1.The Applications and Challenges of Generative Artificial Intelligence in Theoretical and Case Analysis Assessment for Resident Physician Education
Yuankai ZHOU ; Jun SUN ; Shengjun LIU ; Yingying YANG ; Siyi YUAN ; Huaiwu HE ; Yun LONG
Medical Journal of Peking Union Medical College Hospital 2025;16(5):1352-1356
Generative artificial intelligence (GAI) represents a prominent research focus in medicine, with medical education being a key application area. GAI demonstrates potential to enhance residency training efficacy through personalized instruction, automated assessment item generation, question bank updating, and intelligent scoring systems. However, current limitations exist regarding output accuracy and content consistency. To address these constraints, strategic measures are required: continuous GAI model refinement, development of standardized usage guidelines, enhanced data quality control, and implementation of human verification protocols for generated content. Concurrently, residents should proactively acquire GAI utilization skills to strengthen the practical application of theoretical knowledge. With these advancements, GAI is anticipated to evolve into a valuable asset for improving the efficiency and quality of residency training programs.
2.Artificial intelligence and anti-cancer drugs' response.
Xinrui LONG ; Kai SUN ; Sicen LAI ; Yuancheng LIU ; Juan SU ; Wangqing CHEN ; Ruhan LIU ; Xiaoyu HE ; Shuang ZHAO ; Kai HUANG
Acta Pharmaceutica Sinica B 2025;15(7):3355-3371
Drug resistance is one of the key factors affecting the effectiveness of cancer treatment methods, including chemotherapy, radiotherapy, and immunotherapy. Its occurrence is related to factors such as mRNA expression and methylation within cancer cells. If drug resistance in patients can be accurately identified early, doctors can devise more effective treatment plans, which is of great significance for improving patients' survival rates and quality of life. Cancer drug resistance prediction based on artificial intelligence (AI) technology has emerged as a current research hotspot, demonstrating promising application prospects in guiding clinical individualized and precise medication for cancer patients. This review aims to comprehensively summarize the research progress in utilizing AI algorithms to analyze multi-omics data including genomics, transcriptomics, epigenomics, proteomics, metabolomics, radiomics, and histopathology, for predicting cancer drug resistance. It provides a detailed exposition of the processes involved in data processing and model construction, examines the current challenges faced in this field and future development directions, with the aim of better advancing the progress of precision medicine.
3.Expert consensus on the clinical strategies for orthodontic treatment with clear aligners.
Yan WANG ; Hu LONG ; Zhihe ZHAO ; Ding BAI ; Xianglong HAN ; Jun WANG ; Bing FANG ; Zuolin JIN ; Hong HE ; Yuxin BAI ; Weiran LI ; Min HU ; Yanheng ZHOU ; Hong AI ; Yuehua LIU ; Yang CAO ; Jun LIN ; Huang LI ; Jie GUO ; Wenli LAI
International Journal of Oral Science 2025;17(1):19-19
Clear aligner treatment is a novel technique in current orthodontic practice. Distinct from traditional fixed orthodontic appliances, clear aligners have different material features and biomechanical characteristics and treatment efficiencies, presenting new clinical challenges. Therefore, a comprehensive and systematic description of the key clinical aspects of clear aligner treatment is essential to enhance treatment efficacy and facilitate the advancement and wide adoption of this new technique. This expert consensus discusses case selection and grading of treatment difficulty, principle of clear aligner therapy, clinical procedures and potential complications, which are crucial to the clinical success of clear aligner treatment.
