1.Anatomic classification and reconstruction of right intrahepatic bile duct in the donor liver of split liver trans-plantation
Jinming WEI ; Binsheng FU ; Qing YANG ; Tong ZHANG ; Xiao FENG ; Kaining ZENG ; Jia YAO ; Hui TANG ; Guihua CHEN ; Yang YANG ; Shuhong YI
Chinese Journal of Digestive Surgery 2024;23(2):272-279
Objective:To investigate the anatomic classification and reconstruction of right intrahepatic bile duct in the donor liver of split liver transplantation (SLT).Methods:The retrospective and descriptive study was constructed. The clinical data of 85 patients who underwent SLT in the Third Affiliated Hospital of Sun Yat-sen University from July 2014 to January 2022 were collected. There were 65 males and 20 females, aged 45(range, 1-82)years. Observation indicators: (1) surgical conditions; (2) anatomy of right intrahepatic bile duct; (3) bile duct reconstruction; (4) postoperative biliary complications; (5) follow-up. Measurement data with normal distribution were represented as Mean± SD, and measurement data with skewed distribution were represented as M(range) or M( Q1, Q3).Count data were described as absolute numbers or percentages, and comparison between groups was conducted using the chi-square test or Fisher exact probability. Results:(1) Surgical conditions. Of the 85 donor livers, 11 donor livers were split between the left and right hemilivers, and 74 donor livers were split between the classic right trilobe and left lateral lobe. The cold ischemia time of 85 donor livers was 291(273, 354)minutes, and the operation time, anhepatic phase time and volume of intraoperative blood transfusion of 85 recipients were (497±97)minutes, 51(40, 80)minutes and 8(7, 12)U. (2) Anatomy of right intrahepatic bile duct. Of the 85 donor livers, there were 47 donor livers with classic bile duct anatomical model (type 1), of the ratio as 55.3%(47/85), and 38 donor livers with anatomical variants, of the ratio as 44.7%(38/85). Of the 38 donor livers with anatomical variants, 7 donor livers were type 2, 16 donor livers were type 3a, 2 donor livers were type 3b, 2 donor livers were type 3c, 1 donor liver was type 4, 3 donor livers were type 5a, 4 donor livers were type 5b, 3 donor livers were type 6. For bile duct splitting patterns of the 85 donor livers, 84 donor livers were split with the main trunk of common hepatic duct preserving in the right hemiliver or right trilobe, and 1 donor liver were treated with complete left and right hemiliver splitting to preserve the main trunk of the common hepatic duct in the left hemiliver and the right hemiliver in the right hepatic duct (type 1 bile duct anatomical model). There were 84 donor livers with only one bile duct opening, and 1 donor liver with two bile duct openings (type 3c bile duct anatomical model). (3) Bile duct reconstruction. Of the 85 recipients, there were 69 recipients with common bile duct end-to-end anastomosis to common bile duct of donor liver (38 donor livers with type 1 bile duct anatomical model, 5 donor livers with type 2 bile duct anatomical model, 14 donor livers with type 3a bile duct anatomical model, 2 donor livers with type 3b bile duct anatomical model, 1 donor liver with type 4 bile duct anatomical model, 3 donor livers with type 5a bile duct anatomical model, 4 donor livers with type 5b bile duct anatomical model, 2 donor livers with type 6 bile duct anatomical model), 11 recipients with jejunum anastomosis to common bile duct of donor liver (7 donor livers with type 1 bile duct anatomical model, 2 donor livers with type 2 bile duct anatomical model, 1 donor liver with type 3c bile duct anatomical model, 1 donor liver with type 6 bile duct anatomical model), 3 recipients with jejunum anastomosis to common hepatic duct of donor liver (1 donor liver with type 1 bile duct anatomical model, 2 donor livers with type 3a bile duct anatomical model), 1 recipient with jejunum anastomosis to right hepatic duct of donor liver (type 1 bile duct anatomical model), 1 recipient with common hepatic duct end-to-end anastomosis to right posterior branch of donor liver combined with jejunum of the recipient Roux-en-y anastomosis to common hepatic duct of donor liver (type 3c bile duct anatomical model). (4) Postoperative biliary complications. Of the 85 recipients, 6 cases had postoperative biliary complications, with an incidence of 7.1% (6/85). Of the 6 recipients with postoperative biliary complications, there were 5 recipients with donor liver with type 1 bile duct anatomical model, including 3 cases undergoing postoperative biliary stricture with biliary leakage and 2 cases undergoing postoperative biliary anastomotic stricture, 1 recipient with donor liver with type 3b bile duct anatomical model and undergoing postoperative biliary anastomotic stricture and bile leakage in the liver section. Cases with biliary complications were 5 in the 47 recipients with donor liver with classic bile duct anatomical model and 1 in the 38 recipients with donor liver with anato-mical variants, showing no significant difference between them ( P>0.05). (5) Follow-up. There were 83 recipients receiving followed up for 52(12,96)months. During the follow-up period, 2 recipients died due to non-biliary complication factors (1 donor liver with type 1 bile duct anatomical model and 1 donor liver with 3a bile duct anatomical model). Conclusion:The anatomical classification of right intrahepatic bile duct of donor liver in SLT is mainly classical bile duct anatomical model, and the bile duct reconstruction scheme is mainly common bile duct of donor liver end-to-end anasto-mosis to common bile duct of recipient.
