Objective To investigate the feasibility of developing a grading diagnostic model for schistosomiasis-induced liver fibrosis based on B-mode ultrasonographic images and clinical laboratory indicators. Methods Ultrasound images and clinical laboratory testing data were captured from schistosomiasis patients admitted to the Second People’s Hospital of Duchang County, Jiangxi Province from 2018 to 2022. Patients with grade I schistosomiasis-induced liver fibrosis were enrolled in Group 1, and patients with grade II and III schistosomiasis-induced liver fibrosis were enrolled in Group 2. The machine learning binary classification tasks were created based on patients’radiomics and clinical laboratory data from 2018 to 2021 as the training set, and patients’radiomics and clinical laboratory data in 2022 as the validation set. The features of ultrasonographic images were labeled with the ITK-SNAP software, and the features of ultrasonographic images were extracted using the Python 3.7 package and PyRadiomics toolkit. The difference in the features of ultrasonographic images was compared between groups with t test or Mann-Whitney U test, and the key imaging features were selected with the least absolute shrinkage and selection operator (LASSO) regression algorithm. Four machine learning models were created using the Scikit-learn repository, including the support vector machine (SVM), random forest (RF), linear regression (LR) and extreme gradient boosting (XGBoost). The optimal machine learning model was screened with the receiver operating characteristic curve (ROC), and features with the greatest contributions to the differentiation features of ultrasound images in machine learning models with the SHapley Additive exPlanations (SHAP) method. Results The ultrasonographic imaging data and clinical laboratory testing data from 491 schistosomiasis patients from 2019 to 2022 were included in the study, and a total of 851 radiomics features and 54 clinical laboratory indicators were captured. Following statistical tests (t = −5.98 to 4.80, U = 6 550 to 20 994, all P values < 0.05) and screening of key features with LASSO regression, 44 features or indicators were included for the subsequent modeling. The areas under ROC curve (AUCs) were 0.763 and 0.611 for the training and validation sets of the SVM model based on clinical laboratory indicators, 0.951 and 0.892 for the training and validation sets of the SVM model based on radiomics, and 0.960 and 0.913 for the training and validation sets of the multimodal SVM model. The 10 greatest contributing features or indicators in machine learning models included 2 clinical laboratory indicators and 8 radiomics features. Conclusions The multimodal machine learning models created based on ultrasound-based radiomics and clinical laboratory indicators are feasible for intelligent identification of schistosomiasis-induced liver fibrosis, and are effective to improve the classification effect of one-class data models.

Recently, World Health Organization/International Agency for Research on Cancer (WHO/IARC) published the World Cancer Report 2020. This report described the cancer burden of the world, the risk factors of cancer, biological process in cancer development and the prevention strategies of cancer. Based on current status of China’s cancer burden and prevention strategies, this paper briefly interpreted the key points of cancer prevention and control in the report.

Objective: Using updated population-based cancer registration (PBCR) data, we estimated nation-wide liver cancer statistics overall, by sex and by areas in China. Methods: Qualified PBCR data of liver cancer in 2015 which met the data quality criteria were stratified by geographical locations, sex, and age groups. Age-specific incidence and mortality rates by sex and area were calculated. The burden of liver cancer was evaluated by multiplying these rates by the year of 2015 population. Chinese standard population in 2000 and World Segi′s population were used for the calculation of age-standardized rates (ASR) of incidence and mortality. Results: Qualified 368 cancer registries covered a total of 309 553 499 populations in China, accounting for 22.52% of the national population. It is estimated that there were 370 000 new cases (274 000 males and 96 000 females) of liver cancer in China. The age-standardized incidence rates by Chinese standard population (ASR China) and World Segi′s population (ASR World) were 17.64 per 100 000 and 17.35 per 100 000, respectively. Rural areas showed higher incidence (ASR China: 20.07 per 100 000, ASR World: 19.67 per 100 000) than urban areas (ASR China: 15.90 per 100 000, ASR world: 15.67 per 100 000). Subgroup analysis showed that western areas of China had highest incidence rate of liver cancer, with the ASR China of 20.65 per 100 000 and 20.22 per 100 000 for ASR world, respectively. For new cases of liver cancer deaths, there were 326 000 new deaths (242 000 males and 84 000 females) in China, with age-standardized mortality rate by Chinese standard population and World Segi′s population of 15.33 per 100 000 and 15.09 per 100 000, respectively. Rural areas showed higher mortality (ASR China: 17.17 per 100 000, ASR world: 16.86 per 100 000) than urban areas (ASR China: 14.00 per 100 000, ASR World: 13.81 per 100 000). Conclusions There is still a heavy burden of liver cancer in China. Rural residents have higher incidence and mortality of liver cancer compared with urban counterparts. It is likely that many factors such as hepatitis virus infection, and aflatoxin exposure play a dominating role. Prevention and control strategies should be enhanced in the future.

