ObjectiveThis study proposes a novel single-cell protein localization method based on a class perception graph convolutional network (CP-GCN) to overcome several critical challenges in protein microscopic image analysis, including the scarcity of cell-level annotations, inadequate feature extraction, and the difficulty in achieving precise protein localization within individual cells. The methodology involves multiple innovative components designed to enhance both feature extraction and localization accuracy. MethodsFirst, a class perception module (CPM) is developed to effectively capture and distinguish semantic features across different subcellular categories, enabling more discriminative feature representation. Building upon this, the CP-GCN network is designed to explore global features of subcellular proteins in multicellular environments. This network incorporates a category feature-aware module to extract protein semantic features aligned with label dimensions and establishes a subcellular relationship mining module to model correlations between different subcellular structures. By doing so, it generates co-occurrence embedding features that encode spatial and contextual relationships among subcellular locations, thereby improving feature representation. To further refine localization, a multi-scale feature analysis approach is employed using the K-means clustering algorithm, which classifies multi-scale features within each subcellular category and generates multi-cell class activation maps (CAMs). These CAMs highlight discriminative regions associated with specific subcellular locations, facilitating more accurate protein localization. Additionally, a pseudo-label generation strategy is introduced to address the lack of annotated single-cell data. This strategy segments multicellular images into single-cell images and assigns reliable pseudo-labels based on the CAM-predicted regions, ensuring high-quality training data for single-cell analysis. Under a transfer learning framework, the model is trained to achieve precise single-cell-level protein localization, leveraging both the extracted features and pseudo-labels for robust performance. ResultsExperimental validation on multiple single-cell test datasets demonstrates that the proposed method significantly outperforms existing approaches in terms of robustness and localization accuracy. Specifically, on the Kaggle 2021 dataset, the method achieves superior mean average precision (mAP) metrics across 18 subcellular categories, highlighting its effectiveness in diverse protein localization tasks. Visualization of the generated CAM results further confirms the model’s capability to accurately localize subcellular proteins within individual cells, even in complex multicellular environments. ConclusionThe integration of the CP-GCN network with a pseudo-labeling strategy enables the proposed method to effectively capture heterogeneous cellular features in protein images and achieve precise single-cell protein localization. This advancement not only addresses key limitations in current protein image analysis but also provides a scalable and accurate solution for subcellular protein studies, with potential applications in biomedical research and diagnostic imaging. The success of this method underscores the importance of combining advanced deep learning architectures with innovative training strategies to overcome data scarcity and improve localization performance in biological image analysis. Future work could explore the extension of this framework to other types of microscopic imaging and its application in large-scale protein interaction studies.

Objective To compare clinical efficacy of robot-assisted(RA)and remote sensing navigation alignment(RSNA)system-assisted total knee arthroplasty(TKA).Methods From March 2023 to June 2023,60 patients who underwent the first unilateral TKA due to severe knee osteoarthritis(KOA)were admitted and divided into RSNA group and RA group according to different treatment methods,with 30 patients in each group.There were 5 males and 25 females in RSNA group,aged from 56 to 81 years old with an average of(66.33±7.16)years old;body mass index(BM1)ranged from 19.87 to 38.54 kg·m-2 with an average of(28.40±6.18)kg·m-2;the courses of disease ranged from 5 to 36 months with an average of(18.20±8.98)months;RSNA system was used to assist the positioning of osteotomy.There were 7 males and 23 females in RA group,aged from 55 to 82 years old with an average of(67.83±8.61)years old;BMI ranged from 19.67 to 37.25 kg·m-2 with an aver-age of(28.01±4.89)kg·m-2;the courses of disease ranged from 3 to 33 months with an average of(17.93±9.20)months;RA was performed.Operation time,incision length,latent blood loss at 2 weeks after operation and incidence of lower extremity thrombosis were compared between two groups.Hip-knee ankle angle(HKAA),HKAA deviation,lateral distal