Humans
;
Consensus
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Orthodontic Appliance Design
;
Orthodontic Appliances, Removable
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Tooth Movement Techniques/methods*
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Malocclusion/therapy*
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Orthodontics, Corrective/instrumentation*
4.Health economic evaluation of minimally invasive surgery in treatment of digestive tract cancers: a Meta-analysis
Xiaoyue YIN ; Ning ZHOU ; Xueli YANG ; Zhuoyu SUN ; Yinghui BAO ; Shengshu WANG ; Ke HAN ; Jing LONG ; Min ZHAO ; Haowei LI ; Rongrong LI ; Shimin CHEN ; Junhan YANG ; Huaihao LI ; Yueting SHI ; Guoning ZHU ; Jianhua WANG ; Shanshan YANG ; Boyan LI ; Wenchang WANG ; Shengyan DU ; Yao HE ; Enqiang LING-HU ; Huikai LI ; Miao LIU ; Juan XIE
Chinese Journal of Epidemiology 2025;46(1):154-165
Objective:To compare minimally invasive surgery with traditional open surgery, analyze the current application status of health economic evaluations in the treatment of digestive tract cancers, such as esophageal cancer, gastric cancer, and colorectal cancer by minimally invasive surgery and provide evidence for the rational selection of clinical treatment, alleviation of disease-related economic burdens, and rational allocation of healthcare resources.Methods:By using five databases, i.e. China National Knowledge Infrastructure, Wanfang data, Chinese Biomedical Literature Database, PubMed, and Embase, a database was established to retrieve all the papers about health economic studies of minimally invasive surgery for esophageal cancer, gastric cancer, and colorectal cancer published until December 31, 2023. Literature was analyzed by using software NoteExpress 3.8, and data were processed using Excel 2021. The quality of included papers was evaluated using the CHEERS 2022 checklist, and Meta-analysis was conducted by using software Stata 17.0.Results:A total of 10 919 relevant papers were retrieved, and 59 studies were included. Only 14 studies (23.7%) used standard health economic evaluation methods. Meta-analysis results revealed no significant differences in direct medical expenditure and total expenditure between minimally invasive surgery and open surgery. However, the expenditure for minimally invasive surgery exhibited a significant increase [mean difference ( MD)=5 973.12 yuan, P<0.001], while hospital stay and indirect expenditure significantly decreased ( MD: -4.85 days and -733.79 yuan, P<0.001). In China, for gastric cancer, the direct medical expenditure of endoscopic surgery was lower than that of open surgery ( MD=-33 000.00 yuan) with no significant difference ( P<0.001). In colorectal cancer cases, the direct medical and surgical expenditures for laparoscopic surgery were higher than those for open surgery ( MD: 4 277.94 yuan and 4 267.80 yuan, P<0.001), while the indirect and total medical expenditures decreased ( MD: -768.34 yuan and -159.10 yuan). Hospital stays in patients who had minimally invasive surgery for all three types of cancer were shorter than those who had open surgery ( P<0.001). Conclusions:In the treatment of gastrointestinal cancer, compared with open surgery, minimally invasive surgery shows higher expenditure, but has advantages, such as shorter hospital stay and lower indirect expenditure, and there were no significant differences in direct medical and total expenditures between the two approaches. When conducting health economic evaluation, factors such as postoperative complications, hospital stay, and patient's economic status should be considered for their impact on total medical expenditure. It is necessary to pay attention to the application of health economic evaluations in healthcare decision-making.
5.Construction and identification of a sizeable naive human Fab phage display antibody library
Yakun ZHAO ; Xiaoyue WEI ; Fanliang MENG ; Wentao LIU ; Jiaming FAN ; Lijin LONG ; Wanting WANG ; Jianling CHEN ; Jianzhong ZHANG ; Lihua HE ; Liyong LIU ; Rui ZHAO ; Di SUN ; Xuezhen YUAN ; Xiaomei YAN
Chinese Journal of Epidemiology 2025;46(2):288-295
Objective:To construct a sizeable naive human Fab phage display antibody library to screen high-affinity specific antibodies in vitro. Methods:Total RNA was extracted from peripheral blood mononuclear cells (PBMCs) of 126 healthy individuals, subsequently reverse-transcribed into cDNA, and used as a template. PCR amplification was performed to obtain the V H from IgG, IgM and light chain κ, λ, separately, with the initial PCR products serving as templates for a second round of PCR. Overlap extension PCR was employed to generate fragments of the κ and λ light chains. These fragments were ligated with the phage vector pNC3, which harbors the variable region 1 of the heavy chain, to construct a recombinant phage plasmid. This plasmid was then electroporated into competent Escherichia Coli TG1 cells to establish a naive human Fab phage display antibody library. One hundred clones were randomly selected for identification and sequencing, and antibody gene polymorphisms were analyzed using the IMGT database and MAFFT software. Recombinant α-hemolysin from Staphylococcus aureus was utilized to screen Fab antibody fragments through biopanning of the antibody library, followed by random selection of phage ELISA-identified clones. The positive clones (antigen A450∶blank control A450≥2.1) were sequenced. Results:Two large naive Fab phage display antibody libraries were successfully constructed, in which the capacity of κ and λ chain antibody libraries were 1.25×10 11 and 1.54×10 11, respectively. The titers for two antibody libraries were 6.04×10 13 CFU/ml and 3.50×10 13 CFU/ml. The positive transformation insertion rates for κ and λ chain antibody libraries were 96% (96/100) and 100% (100/100), respectively. Sequence analysis revealed that all antibody sequences were unique. The amino acid sequences in the skeletal region were relatively conserved. In contrast, significant variations in the length of the complementarity determining region (CDR) were found, and the diversity of amino acid sequence of the complementary determining region was high, especially the CDR3. Analysis using the IMGT database indicated that the sequences exhibited a broad distribution across variable-diversity-joining gene families. After six rounds of panning, specific phage antibodies enrichment targeting α-hemolysin were achieved. A total of 142 monoclonal antibodies were sequenced, yielding 8 distinct Fab antibody sequences. Conclusion:This study successfully constructed two naive human Fab phage display antibody libraries with large capacity and good diversity, which can be used for screening human antibodies for serum epidemiology.