2.Analysis of monitoring results of Kashin-Beck disease in Shandong Province from 2016 to 2020
Jinwen ZONG ; Jinming HUANG ; Liping ZHAI ; Hongxu GAO ; Chunlei WANG ; Kun WANG ; Guangxin WEI ; Changzhi LI
Chinese Journal of Endemiology 2023;42(1):56-59
Objective:To analyze the surveillance data of Kashin-Beck disease (KBD) in Shandong Province, master the changes of KBD, and provide scientific basis for formulating prevention and control strategies of KBD and adjustment of the prevention and control focus of KBD.Methods:According to the requirements of the "National KBD Monitoring Plan" and the "Shandong KBD Monitoring Plan", from 2016 to 2020, the disease monitoring was carried out in the villages of KBD areas in Shandong Province, including the number of clinical positive cases, the number of X-ray positive cases, and the number of metaphyseal positive cases. The detection rate was calculated, and the dynamic changes of the disease was analyzed macroscopically.Results:From 2016 to 2020, a total of 1 816 children aged 7 - 12 years were clinically examined in Shandong Province, and no child with KBD was found. A total of 1 224 children were examined by X-ray, among which 1 positive patient was found in 2016 and 2017, respectively, both of whom were metaphyseal changes, with a total detection rate of 0.16%. There were 367 adult patients with KBD in Shandong Province, including 304 patients with grade Ⅰ, 47 patients with grade Ⅱ and 16 patients with grade Ⅲ. All villages in the KBD areas in Shandong Province had reached the elimination standard, with the elimination rate of 100%.Conclusion:No clinical case of KBD is detected in children aged 7 - 12 years in Shandong Province from 2016 to 2020, which has reached the elimination standard and is in a continuous elimination state.
3.Pathological characteristics and prognosis of 24 medullary thyroid carcinoma cases concomitant with papillary thyroid carcinoma
Dapeng LI ; Jinming ZHANG ; Yanhui ZHANG ; Linfei HU ; Ying GAO ; Songfeng WEI ; Jie HAO ; Xiangqian ZHENG ; Ming GAO
Chinese Journal of General Surgery 2023;38(10):724-728
Objectives:To analyze the clinical features and prognosis of patients with medullary thyroid carcinoma combined with papillary thyroid carcinoma (combined carcinoma).Methods:The clinical data of 24 patients admitted to Tianjin Medical University Cancer Hospital from Nov 2012 to Dec 2019 were retrospectively analyzed. The treatment methods, pathological results, and prognosis of all patients were examined.Results:The results showed that combined carcinoma accounted for 10.0% (24/241) of all medullary thyroid carcinoma cases. In the combined cancer group, 45.8% (11/24) patients had lymph node metastasis, and the type of metastasis matched the largest lesion. There were no significant differences in gendex ratio ( χ2=0.164, P>0.05), age at onset ( t=1.381, P>0.05), maximum diameter of lesion ( Z=-1.733, P>0.05), multifocality ( χ2=2.695, P>0.05), and lymph node metastasis in the central ( χ2=1.625, P>0.05) and lateral neck regions ( χ2=1.537, P>0.05) between combined cancer patients and those with MTC alone. The median follow-up time for the 24 patients was 77.6 months. Local recurrence was observed in 2 cases, while no distant metastasis was found. There were no significant differences in disease-free survival, disease-specific survival, and overall survival between combined cancer and pure MTC groups (all P>0.05). Conclusion:The pathological characteristics and prognosis of medullary thyroid carcinoma combined with papillary thyroid carcinoma are similar to those of pure MTC. Therefore, clinical treatment decisions can be similar to pure MTC.