femoral angle(LDFA),medial proximal tibial angle(MPTA)and posterior tibial slope(PTS)were compared between two groups;Western Ontario McMaster Universities Osteoarthritis Index(WOMAC)and Knee Society score(KSS)were used to evaluate functional recovery before operation,3 and 6 months after operation.Results The operation was performed successfully in both groups,and there were no serious complications such as vascular and nerve injury during operation.The wound healed well at stage Ⅰafter operation,and the follow-up time was 6 months.The operation time,latent blood loss at 2 weeks after operation and inci-sion length in RSNA group were(94.35±5.75)min,(130.54±17.53)mland(14.73±2.14)cm,respectively;while(102.57±6.88)min,(146.33±19.47)ml and(16.78±2.32)cm in RA group,respectively.RSNA group was better than RA group(P＜0.05).No deep vein thrombosis occurred in both groups at 2 weeks after operation,5 patients occurred intermuscular vein throm-bosisin in RSNA group and 8 patients in RA group,the difference was not statistically significant(P＞0.05).In RSNA group,HKAA,LDFA and MPTA were(173.00±5.54)°,(86.96±3.45)°,(82.79±3.35)° before operation,and(178.34±1.85)°,(89.92±0.42)°,(89.84±0.73)° at 1 week after operation,respectively.In RA group,HKAA,LDFA and MPTA were(173.31±6.48)°,(87.15±3.40)° and(82.99±3.05)° before operation,and(178.52±1.79)°,(90.03±0.39)° and(90.15±0.47)° at 1 week after operation,respectively.HKAA,LDFA and MPTA were significantly improved in both groups at 1 week after oper-ation(P＜0.05).There were no significant difference in HKAA,LDFA,MPTA and PTS between two groups before operation and 1 week after operation(P＞0.05).There was no significant difference in deviation distribution of HKAA at 1 week after op-eration(x2=2.61 1,P=0.456).There were no significant difference in WOMAC and KSS between two groups before operation,3 and 6 months after operation(P＞0.05),and postoperative WOMAC and KSS at 3 and 6 months between two groups were im-proved compared with those before operation(P＜0.05).Conclusion Both RA and RSNA system assisted TKA could obtain ac-curate osteotomy,RA has higher surgical accuracy,RSNA system assisted operation has less trauma,and operation is simpler.

Objective To explore clinical accuracy of remote sensing navigation alignment(RSNA)system in total knee arthroplasty(TKA)and its influence on postoperative clinical efficacy.Methods From May 2021 to May 2022,60 knee os-teoarthritis(KOA)patients with Kellgren-Lawrence(K-L)grade Ⅲ to Ⅳ treated by unilateral primary TKA were selected and divided into RSNA group and traditional operation group according to treatment methods,and 30 patients in each group.There were 6 males and 24 females in RSNA group,aged from 55 to 86 years old with an average of(68.06±8.23)years old;body mass index(BMI)ranged from 22.15 to 34.58 kg·m-2 with an average of(28.20±3.01)kg·m-2;the courses of disease ranged from 2 to 60 months with an average of(18.80±14.80)months;13 patients with grade Ⅲ and 17 patients with grade Ⅳaccording to K-L grading.In traditional operation group,there were 8 males and 22 females,aged from 57 to 85 years old with an average of(67.26±6.32)years old;BMI ranged from 23.94 to 34.55 kg·m-2 with an average of(27.49±2.32)kg·m-2;the courses of disease ranged from 3 to 60 months with an average of(21.30±16.44)months;14 patients with grade Ⅲ and 16 pa-tients with grade Ⅳ according to K-L grading.Western Ontario and McMaster Universities(WOMAC)osteoarthritis index and Knee Society score(KSS)were used to evaluate functional recovery of patients.Hip-knee-ankle angle(HKAA),distal femoral valgus angle(FVA)and distal fermoral flexion angle(DFFA)were measured before operation.HKAA and HKAA deviation angle were measured at 1 week after operation,and defective rate of lower limb force line,femur prosthesis valgus angle(FP-VA)and femoral prosthesis flexion angle(FPFA),respectively,were calculated.Results There were no serious complications such as vascular and nerve injury during operation,and wound healed at stage Ⅰ.Both groups were followed up for 6 months.There were no significant difference in WOMAC index,KSS,HKAA,FVA and DFFA between two groups before operation(P＞0.05).The force line defect rate,HKAA,HKAA deviation angle,FPVA deviation angle and FPFA of RSNA group were 6.7％,(178.74±1.56)°,(1.25±1.56)°,(1.84±0.16)° and(4.85±2.46)°,respectively;while in traditional operation group were 20％,(176.73±3.46)°,(3.27±3.46)°,(2.44±0.26)°,(6.60±1.86)°;the difference between two groups were statistically sig-nificant(P＜0.05).There were no significant difference in WOMAC index and KSS between two groups at 3 and 6 months after operation(P＞0.05).Conclusion RSNA system could reduce defective rate of lower limb force line,FPVA deviation angle and FPFA after TKA,which is more accurate and easy to operate than traditional intramedullary localization surgery while ensuring postoperative efficacy.