6.Guideline for Adult Weight Management in China
Weiqing WANG ; Qin WAN ; Jianhua MA ; Guang WANG ; Yufan WANG ; Guixia WANG ; Yongquan SHI ; Tingjun YE ; Xiaoguang SHI ; Jian KUANG ; Bo FENG ; Xiuyan FENG ; Guang NING ; Yiming MU ; Hongyu KUANG ; Xiaoping XING ; Chunli PIAO ; Xingbo CHENG ; Zhifeng CHENG ; Yufang BI ; Yan BI ; Wenshan LYU ; Dalong ZHU ; Cuiyan ZHU ; Wei ZHU ; Fei HUA ; Fei XIANG ; Shuang YAN ; Zilin SUN ; Yadong SUN ; Liqin SUN ; Luying SUN ; Li YAN ; Yanbing LI ; Hong LI ; Shu LI ; Ling LI ; Yiming LI ; Chenzhong LI ; Hua YANG ; Jinkui YANG ; Ling YANG ; Ying YANG ; Tao YANG ; Xiao YANG ; Xinhua XIAO ; Dan WU ; Jinsong KUANG ; Lanjie HE ; Wei GU ; Jie SHEN ; Yongfeng SONG ; Qiao ZHANG ; Hong ZHANG ; Yuwei ZHANG ; Junqing ZHANG ; Xianfeng ZHANG ; Miao ZHANG ; Yifei ZHANG ; Yingli LU ; Hong CHEN ; Li CHEN ; Bing CHEN ; Shihong CHEN ; Guiyan CHEN ; Haibing CHEN ; Lei CHEN ; Yanyan CHEN ; Genben CHEN ; Yikun ZHOU ; Xianghai ZHOU ; Qiang ZHOU ; Jiaqiang ZHOU ; Hongting ZHENG ; Zhongyan SHAN ; Jiajun ZHAO ; Dong ZHAO ; Ji HU ; Jiang HU ; Xinguo HOU ; Bimin SHI ; Tianpei HONG ; Mingxia YUAN ; Weibo XIA ; Xuejiang GU ; Yong XU ; Shuguang PANG ; Tianshu GAO ; Zuhua GAO ; Xiaohui GUO ; Hongyi CAO ; Mingfeng CAO ; Xiaopei CAO ; Jing MA ; Bin LU ; Zhen LIANG ; Jun LIANG ; Min LONG ; Yongde PENG ; Jin LU ; Hongyun LU ; Yan LU ; Chunping ZENG ; Binhong WEN ; Xueyong LOU ; Qingbo GUAN ; Lin LIAO ; Xin LIAO ; Ping XIONG ; Yaoming XUE
Chinese Journal of Endocrinology and Metabolism 2025;41(11):891-907
Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.