Objective Using updated population?based cancer registration ( PBCR ) data, we estimated nation?wide liver cancer statistics overall, by sex and by areas in China. Methods Qualified PBCR data of liver cancer in 2015 which met the data quality criteria were stratified by geographical locations, sex, and age groups. Age?specific incidence and mortality rates by sex and area were calculated. The burden of liver cancer was evaluated by multiplying these rates by the year of 2015 population. Chinese standard population in 2000 and World Segi′s population were used for the calculation of age?standardized rates (ASR ) of incidence and mortality. Results Qualified 368 cancer registries covered a total of 309 553 499 populations in China, accounting for 22.52% of the national population. It is estimated that there were 370 000 new cases ( 274 000 males and 96 000 females) of liver cancer in China. The age? standardized incidence rates by Chinese standard population ( ASR China) and World Segi′s population ( ASR World) were 17.64 per 100 000 and 17.35 per 100 000, respectively. Rural areas showed higher incidence (ASR China: 20.07 per 100 000, ASR World: 19.67 per 100 000) than urban areas (ASR China: 15.90 per 100 000, ASR world: 15.67 per 100 000). Subgroup analysis showed that western areas of China had highest incidence rate of liver cancer, with the ASR China of 20.65 per 100 000 and 20.22 per 100 000 for ASR world, respectively. For new cases of liver cancer deaths, there were 326 000 new deaths ( 242 000 males and 84 000 females) in China, with age?standardized mortality rate by Chinese standard population and World Segi′s population of 15.33 per 100 000 and 15.09 per 100 000, respectively. Rural areas showed higher mortality (ASR China:17.17 per 100 000, ASR world: 16.86 per 100 000) than urban areas ( ASR China: 14.00 per 100 000, ASR World: 13.81 per 100 000).Conclusions There is still a heavy burden of liver cancer in China. Rural residents have higher incidence and mortality of liver cancer compared with urban counterparts. It is likely that many factors such as hepatitis virus infection, and aflatoxin exposure play a dominating role. Prevention and control strategies should be enhanced in the future.

Objective Using updated population?based cancer registration ( PBCR ) data, we estimated nation?wide liver cancer statistics overall, by sex and by areas in China. Methods Qualified PBCR data of liver cancer in 2015 which met the data quality criteria were stratified by geographical locations, sex, and age groups. Age?specific incidence and mortality rates by sex and area were calculated. The burden of liver cancer was evaluated by multiplying these rates by the year of 2015 population. Chinese standard population in 2000 and World Segi′s population were used for the calculation of age?standardized rates (ASR ) of incidence and mortality. Results Qualified 368 cancer registries covered a total of 309 553 499 populations in China, accounting for 22.52% of the national population. It is estimated that there were 370 000 new cases ( 274 000 males and 96 000 females) of liver cancer in China. The age? standardized incidence rates by Chinese standard population ( ASR China) and World Segi′s population ( ASR World) were 17.64 per 100 000 and 17.35 per 100 000, respectively. Rural areas showed higher incidence (ASR China: 20.07 per 100 000, ASR World: 19.67 per 100 000) than urban areas (ASR China: 15.90 per 100 000, ASR world: 15.67 per 100 000). Subgroup analysis showed that western areas of China had highest incidence rate of liver cancer, with the ASR China of 20.65 per 100 000 and 20.22 per 100 000 for ASR world, respectively. For new cases of liver cancer deaths, there were 326 000 new deaths ( 242 000 males and 84 000 females) in China, with age?standardized mortality rate by Chinese standard population and World Segi′s population of 15.33 per 100 000 and 15.09 per 100 000, respectively. Rural areas showed higher mortality (ASR China:17.17 per 100 000, ASR world: 16.86 per 100 000) than urban areas ( ASR China: 14.00 per 100 000, ASR World: 13.81 per 100 000).Conclusions There is still a heavy burden of liver cancer in China. Rural residents have higher incidence and mortality of liver cancer compared with urban counterparts. It is likely that many factors such as hepatitis virus infection, and aflatoxin exposure play a dominating role. Prevention and control strategies should be enhanced in the future.