Objective:To systematically evaluate the methodological quality and reporting quality of randomized controlled tri-als(RCT)on the treatment of BPH with traditional Chinese medicine(TCM),in order to provide some methodological reference for clinical practice and research.Methods:We searched CNKI,VIP,Wanfang Data and PubMed for RCTs on the treatment of BPH with TCM published in China from January 2013 to November 2023.Two researchers screened the literature separately,and evaluated the methodological and reporting quality of the RCTs based on the Cochrane bias risk assessment tool and CONSORT TCM compound.Results:Totally,88 RCTs were included in this study.In terms of methodological quality,according to the Cochrane bias risk assess-ment tool,27 biases in the process of randomization were identified as of low-risk and the other 61 of a certain risk.Among the alloca-tion-related biases deviating from the established interventions,76 were of low risk,10 of a certain risk and 2 of high risk;among the compliance-related biases deviating from the established interventions,76 were of low risk and 12 of a certain risk;among the biases due to missing outcome data,86 were of low risk and 2 of a certain risk,while all the biases due to outcome measurement were of low risk;and among the biases from selective reporting,65 were of low-risk,2 of a certain risk and 21 of high-risk.In terms of reporting quality,according to the evaluation criteria of consort TCM compound,appropriate key words were used in 1 RCT(0.01％),the ran-dom assignment sequence method described in 27(30.68％),the details of assignment limitation given in 5(5.68％),assignment concealment mentioned in 3(3.41％),the blind method and assignment concealment employed in 3(3.41％),fall-offs recorded in 10(11.36％),adverse events reported in 38(43.18％),and limitations of the trials analyzed in 18(20.45％).All the RCTs lacked complete intervention measures,subject flow chart,clinical trial registration and research schemes.Conclusion:At present,the methodological quality and reporting quality of RCTs on the treatment of BPH with TCM are generally low,with the main problems of incomplete experimental designs,lack of detailed description of randomized and blind methods,and insufficient TCM symptom eval-uation of outcome indicators.Researchers should be cautious in adopting and applying the results reported,follow the CONSORT state-ment in design,registration,implement and reporting of the scheme,fully consider the clinical characteristics of TCM in the treatment of BPH,and reasonably design and report the evaluation indicators.

Objective:To study therapeutic effect of aspirin combined with ticagrelor on unstable angina pectoris(UAP)and its effect on serum levels of interleukin-6(IL-6),binding immunoglobin protein(Bip)and C/EBP homologous protein(CHOP).Methods:A total of 120 UAP patients who were treated in Chengdu Shuangliu Dis-trict First People's Hospital between January 2021 and December 2021 were selected.According to random number table,they were equally divided into combined treatment group(aspirin combined ticagrelor therapy)and aspirin group(aspirin therapy).After 90d treatment,total effective rate,cardiac output(CO),stroke volume(SV),left ventricular ejection fraction(LVEF),frequency and duration of angina,serum levels of IL-6,Bip and CHOP be-fore and after treatment were compared between two groups,as well as incidence of adverse reaction.Results:The total effective rate in combined treatment group was significantly higher than that of aspirin group(95.00％vs.81.67％,P=0.023).Compared with patients in aspirin group after treatment,patients in combined treatment group had significant higher CO[(4.79±0.95)L/min vs.(5.27±1.05)L/min],SV[(52.32±5.25)ml vs.(56.53±4.78)ml]and LVEF[(48.73±4.41)％vs.(54.89±4.77)％],and significant lower frequency[(3.27±0.75)times/week vs.(2.23±0.73)times/week]and duration of angina[(5.42±0.79)min/time vs.(3.51±0.66)min/time],and serum levels of IL-6[(13.49±1.41)pg/L vs.(6.70±0.84)pg/L],Bip[(24.50±1.41)μg/Lvs.(7.45±0.58)μg/L]and CHOP[(35.56±2.69)μg/L vs.(16.66±2.55)μg/L](P＜0.05 or＜0.01).There was no significant difference in incidence of adverse reactions between two groups(P=0.752).Con-clusion:Aspirin combined with ticagrelor possesses obvious curative effect in treatment of patients with unstable an-gina pectoris.It can significantly improve cardiac function,reduce the inflammatory response and endoplasmic re-ticulum stress in these patients.