7.Erythrocytapheresis for the treatment of high-altitude polycythemia
Wenchun LONG ; Dongmei WAN ; Wuyi FAN ; Xuexue LI ; Yan YE ; Zengmei SUN ; Tingting LI ; Zeng HE ; Xueping SUN
Chinese Journal of Blood Transfusion 2025;38(12):1695-1701
Objective: To investigate the efficacy and incidence of adverse reactions of therapeutic erythrocytapheresis in high altitude polycythemia (HAPC) population. Methods: A retrospective study was conducted on 243 HAPC patients who were either native residents or long-term workers in Xizang and underwent therapeutic erythrocytapheresis in the Chengdu Office Hospital of the People's Government of Xizang Autonomous Region from 2021 to 2023. A comparative study was carried out on the changes in blood routine, vital signs, skin color, serum iron metabolism data, and the incidence of adverse reactions before and after the procedure. Results: After erythrocytapheresis, significant decreases were observed in red blood cell (RBC) count (7.06±0.89×10
vs 6.08±0.93×10
/L, P<0.001], hemoglobin (HGB, 211.59±17.99 vs 182.76±19.83 g/L, P<0.001), hematocrit (Hct) [(65.30±6.45)% vs (55.56±8.12)%, P<0.001], serum iron (14.46±4.38 vs 11.77±3.78 μmol/L, P=0.003), total iron-binding capacity (126.62±4.47 vs 123.73±3.77 μmol/L, P=0.002), transferrin (1.88±0.41 vs 1.77±0.12 g/L, P=0.023), transferrin saturation [(11.32±3.11)% vs (9.43±2.78)%, P=0.004], serum ferritin (832.4±295.6 vs 665.3±249.2 ng/mL, P<0.001), systolic blood pressure (123.86±14.43 vs 118.51±13.68 mmHg, P<0.001) and diastolic blood pressure (81.68±9.54 vs 74.28±7.61 mmHg, P<0.001). In contrast, platelet count (Plt, 137.21±46.21 ×10
vs 147.94±50.66 ×10
/L, P<0.001) and oxygen saturation [(93.97±3.29)% vs (95.84±2.27)%, P<0.001] increased. No significant differences were found in white blood cell (WBC) count [5.35 (4.59, 6.44)×10
/L vs 5.43 (4.54, 6.53) ×10
/L, P=0.690], unsaturated iron-binding capacity (112.15±0.50 vs 111.96±0.25 μmol/L, P=0.074) and pulse rate (73.42±11.28 vs 73.19±7.18 beats/min, P=0.750). Furthermore, skin color of the face (conjunctiva, lips) and palms mitigated after therapeutic erythrocytapheresis, changing from purplish-red to red. The total incidence of adverse reactions during erythrocytapheresis was 13.98% (34/243), including citrate toxicity 12.75% (31/243), puncture site hematoma 0.82% (2/243) and blood volume imbalance 0.41% (1/243). Conclusion: Therapeutic erythrocytapheresis could rapidly decrease HCT, Hb, serum iron, transferrin and transferrin saturation levels in HAPC patients, with a low incidence of adverse reactions. Therefore, therapeutic erythrocytapheresis has broad clinical application prospects in Xizang Autonomous Region.
8.Expression of SAPCD2 in esophageal squamous cell carcinoma tissues and its effects on the biological function of esophageal squamous cell carcinoma cells in vitro and the possible mechanisms
Qixiong LONG ; Jingchun LI ; Junxia FENG ; Wenxi HE ; Wei SUN
Cancer Research and Clinic 2025;37(5):334-342
Objective:To investigate the expression of SAPCD2 in esophageal squamous cell carcinoma (ESCC) tissues and its effects on the biological function of ESCC cells in vitro, as well as the possible molecular mechanisms.Methods:By using the Gene Expression Profile Interaction Analysis (GEPIA) platform, the transcriptional level expressions of SAPCD2 in 182 ESCC samples and 286 normal esophageal tissue samples from the Cancer Genome Atlas (TCGA) database and Genotype-Tissue Expression (GTEx) database were analyzed. Immunohistochemical (IHC) staining was performed on clinical tissue chips of ESCC patients, and staining scores were evaluated. The expression differences of SAPCD2 protein between 61 cancer tissues and the paired adjacent tissues with the complete clinical data, as well as the distribution of patients with SAPCD2 high expression among patients stratifies by different clinicopathological features were compared. ESCC cell line KYSE-150 was transfected with plasmids carrying SAPCD2 sequence and short hairpin RNA sequence targeting SAPCD2, respectively, which was treated as the SAPCD2 overexpression group and SAPCD2 knockdown group; and the cells transfected with empty plasmids and plasmids carrying negative RNA sequence were treated as the overexpression control group and the knockdown control group. CCK-8 method (expressed with the absorbance value) and plate clone formation assay were used to detect the cell proliferation ability. Cell migration