Objective: Data from local cancer registries were pooled to estimate cancer incidence and mortality in China, 2015. Methods: Data submitted from 501 cancer registries were checked & evaluated according to the criteria of data quality control, and 368 registries′ data were qualified for the final analysis. Data were stratified by area (urban/rural), sex, age group and cancer sites, and combined with national population data to estimate cancer incidence and mortality in China, 2015. Chinese population census in 2000 and Segi′s population were used for age-standardized. Results: Total population covered by 368 cancer registries were 309 553 499 (148 804 626 in urban and 160 748 873 in rural areas). The percentage of morphologically verified cases (MV) and the percentage of death certificate-only cases (DCO) accounted for 69.34% and 2.09%, respectively, and the mortality to incidence ratio was 0.61. About 3 929 000 new cancer cases were reported in 2015 and the crude incidence rate was 285.83 per 100 000 population (males and females were 305.47 and 265.21 per 100 000 population). Age-standardized incidence rates by Chinese standard population (ASIRC) and by world standard population (ASIRW) were 190.64 and 186.39 per 100 000 population, respectively, with the cumulative incidence rate (0-74 age years old) of 21.44%. The cancer incidence and ASIRC were 304.96/100 000 and 196.09/100 000 in urban areas and 261.40/100 000 and 182.70/100 000 in rural areas, respectively. About 2 338 000 cancer deaths were reported in 2015 and the cancer mortality was 170.05/100 000 (210.10/100 000 in males and 128.00/100 000 in females). Age-standardized mortality rates by Chinese standard population (ASMRC) and by world standard population (ASMRW) were 106.72/100 000 and 105.84/100 000, respectively, with the cumulative incidence rate (0-74 age years old) of 11.94%. The cancer mortality and ASMRC were 172.61/100 000 and 103.65/100 000 in urban areas and 166.79/100 000 and 110.76/100 000 in rural areas, respectively. The most common cancer cases including lung, gastric, colorectal, liver and female breast, the top 10 cancer incidence accounted for about 76.70% of all cancer new cases. The most common cancer deaths including lung, liver, gastric, esophageal and colorectal, the top 10 cancer deaths accounted for about 83.00% of all cancer deaths. Conclusions The burden of cancer showed a continuous upward trend in China. Cancer prevention and control faces the problem of the disparity in different areas and different cancer burden between men and women. The cancer pattern in China presents the coexistence of the cancer patterns in developed and developing countries. The situation of cancer prevention and control is still serious in China.

Objective: To estimate the incidence and mortality of laryngeal cancer in China based on the cancer registration data in 2014, collected by the National Central Cancer Registry (NCCR), and to provide support data for the control and prevention of laryngeal cancer. Methods: The incident and death data of laryngeal cancer in 2014 from 339 cancer registries met the quality criteria of NCCR, and then adopted for analysis. The incident and death number, crude rate, age standardized rate, truncated rate and proportion which stratified by areas (urban/rural) and age were calculated. The nationwide incidence and mortality of laryngeal cancer in 2014 were estimated by combining with those data on national population in 2014. Chinese population census in 2000 and Segi′s population were used for age-standardized incidence/mortality rates. Results: It was estimates that 23.4 thousand new cases of laryngeal cancer occurred in China in 2014. There were 20.8 thousand males and 2.6 thousand females. And 14.5 thousand occurred in urban areas, while 8.9 thousand in rural areas. The age standardized rates of incidence by world standard population (ASRs world) in male, female and both genders were 2.05/100, 000, 0.24/100, 000 and 1.14/100, 000, respectively, whereas those were 1.22/100, 000 and 1.03/100, 000 for urban and rural areas. The incidence was much higher in males than females, and slightly higher in urban areas than those in rural areas. Moreover, it was estimates that 13.2 thousand death cases of laryngeal cancer occurred in China in 2014. There were 11.5 thousand males and 1.7 thousand females. And 7.8 thousand occurred in urban areas, while 5.4 thousand in rural areas. The age standardized rates of mortality by ASRs world in male, female and both genders were 1.08/100, 000, 0.14/100, 000 and 0.60/100, 000, respectively, whereas those were 0.60/100, 000 and 0.59/100, 000 for urban and rural areas. The mortality was much higher in males than females, and slightly higher in urban areas than those in rural areas. In males, the age specific incidence and mortality of laryngeal cancer increased greatly from 40-44 and 45-44 years old, respectively, and peaked at age group of 75-79 and >85 years old. In females, the age specific incidence and mortality increased slowly from 50-54 and 60-64 years old, respectively, and peaked at age group of 80-84 and >85 years old. The trends remained similar in urban and rural areas, except for the different peak ages. Conclusions The incidence and mortality of laryngeal cancer in China are at middle-low levels worldwide, and there are obvious differences between urban and rural areas with distinct gender disparity. Comprehensive prevention and control strategies should be carried out according to local status and age groups.