4.Classification and reconstruction of bile duct in pediatric split liver transplantation
Jinming WEI ; Xiao FENG ; Kaining ZENG ; Qing YANG ; Jia YAO ; Binsheng FU ; Tong ZHANG ; Xinru HUANG ; Boying LIU ; Guihua CHEN ; Yang YANG ; Shuhong YI
Organ Transplantation 2022;13(6):791-
Objective To investigate the anatomical classification of left intrahepatic bile duct (LHD) and the pattern of bile duct reconstruction during pediatric split liver transplantation and their relationship with postoperative biliary complications. Methods Clinical data of 75 pediatric recipients undergoing split liver transplantation were analyzed retrospectively. Before splitting the donor liver, iopromide injection was used for retrograde cholangiography through the common bile duct. According to the patterns of intrahepatic bile ducts in the second, third and fourth segments, the anatomical classification of LHD of the donor liver was determined. The biliary reconstruction regimens for different classification types of LHD were summarized. The incidence and treatment of biliary complications after pediatric split liver transplantation were analyzed. Results Among 75 donor livers, the anatomical classification of LHD included 57 cases (76%) of type Ⅰ, 9 cases (12%) of type Ⅱ, 4 cases (5%) of type Ⅲ and 5 cases (7%) of type Ⅳ LHD, respectively. Among 75 pediatric recipients, 69 cases (53 cases of type Ⅰ, 8 type Ⅱ, 4 type Ⅲ and 4 type Ⅳ) underwent the left hepatic duct-jejunum Roux-en-Y anastomosis, 1 case received common bile duct-jejunum Roux-en-Y anastomosis (type Ⅳ), and 5 cases underwent the left hepatic duct-common bile duct end-to-end anastomosis (4 cases of type Ⅰ and 1 type Ⅱ). Postoperative biliary complications occurred in 6 cases (8%), including 3 cases of biliary anastomotic stenosis, 2 cases of biliary anastomotic leakage and 1 case of bile leakage on the hepatic resection surface. Among 6 recipients, 4 cases were classified as type Ⅰ and 2 cases of type Ⅲ LHD. No significant difference was observed in the incidence of biliary complications between typical type and anatomical variant type of LHD (all
5.Monitoring results of dental fluorosis in children in drinking water-borne endemic fluorosis areas in Shandong Province from 2018 to 2020
Jinwen ZONG ; Hongxu GAO ; Yuqin MA ; Fengying JI ; Kun WANG ; Guangxin WEI ; Jinming HUANG ; Chunlei WANG
Chinese Journal of Endemiology 2022;41(10):815-818
Objective:To dynamically monitor the prevalence and trend of dental fluorosis in children in Shandong Province, and to evaluate the prevention and control measures for drinking water-borne endemic fluorosis (referred to as drinking water-borne fluorosis), and to provide scientific basis for the next step.Methods:Totally 40 counties (cities, districts) were selected as project counties (cities, districts) from drinking water-borne fluorosis areas in Shandong Province in 2018, and all counties (cities, districts) were selected in 2019 and 2020, to investigate the situation of water improvement, detect water fluoride content, and investigate the prevalence of dental fluorosis in children aged 8 - 12 years.Results:From 2018 to 2020, the detection rates of dental fluorosis in children aged 8 - 12 years were 10.30% (503/4 884), 8.94% (25 895/289 539) and 8.66% (24 061/277 689), respectively, with statistically significant differences (χ 2 = 27.10, P < 0.001), and the dental fluorosis indexes were 0.21, 0.18 and 0.17, respectively. The total detection rates of dental fluorosis in children of different age groups in the 3 years were 7.26% (6 590/90 775), 7.97% (9 303/116 680), 9.29% (12 167/130 915), 9.29% (12 238/131 670) and 9.95% (10 161/102 072), the differences were statistically significant (χ 2 = 615.71, P < 0.001). In the 3 years, the total detection rate of dental fluorosis was 8.93% (28 101/314 737) in boys and 8.69% (22 358/257 375) in girls, the difference was statistically significant (χ 2 = 10.27, P = 0.001). In 2018 and 2019, the detection rates of dental fluorosis of children aged 8 - 12 years in water fluoride qualified villages [5.74% (235/4 095) and 7.98% (20 200/253 082)] were significantly lower than those in villages with excessive water fluoride [33.97% (268/789) and 15.62% (5 695/36 457), χ 2 = 570.61, 2 283.76, P < 0.001]. Conclusions:The prevalence of dental fluorosis among children aged 8 - 12 years has been effectively controlled, and remarkable results have been achieved in prevention and treatment of drinking water-borne fluorosis in Shandong Province. However, the detection rate of dental fluorosis among children in a few endemic villages is high, so it is necessary to continue to strengthen the monitoring of fluoride content in drinking water and the condition of dental fluorosis among children.