was detected by using cell scratch assay and Transwell cell migration assay were used to detect the cell migration ability. The reverse-real time fluorescence quantitative polymerase chain reaction (qPCR) was used to detect the mRNA levels of SAPCD2, matrix metalloproteinase-9 (MMP9), proliferating cell nuclear antigen (PCNA), and Vimentin in cells of all groups. Western blotting was used to detect the expression levels of SAPCD2 protein and proteins related to cell proliferation, invasion, metastasis, and AKT signaling pathway.Results:GEPIA platform analysis showed that the transcriptional expression level of SAPCD2 in ESCC tissues was higher than that in adjacent tissues, and the difference was statistically significant ( P < 0.01). IHC staining showed that the staining score of SAPCD2 protein in cancer tissues was higher than that in adjacent tissues [(8.2±2.8) points vs. (2.2±1.7) points], and the proportion of patients with positive SAPCD2 protein (staining score > 0 point) in cancer tissues was higher than that in adjacent tissues [95.1% (58/61) vs. 57.4% (35/61)], and the differences were statistically significant (all P < 0.001), while there were no statistically significant differences in the distribution of the high expression of SAPCD2 protein (staining score > 3 points) patients stratified by gender, age, tumor size, pathological grade, and T stage, N stage and M stage (all P > 0.05). CCK-8 assay showed that the absorbance value of KYSE-150 cells in the SAPCD2 overexpression group after 96 h of culture was higher than that in the overexpression control group, while the absorbance values of the SAPCD2 knockdown group after 72 h and 96 h of culture were lower than those in the knockdown control group, and the differences were statistically significant (all P < 0.05). The plate clone formation assay showed that the number of colonies of KYSE-150 cells cultured for 14 d in the SAPCD2 overexpression group was more than that in the overexpression control group [(800±30) vs. (458±47)], and that in the SAPCD2 knockdown group was less than that in the knockdown control group [(52±7) vs. (81±2)], and the differences were statistically significant (all P < 0.05). The cell scratch assay showed that after 24 h of culture, the scratch width of KYSE-150 cells in the SAPCD2 overexpression group was narrower than that in the overexpression control group [(51±9) μm vs. (89±7) μm], while that in the SAPCD2 knockdown group was wider than that in the knockdown control group [(120±22) μm vs. (37±10) μm], and the differences were statistically significant (all P < 0.01). Transwell cell migration assay showed that the migration number of KYSE-150 cells in the SAPCD2 overexpression group was more than that in the overexpression control group [(202±18) vs. (50±14)], and that in the SAPCD2 knockdown group was less than that in the knockdown control group [(227±27) vs. (483±16)], and the differences were all statistically significant (all P < 0.01). qPCR assay showed that the mRNA relative expression levels of MMP9, PCNA and Vimentin in KYSE-150 cells in the SAPCD2 overexpression group were all higher than those in the overexpression control group, while those in the SAPCD2 knockdown group were all lower than those in the knockdown control group, and the differences were statistically significant (all P < 0.05). Western blotting showed that the relative expression levels of PCNA and Vimentin proteins in KYSE-150 cells of the SAPCD2 overexpression group were higher than those of the overexpression control group, while the relative expression levels of epithelial cadherin (E-cad) and cleaved cysteine aspartate protease 3 (CASP3) proteins were lower than those of the overexpression control group; however, the expression levels in SAPCD2 knockdown group showed the opposite results, and the differences were statistically significant (all P < 0.05); the relative expression level of phosphorylated AKT (p-AKT) protein in the SAPCD2 overexpression group was higher than that in the overexpression control group, while that in the SAPCD2 knockdown group was lower than that in the knockdown control group, and the differences were statistically significant (all P < 0.01). Conclusions:SAPCD2 is highly expressed at both the transcriptional level and the protein level in ESCC tissues. SAPCD2 promotes the proliferation and migration of ESCC cells in vitro, which may be related to the AKT signaling pathway.