AIM:To investigate the effects of Balanophora involucrata Hook.f.(BIH)extracts on bile acid metabolism and liver injury in mice with metabolic dysfunction-associated fatty liver disease(MAFLD)through the gut mi-crobiota-farnesoid X receptor(FXR)axis,and to explore the underlying mechanisms.METHODS:Forty C57BL mice were randomly divided into control group,MAFLD model group,medium-dose BIH group,and high-dose BIH group.The mice in control group received a regular diet,while those in other groups were fed with high-fat diet for 12 weeks to induce MAFLD.The mice in medium-and high-dose BIH groups received 0.598 and 0.299 g/kg BIH solution,respectively,while those in control and MAFLD groups received an equivalent volume of normal saline.Serum levels of total cholesterol(TC),triglyceride(TG),low-density lipoprotein cholesterol(LDL-C)and high-density lipoprotein cholesterol(HDL-C)were measured using an automatic biochemical analyzer.Liver morphology,steatosis and fibrosis were assessed by HE,oil red O and Masson staining.Levels of TC,tumor necrosis factor-α(TNF-α)and interleukin-6(IL-6)in liver tissues,and bile acids in serum and ileum tissues were measured by ELISA.Protein expression of FXR and fibroblast growth factor 15(FGF15)in ileum tissues,and FXR,small heterodimer partner(SHP)and cholesterol 7α-hydroxylase(CYP7A1)in liver tissues were analyzed by Western blot.Intestinal microbiota changes were assessed by 16S rRNA gene sequencing.RESULTS:(1)The MAFLD mice exhibited increased serum TC,TG,LDL-C and bile acid levels,liver TC,TNF-α and IL-6 levels,and lipid deposition.However,BIH intervention improved these factors and increased FXR and SHP pro-teins,but decreased CYP7A1 expression in the liver.The protein levels FXR and FGF15 in the ileum were also elevated.(2)Intestinal flora analysis demonstrated that BIH intervention improved the abundance and diversity of intestinal flora in MAFLD mice.Specifically,there was an increase in Bacteroidetes/Firmicutes ratio and a decrease in Proteobacteria and Verrucomicrobia.At the genus level,abundance of Duncaniella,Muribaculum and Paramuribaculum increased,while He-licobacter decreased.CONCLUSION:Treatment with BIH regulates intestinal flora,decreases FXR levels,enhances CYP7A1 expression,promotes bile acid synthesis,reduces hepatic cholesterol accumulation,and attenuates liver steato-sis and inflammation in MAFLD mice,indicating potential therapeutic effects.

Objective:To investigate the distribution of potential suitable habitats for Ixodes persulcatus in Heilongjiang Province during different climatic periods. Methods:The geographical location data of Ixodes persulcatus in Heilongjiang Province from 1980 to 2023 were collected through literature search and field ecological investigation. The environmental factor variables were downloaded from the WorldClim website and the Resource and Environmental Science and Data Platform. A combination of SDMtune, ENMTools packages, and the maximum entropy (MaxEnt) model were used to predict the potential habitats of Ixodes persulcatus in Heilongjiang Province during different climatic periods and determine its dominant environmental factors. Among them, the time range of historical climatic period data was 1970 - 2000. The future climatic period data (2021 - 2040, 2041 - 2060) were selected as the low forcing scenario (SSP126 scenario) of the shared socioeconomic pathways (SSP) in the Beijing Climate Center - Climate System Model version 2-Medium Resolution, to simulate the impact of global warming on the distribution of potential habitats for Ixodes persulcatus in Heilongjiang Province. Results:A total of 83 geographical distribution sites of Ixodes persulcatus in Heilongjiang Province were obtained. After screening, 10 environmental factors were included in the MaxEnt model. Among them, the cumulative contribution percentage of annual precipitation, average annual temperature, and vegetation type was 67.3%. Compared with historical climatic period, the total potential habitats of Ixodes persulcatus in Heilongjiang Province increased from 29.81 × 10 4 km 2 to 32.24 × 10 4 km 2 in 2041 - 2060. The center of potential habitats moved to 47.75° N, and 128.66° E, with a northwest offset of 126.07° and a migration distance of 45.83 km. Conclusion:With global climate warming, the total potential habitats of Ixodes persulcatus in Heilongjiang Province has increased, showing an overall trend of migration to the northwest.