6.Effect of health education project of a three-year special action for prevention and control of drinking water-borne endemic fluorosis in Shandong Province
Jinming HUANG ; Juan CUI ; Ning WANG ; Chunlei WANG ; Jinwen ZONG ; Kun WANG ; Guangxin WEI ; Xuewen LI
Chinese Journal of Endemiology 2022;41(2):159-163
Objective:To evaluate the effect of health education of a three-year special action for prevention and control of drinking water-borne endemic fluorosis (referred to as drinking water-borne fluorosis) in Shandong Province, and to provide basis for formulating health education measures in the next step.Methods:Nineteen of the disease affected counties (cities and districts) were selected as project counties (cities and districts) in key areas for prevention and control of drinking water-borne fluorosis in Shandong Province in 2018, and 50 disease affected counties (cities and districts) were selected in 2019, and the project counties (cities and districts) were expanded to all of the 105 disease affected counties (cities and districts) in Shandong Province in 2020. Three disease affected townships (towns) were selected in each county (city and district), and health education activities on drinking water-borne fluorosis were carried out in Grade 4 to Grade 6 of the central primary schools and the three villages under its jurisdiction. Students and housewives were selected to conduct questionnaire surveys on prevention and control knowledge of drinking water-borne fluorosis before and after health education. The incidence of dental fluorosis among children aged 8 - 12 years was investigated annually in 6 villages (with children aged 8 - 12 years > 50) , where health education activity was implemented and the incidence of dental fluorosis among children was > 30%, water fluoride content was > 1.5 mg/L and water improvement time was < 5 years.Results:After health education, the awareness rates of drinking water-borne fluorosis in fifth grade pupils [92.46% (4 571/4 944) vs 65.80% (3 334/5 067) in 2018; 94.84% (12 897/13 599) vs 73.55% (9 993/13 587) in 2019; 95.59% (30 407/ 31 809) vs 77.52% (24 463/31 557) in 2020] and housewives [94.12% (2 400/2 550) vs 76.04% (1 939/2 550) in 2018; 94.99% (6 412/6 750) vs 72.00% (4 860/6 750) in 2019; 95.53% (16 183/16 941) vs 78.43% (12 971/16 539) in 2020] were significantly improved (χ 2 = 1 070.47, 2 315.27, 4 456.40, 328.25, 1 294.80, 2 174.63, P < 0.05). After health education in 2020, there were significant differences in the correct answer rates of epidemic causes, hazards and preventive measures of drinking water-borne fluorosis in the questionnaire of fifth grade pupils and housewives (χ 2 = 390.78, 164.94, P < 0.05). The awareness rates of drinking water-borne fluorosis in fifth grade pupils and housewives in the eastern region (Qingdao City, Yantai City and Weifang City) were significantly higher than those in the western region (Dezhou City, Liaocheng City and Heze City) before health education (χ 2 = 547.43, 210.12, P < 0.05), and after health education, the awareness rates increased to more than 90%. The detection rate of dental fluorosis in children decreased year by year (χ 2trend = 27.95, P < 0.05). Conclusions:Through implementation of a three-year special action for prevention and control of drinking water-borne fluorosis in Shandong Province, the awareness rate of fluorosis among target populations has been significantly improved. However, it is still necessary for government departments to further increase investment in health education and carry out health education activities in a deep-going way.
