of Medical Genetics 2025;42(3):336-342
OBJECTIVE:
To explore the clinical phenotype and genetic characteristics of a pediatric child with RELA-associated autoinflammatory disease (RAID) caused by a RELA gene variant, and to review the reported cases in the literature.
METHODS:
A pediatric child with RAID who presented with recurrent fever, vomiting, and oral ulcers for over 5 years was selected as the study subject. The child visited the Women and Children's Hospital of Ningbo University in August 2023. Clinical data were collected, and peripheral blood samples were obtained from the child and his family members for whole-exome sequencing (WES) and Sanger sequencing to identify and validate candidate variants. The pathogenicity of the variants was analyzed accordingly. Using the keywords "RELA" "NF-κB" "autoinflammatory disease" "tofacitinib" "sulfasalazine" a literature search was conducted in the China National Knowledge Infrastructure, Wanfang Data Knowledge Service Platform, and PubMed from January 1, 2000 to December 13, 2023. This study was approved by the Medical Ethics Committee of the Women and Children's Hospital of Ningbo University (Ethics No. EC2020-048).
RESULTS:
The child primarily manifested with recurrent fever, vomiting, and oral ulcers. WES identified a heterozygous nonsense variant c.985C>T (p.Arg329Ter) in the RELA gene, which was inherited from the mother. According to the American College of Medical Genetics and Genomics (ACMG) Standards and Guidelines for the Interpretation of Sequence Variants and the Clinical Genome Resource (ClinGen) recommendations for PVS1, this variant was classified as pathogenic (PVS1+PM2_Supporting+PP4). Despite treatment with adalimumab and tocilizumab, the child's symptoms persisted. Switching to tofacitinib improved oral ulcers, but fever and vomiting continued. The addition of thalidomide significantly alleviated fever and vomiting, and the patient's growth and development remained normal. A literature review identified 14 unrelated RAID families, including a total of 35 cases (including the present child). The main clinical features were recurrent oral ulcers, genital ulcers, skin problems, fever, diarrhea, abdominal pain, and vomiting.
CONCLUSION
The nonsense variant c.985C>T (p.Arg329Ter) in the RELA gene is likely the genetic cause of the child's recurrent fever, vomiting, and oral ulcers. WES is valuable for timely diagnosis of RAID and provides a basis for clinical treatment strategies.
Humans
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Male
;
Transcription Factor RelA/genetics*
;
Female
;
Hereditary Autoinflammatory Diseases/genetics*
;
Child
;
Pedigree
;
Exome Sequencing
10.Application of long-read sequencing based haplotype construction in preimplantation genetic testing for a patient with Incontinentia pigmenti.
Wenjie MA ; Min XIE ; Kai KANG ; Mengnan GU ; Lulu YAN ; Shanshan WU ; Haibo LI ; Jiangyang XUE
Chinese Journal of Medical Genetics 2025;42(5):518-524
OBJECTIVE:
To provide preimplantation genetic testing (PGT) for a patient with Incontinentia pigmenti (IP) due to IKBKG gene variant but without family samples through construction of single nucleotide polymorphism (SNP)-based haplotype by Long-read sequencing (LRS) technology.
METHODS:
A female IP patient with a heterozygous IKBKG c.1167dup variant but without family genetic data who sought genetic counseling at Women and Children' Hospital of Ningbo University in November 2021 was selected as the study subject. The IKBKG gene has a highly homologous pseudogene IKBKGP1. Genomic DNA was extracted from peripheral blood samples from the couple, and LRS was used to obtain informative SNP loci flanking the variant locus, enabling the construction of SNP haplotype with a long segment spanning from the non-homologous region of IKBKG to the variant site. Trophoblast cells were biopsied from blastocysts fertilized through intracytoplasmic sperm injection, and next-generation sequencing (NGS) was used to determine the SNP information of the embryos. Linkage analysis with the parental SNP haplotypes was conducted to detect the carrier status of the embryos and exclude chromosomal aneuploidies. Sanger sequencing was carried out to validate the result. A euploid embryo without the pathogenic variant was selected for transfer. Prenatal diagnosis was carried out by amniocentesis at mid-trimester to verify the result of PGT tests, and follow-up was conducted after the baby was born. This study has been approved by the Ethics Committee of Women and Children's Hospital of Ningbo University (Ethics No. EC2023-094).
RESULTS:
A total of seven blastocysts were tested, and PGT results indicated that two embryos were euploid and did not carry the pathogenic variant. One euploid embryo was transferred, which resulted in a singleton pregnancy. Amniocentesis at 24 weeks of gestation confirmed that the status of fetal IKBKG gene, and its chromosomal status was consistent with the PGT results. A healthy male infant was born at 38+6 weeks of gestation.
CONCLUSION
For IP patients with de novo mutation or without family genetic samples, PGT with LRS can directly construct the SNP-based haplotype while avoiding interference from pseudogenes, providing an effective strategy for PGT.
Female
;
Humans
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Male
;
Pregnancy
;
Genetic Testing/methods*
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Haplotypes/genetics*
;
High-Throughput Nucleotide Sequencing/methods*
;
I-kappa B Kinase/genetics*
;
Incontinentia Pigmenti/diagnosis*
;
Polymorphism, Single Nucleotide/genetics*
;
Preimplantation Diagnosis/methods*
;
Infant, Newborn

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