A rapid analytical method for determination of paraquat and diquat in tea samples was established by improving the QuEChERS pre-treatment method combined with ultra-high performance liquid chromatography-tandem quadrupole mass spectrometry(UPLC-MS/MS).Four kinds of tea powder were extracted by using acetonitrile-0.1％formic acid solution(3∶7,V/V)and ultrasonic treatment,and the supernatant was purified with 400 mg C18 and 400 mg PSA and separated on hydrophilic HILIC(100 mm×2.1 mm,1.8 μm)column by using 0.1％formic acid aqueous solution(Containing 5 mmol/L ammonium formate)and acetonitrile as mobile phases.In the electrospray ion source positive ion mode(ESI+),multiple reaction monitoring scanning technology(MRM)was used for determination,and the matrix-matched standard solution external standard method was used for quantitative analysis.The results showed that paraquat obtained good linear relationship in the content range of 0.18-200 μg/kg and diquat obtained good linear relationship in the content range of 0.36-200 μg/kg,and the correlation coefficients(R2)were 0.9939-0.9976 and 0.9959-0.9987,respectively.The limits of detection(LODs)were 0.06 and 0.12 μg/kg,and the limits of quantitation(LOQs)were 0.18 and 0.36 μg/kg,respectively.The average spiked recoveries for tea samples varied from 84.4％to 128.8％,with the relative standard deviations(RSDs)from 0.6％to 13.5％.The method was simple and efficient,with accurate quantification ability and low detection limit,which could realize efficient determination of paraquat and diquat in tea samples.

Objective: Retrospective analysis of the efficacy and influencing factors of bladder preservation integrated therapy for unresectable invasive bladder cancer confined to the pelvis was done, also including the bladder function preservation and adverse effects analysis. Methods: Sixty-nine patients with unresectable locally invasive bladder cancer who received radiotherapy-based combination therapy from March 1999 to December 2021 at our hospital were selected. Among them, 42 patients received concurrent chemoradiotherapy, 32 underwent neoadjuvant chemotherapyand 43 with transurethral resection of bladder tumors (TURBT) prior to radiotherapy. The late adverse effect of radiotherapy, preservation of bladder function, replase and metastasis and survival were followed-up. Cox proportional hazards models were applied for the multifactorial analysis. Results: The median age was 69 years. There were 63 cases (91.3%) of uroepithelial carcinoma, 64 of stage Ⅲ and 4 of stage Ⅳ. The median duration of follow-up was 76 months. There were 7 grade 2 late genito urinary toxicities, 2 grade 2 gastrointestinal toxicities, no grade 3 or higher adverse events occurred. All patients maintained normal bladder function, except for 8 cases who lost bladder function due to uncontrolled tumor in the bladder. Seventeen cases recurred locally. There were 11 cases in the concurrent chemoradiotherapy group with a local recurrence rate of 26.2% (11/42) and 6 cases in the non-concurrent chemoradiotherapy group with a local recurrence rate of 22.2% (6/27), and the difference in local recurrence rate between the two groups was not statistically significant (P=0.709). There were 23 cases of distant metastasis (including 2 cases of local recurrence with distant metastasis), including 10 cases in the concurrent chemoradiotherapy group with a distant metastasis rate of 23.8% (10/42) and 13 cases in the non-concurrent chemoradiotherapy group with a distant metastasis rate of 48.1% (13/27), and the distant metastasis rate in the non-concurrent chemoradiotherapy group was higher than that in the concurrent chemoradiotherapy group (P=0.036). The median 5-year overall survival (OS) time was 59 months and the OS rate was 47.8%. The 5-year progression-free survival (PFS) time was 20 months and the PFS rate was 34.4%. The 5-year OS rates of concurrent and non-concurrent chemoradiotherapy group were 62.9% and 27.6% (P<0.001), and 5-year PFS rates were 45.4% and 20.0%, respectively (P=0.022). The 5-year OS rates of with or without neoadjuvant chemotherapy were 78.4% and 30.1% (P=0.002), and the 5-year PFS rates were 49.1% and 25.1% (P=0.087), respectively. The 5-year OS rates with or without TURBT before radiotherapy were 45.5% and 51.9% (P=0.233) and the 5-year PFS rates were 30.8% and 39.9% (P=0.198), respectively. Multivariate Cox regression analysis results showed that the clinical stage (HR=0.422, 95% CI: 0.205-0.869) was independent prognostic factor for PFS of invasive bladder cancer. The multivariate analysis showed that clinical stages (HR=0.278, 95% CI: 0.114-0.678), concurrent chemoradiotherapy (HR=0.391, 95% CI: 0.165-0.930), neoadjuvant chemotherapy (HR=0.188, 95% CI: 0.058-0.611), and recurrences (HR=10.855, 95% CI: 3.655-32.638) were independent prognostic factors for OS of invasive bladder cancer. Conclusion: Unresectable localized invasive bladder cancer can achieve satisfactory long-term outcomes with bladder-preserving combination therapy based on radiotherapy, most patients can retain normal bladder function with acceptable late adverse effects and improved survival particularly evident in patients with early, concurrent chemoradiotherapy and neoadjuvant chemotherapy.