9.Mechanism of emodin improving cardiac hypertrophy in mice based on p38/ERK pathway
Jia SHI ; Sai-Ge SUN ; Yi-Lin HE ; Li XU ; Long-Xing LIU ; Zi-Jie GE ; Xiao-Yi ZOU ; Yu MA ; Yao-Cheng DING ; Kai QIAN
Chinese Pharmacological Bulletin 2025;41(7):1245-1252
Aim Mouse model of myocardial hypertro-phy was established via intraperitoneal injection of iso-proterenol(ISO)in mice.This approach allows for an in-depth investigation into the pharmacological effects and mechanisms of action of emodin,offering novel in-sights and directions for the improvement of myocardial hypertrophy.Methods The mice were randomly di-vided into the following groups:control group(CON),emodin group(EMO),MAPK activator control group(EMO+Ani),model group(ISO),treatment group(ISO+EMO),and activator intervention group(ISO+EMO+Ani).After treatment with emodin and inter-vention with MAPK activator,the heart weight ratio and cardiac size of each group were observed.Hematoxy-lin-eosin(HE)staining was used to observe the patho-logical changes in cardiac tissue,and kits were utilized to measure the levels of GSH,LDH,and MDA in the serum.Western blot was employed to detect the protein expression levels of inflammatory and oxidative factors,as well as p-p38,p-ERK,p38,and ERK in cardiac tis-sue.Results Emodin can significantly inhibit the production of myocardial inflammatory and oxidative factors induced by ISO,thereby effectively alleviating the degree of myocardial hypertrophy and fibrosis.Af-ter the p38/ERK signaling pathway was specifically ac-tivated by farnesol,the improvement effect of emodin on myocardial hypertrophy was weakened.Further comparison revealed that,compared with the myocardi-al hypertrophy pathological model group,the pathologi-cal protein expression levels in the farnesol-treated group showed no significant difference,and were even higher in some indicators.Conclusion Emodin can effectively inhibit the release of inflammatory factors and improve the state of oxidative stress by modulating the p38/ERK signaling pathway,thereby exerting an ameliorative effect on myocardial hypertrophy.
10.To construct a nomogram model for severe mycoplasma pneumoniae pneumonia coinfection with other pathogens in children
Wenbei XU ; Chenzi WANG ; Juan LONG ; Xiaohan LIU ; Lingjian MENG ; He ZHANG ; Xiaonan SUN ; Haiquan KANG ; Yiping MAO ; Yankai MENG ; Chunfeng HU ; Kai XU
Journal of Practical Radiology 2025;41(5):828-832
Objective To construct a clinical-radiological nomo-gram model for severe mycoplasma pneumoniae pneumonia coinfec-tion with other pathogens(Co-SMPP)in children.Methods The clinical and radiological data of children with severe mycoplasma pneumoniae pneumonia(SMPP)who underwent nucleic acid testing or bronchoalveolar lavage(BAL)were analyzed retrospectively.The data analysis were performed by using SPSS 27.0 software.The group comparison between simple SMPP and Co-SMPP children was conducted by using t-tests,Mann-Whitney U tests,or chi-square tests.Nomogram analysis was performed by using R software and rms packages.The predictive performance of the model was evaluated by using the receiver operating characteristic(ROC)curve.Results A total of 194 SMPP children were included in the study,including 136 cases(70.1%)with simple SMPP,58 cases(29.9%)with Co-SMPP.The fibrinogen and albumin levels were lower in Co-SMPP children[(3.53±0.85)g/L,41.00(39.03,43.68)g/L]than in simple SMPP children[(3.79±0.80)g/L,42.80(41.00,44.40)g/L],with P values of 0.047 and 0.036,respec-tively.The probability of bronchial stenosis and grid shadow were higher in Co-SMPP children than in simple SMPP children,and there were significant differences between the two groups(P<0.001,P=0.010).The odds ratio of bronchial stenosis in predicting Co-SMPP children was 14.085.The clinical-radiological nomogram model had an area under the curve(AUC)of 0.840,with sensi-tivity and specificity of 0.756 and 0.848,respectively.Conclusion The nomogram model based on clinical-radiological features can effectively predict Co-SMPP.

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