7.Genomic Correlates of Unfavorable Outcome in Locally Advanced Cervical Cancer Treated with Neoadjuvant Chemoradiation
Yuchun WEI ; Chuqing WEI ; Liang CHEN ; Ning LIU ; Qiuxiang OU ; Jiani C. YIN ; Jiaohui PANG ; Zhenhao FANG ; Xue WU ; Xiaonan WANG ; Dianbin MU ; Yang SHAO ; Jinming YU ; Shuanghu YUAN
Cancer Research and Treatment 2022;54(4):1209-1218
Purpose:
Neoadjuvant therapy modality can increase the operability rate and mitigate pathological risks in locally advanced cervical cancer, but treatment response varies widely. It remains unclear whether genetic alterations correlate with the response to neoadjuvant therapy and disease-free survival (DFS) in locally advanced cervical cancer.
Materials and Methods:
A total of 62 locally advanced cervical cancer (stage IB-IIA) patients who received neoadjuvant chemoradiation plus radical hysterectomy were retrospectively analyzed. Patients’ tumor biopsy samples were comprehensively profiled using targeted next generation sequencing. Pathologic response to neoadjuvant treatment and DFS were evaluated against the association with genomic traits.
Results:
Genetic alterations of PIK3CA were most frequent (37%), comparable to that of Caucasian populations from The Cancer Genome Atlas. The mutation frequency of genes including TERT, POLD1, NOS2, and FGFR3 was significantly higher in Chinese patients whereas RPTOR, EGFR, and TP53 were underrepresented in comparison to Caucasians. Germline mutations were identified in 21% (13/62) of the cohort and more than half (57%) had mutations in DNA damage repair genes, including BRCA1/2, TP53 and PALB2. Importantly, high tumor mutation burden, TP53 polymorphism (rs1042522), and KEAP1 mutations were found to be associated with poor pathologic response to neoadjuvant chemoradiation treatment. KEAP1 mutations, PIK3CA-SOX2 co-amplification, TERC copy number gain, and TYMS polymorphism correlated with an increased risk of disease relapse.
Conclusion
We report the genomic profile of locally advanced cervical cancer patients and the distinction between Asian and Caucasian cohorts. Our findings highlight genomic traits associated with unfavorable neoadjuvant chemoradiation response and a higher risk of early disease recurrence.
8.Tongue image segmentation and tongue color classification based on deep learning
LIU Wei ; CHEN Jinming ; LIU Bo ; HU Wei ; WU Xingjin ; ZHOU Hui
Digital Chinese Medicine 2022;5(3):253-263
Objective To propose two novel methods based on deep learning for computer-aided tongue diagnosis, including tongue image segmentation and tongue color classification, improving their diagnostic accuracy. Methods LabelMe was used to label the tongue mask and Snake model to optimize the labeling results. A new dataset was constructed for tongue image segmentation. Tongue color was marked to build a classified dataset for network training. In this research, the Inception + Atrous Spatial Pyramid Pooling (ASPP) + UNet (IAUNet) method was proposed for tongue image segmentation, based on the existing UNet, Inception, and atrous convolution. Moreover, the Tongue Color Classification Net (TCCNet) was constructed with reference to ResNet, Inception, and Triple-Loss. Several important measurement indexes were selected to evaluate and compare the effects of the novel and existing methods for tongue segmentation and tongue color classification. IAUNet was compared with existing mainstream methods such as UNet and DeepLabV3+ for tongue segmentation. TCCNet for tongue color classification was compared with VGG16 and GoogLeNet. Results IAUNet can accurately segment the tongue from original images. The results showed that the Mean Intersection over Union (MIoU) of IAUNet reached 96.30%, and its Mean Pixel Accuracy (MPA), mean Average Precision (mAP), F1-Score, G-Score, and Area Under Curve (AUC) reached 97.86%, 99.18%, 96.71%, 96.82%, and 99.71%, respectively, suggesting IAUNet produced better segmentation than other methods, with fewer parameters. Triplet-Loss was applied in the proposed TCCNet to separate different embedded colors. The experiment yielded ideal results, with F1-Score and mAP of the TCCNet reached 88.86% and 93.49%, respectively. Conclusion IAUNet based on deep learning for tongue segmentation is better than traditional ones. IAUNet can not only produce ideal tongue segmentation, but have better effects than those of PSPNet, SegNet, UNet, and DeepLabV3+, the traditional networks. As for tongue color classification, the proposed network, TCCNet, had better F1-Score and mAP values as compared with other neural networks such as VGG16 and GoogLeNet.