Humans ; Aged ; Treatment Outcome ; Retrospective Studies ; Combined Modality Therapy ; Chemoradiotherapy/methods* ; Urinary Bladder Neoplasms/radiotherapy* ; Antineoplastic Combined Chemotherapy Protocols/therapeutic use* ; Neoplasm Staging

Objectives: To construct a nomogram for prediction of intrahepatic cholangiocarcinoma (ICC) lymph node metastasis based on inflammation-related markers,and to conduct its clinical verification. Methods: Clinical and pathological data of 858 ICC patients who underwent radical resection were retrospectively collected at 10 domestic tertiary hospitals in China from January 2010 to December 2018. Among the 508 patients who underwent lymph node dissection,207 cases had complete variable clinical data for constructing the nomogram,including 84 males,123 females,109 patients≥60 years old,98 patients<60 years old and 69 patients were pathologically diagnosed with positive lymph nodes after surgery. Receiver operating characteristic curve was drawn to calculate the accuracy of preoperative imaging examinations to determine lymph node status,and the difference in overall survival time was compared by Log-rank test. Partial regression squares and statistically significant preoperative variables were screened by backward stepwise regression analysis. R software was applied to construct a nomogram,clinical decision curve and clinical influence curve,and Bootstrap method was used for internal verification. Moreover,retrospectively collecting clinical information of 107 ICC patients with intraoperative lymph node dissection admitted to 9 tertiary hospitals in China from January 2019 to June 2021 was for external verification to verify the accuracy of the nomogram. 80 patients with complete clinical data but without lymph node dissection were divided into lymph node metastasis high-risk group and low-risk group according to the score of the nomogram among the 858 patients. Log-rank test was used to compare the overall survival of patients with or without lymph node metastasis diagnosed by pathology. Results: The area under the curve of preoperative imaging examinations for lymph node status assessment of 440 patients was 0.615,with a false negative rate of 62.8% (113/180) and a false positive rate of 14.2% (37/260). The median survival time of 207 patients used to construct a nomogram with positive or negative postoperative pathological lymph node metastases was 18.5 months and 27.1 months,respectively (P<0.05). Five variables related to lymph node metastasis were screened out by backward stepwise regression analysis,which were combined calculi,neutrophil/lymphocyte ratio,albumin,liver capsule invasion and systemic immune inflammation index,according to which a nomogram was constructed with concordance index(C-index) of 0.737 (95%CI: 0.667 to 0.806). The C-index of external verification was 0.674 (95%CI:0.569 to 0.779). The calibration prediction curve was in good agreement with the reference curve. The results of the clinical decision curve showed that when the risk threshold of high lymph node metastasis in the nomogram was set to about 0.32,the maximum net benefit could be obtained by 0.11,and the cost/benefit ratio was 1∶2. The results of clinical influence curve showed that when the risk threshold of high lymph node metastasis in the nomogram was set to about 0.6,the probability of correctly predicting lymph node metastasis could reach more than 90%. There was no significant difference in overall survival time between patients with high/low risk of lymph node metastasis assessed by the nomogram and those with pathologically confirmed lymph node metastasis or without lymph node metastasis (Log-rank test:P=0.082 and 0.510,respectively). Conclusion: The prediction accuracy of preoperative nomogram for ICC lymph node metastasis based on inflammation-related markers is satisfactory,which can be used as a supplementary method for preoperative diagnosis of lymph node metastasis and is helpful for clinicians to make personalized decision of lymph node dissection for patients with ICC.