9.A polyphenol-assisted IL-10 mRNA delivery system for ulcerative colitis.
Zhejie CHEN ; Wei HAO ; Caifang GAO ; Yangyang ZHOU ; Chen ZHANG ; Jinming ZHANG ; Ruibing WANG ; Yitao WANG ; Shengpeng WANG
Acta Pharmaceutica Sinica B 2022;12(8):3367-3382
With the development of synthesis technology, modified messenger RNA (mRNA) has emerged as a novel category of therapeutic agents for a broad of diseases. However, effective intracellular delivery of mRNA remains challenging, especially for its sensitivity to enzymatic degradation. Here, we propose a polyphenol-assisted handy delivery strategy for efficient in vivo delivery of IL-10 mRNA. IL-10 mRNA binds to polyphenol ellagic acid through supramolecular binding to yield a negatively charged core, followed by complexing with linear polyetherimide and coating with bilirubin-modified hyaluronic acid to obtain a layer-by-layer nanostructure. The nanostructure specifically up-regulated the level of IL-10, effectively inhibited the expression of inflammatory factors, promoted mucosal repair, protected colonic epithelial cells against apoptosis, and exerted potent therapeutic efficacy in dextran sulfate sodium salt-induced acute and chronic murine models of colitis. The designed delivery system without systemic toxicity has the potential to facilitate the development of a promising platform for mRNA delivery in ulcerative colitis treatment.
10.Correlations of serum TgAb and TPOAb and clinicopathological features of PTC in children and adolescents
Dongmei HUANG ; Jingtai ZHI ; Jinming ZHANG ; Xiangqian ZHENG ; Jingzhu ZHAO ; Songfeng WEI ; Ming GAO
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2022;57(12):1418-1425
Objective:To analyze the correlations between serum thyroglobulin antibody (TgAb) and thyroid peroxidase antibody (TPOAb) and clinicopathological features in children and adolescents with papillary thyroid carcinoma (PTC).Methods:A retrospective analysis was conduced on the clinicopathological data of children and adolescents (age≤21 years old) with PTC admitted to Tianjin Medical University Cancer Hospital from 2011 to 2019, and then, we used χ 2 test or Fisher′s exact probability test to compare the differences in clinicopathological characteristics between groups with different TgAb and TPOAb status and multivariate logistic regression model analysis to evaluate independent predictors of cervical lymph node metastasis. Results:A total of 304 patients, including 89 males and 215 females, aged 5-21 years (median age 19 years), were enrolled in this study. The comparison between groups with different TgAb and TPOAb status showed that there were significant differences in gender, preoperative thyroglobulin (Tg) level, primary tumor location, number of primary tumors and maximum tumor diameter (all P<0.05), which suggested that TgAb +group ( n=81) and TPOAb +group ( n=84) had relatively better primary tumor characteristics. Patitents with TgAb +and TPOAb +were more common in females and their preoperative Tg level was mostly within the normal range, and there were significant differences in primary tumor location, number of primary tumors and maximum tumor diameter between TgAb +and TgAb -(223 cases) groups (all P<0.05). There was significant difference in the maximum tumor diameter between TPOAb +and TPOAb -(220 cases) groups ( P<0.05). Analysis of risk factors for cervical lymph node metastasis showed that independent risk factors for central lymph node metastasis were maximum tumor diameter>2 cm ( OR=2.84, 95% CI: 1.59-5.07, P<0.001) and extra-thyroid extension ( OR=0.32, 95% CI: 0.17-0.60, P<0.001), and independent risk factors for lateral neck lymph node metastasis included age≤14 years old ( OR=0.34, 95% CI: 0.18-0.67, P=0.002), preoperative Tg +( OR=2.16, 95% CI: 1.10-4.24, P=0.026) and maximum tumor diameter>2 cm ( OR=3.99, 95% CI: 2.33-6.82, P<0.001). Conclusion:It is recommended to test routinely serum TgAb and TPOAb before surgery in children and adolescents with PTC. Preoperative Tg +, age≤14 years, maximum tumor diameter>2 cm, and extra-thyroid extension are risk factors for cervical lymph node metastasis.

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