Objective: To estimate lung cancer incidence and mortality in China using population-based cancer registry data in 2014 collected by National Central Cancer Registry of China (NCCRC). Methods: 449 cancer registries submitted cancer registry data in 2014. All datasets were evaluated and 339 registries′ data which met the quality control criteria of NCCRC were analyzed. Numbers of new lung cancer cases and deaths were estimated using calculated incidence and mortality rates and corresponding national population stratified by areas, sexes and age groups. The standard population of Chinese census in 2000 and world Segi′ s population were applied to calculate age-standardized incidence and mortality rates in China and worldwide, respectively. Results: A total of 781, 500 new lung cancer cases were diagnosed in 2014. The crude incidence rate was 57.13 per 100 000 and the age-standardized incidence rates by Chinese standard population (ASIRC) and by world standard population (ASIRW) were 36.71 per 100 000 and 36.63 per 100 000, respectively. The cumulative incidence rate (0-74 years old) was 4.50%. Lung cancer was the most common cancer in male (ASIRW: 50.04 per 100 000) and the second most common cancer in female (ASIRW: 23.63 per 100 000). The incidence rates were slightly similar in urban areas and in rural areas (ASIRW: 36.64 per 100 000 vs 36.56 per 100 000). A total of 626 400 lung cancer deaths were reported. The crude mortality rate was 45.80 per 100 000 and the age-standardized mortality rates by Chinese standard population (ASMRC) and by world standard population (ASMRW) were 28.49 per 100 000 and 28.31 per 100 000, respectively. The cumulative mortality rate (0-74 years old) was 3.32%. Lung cancer was the most common cause of cancer deaths both in male (ASMRW: 40.21 per 100 000) and female (ASMRW: 16.88 per 100 000). The mortality rate was slightly higher in rural areas than in urban areas (ASMRW: 28.63 per 100 000 vs 28.04 per 100 000). Both lung cancer incidence and mortality rates increased with age, and the peak age was 80-84 years group. Conclusions The disease burden of lung cancer is heavy in China. Efficient national health policies and prevention and control strategies against lung cancer should be promoted.

Objective The registration data of local cancer registries in 2014 were collected by National Central Cancer Registry ( NCCR) in 2017 to estimate the cancer incidence and mortality in China. Methods The data submitted from 449 registries were checked and evaluated, and the data of 339 registries out of them were qualified and selected for the final analysis. Cancer incidence and mortality were stratified by area, gender, age group and cancer type, and combined with the population data of 2014 to estimate cancer incidence and mortality in China. The age composition of standard population of Chinese census in 2000 and Segi′s population were used for age?standardized incidence and mortality in China and worldwide, respectively. Results Total covered population of 339 cancer registries ( 129 in urban and 210 in rural) in 2014 were 288243347 ( 144061915 in urban and 144181432 in rural areas) . The mortality verified cases ( MV％) were 68. 01％. Among them, 2.19％ cases were identified through death certifications only ( DCO％) , and the mortality to incidence ratio was 0.61. There were about 3,804,000 new cases diagnosed as malignant cancer and 2, 296, 000 cases dead in 2014 in the whole country. The incidence rate was 278.07/100,000 ( males 301.67/100,000, females 253.29/100,000) in China, age?standardized incidence rates by Chinese standard population ( ASIRC) and by world standard population were 190.63/100,000 and 186.53/100,000, respectively, and the cumulative incidence rate (0?74 age years old) was 21.58％. The cancer incidence and ASIRC in urban areas were 302. 13/100, 000 and 196.58/100, 000, respectively, whereas in rural areas, those were 248.94/100,000 and 182.64/100,000, respectively. The cancer mortality in China was 167.89/100, 000 ( 207.24/100, 000 in males and 126.54/100, 000 in females ) , age?standardized mortality rates by Chinese standard population ( ASMRC ) and by world standard population were 106.98/100,000 and 106.09/100,000, respectively. And the cumulative incidence rate (0?74 age years old) was 12.00％. The cancer mortality and ASMRC in urban areas were 174.34/100,000 and 103.49/100,000, respectively, whereas in rural areas, those were 160.07/100,000 and 111.57/100,000, respectively. Lung cancer, gastric cancer, colorectal cancer, liver cancer, female breast cancer, esophageal cancer, thyroid cancer, cervical cancer, encephala and pancreas cancer, were the most common cancers in China, accounting for about 77.00％ of the new cancer cases. Lung cancer, liver cancer, gastric cancer, esophageal cancer, colorectal cancer, pancreatic cancer, breast cancer, encephala, leukemia and lymphoma were the leading causes of death and accounted for about 83.36％ of cancer deaths. Conclusions The progression of cancer registry in China develops rapidly in these years, with the coverage of registrations is expanded and the data quality was improved steadily year by year. As the basis of cancer prevention and control program, cancer registry plays an important role in making the medium and long term of anti?cancer strategies in China. As China is still facing the serious cancer burden and the cancer patterns varies differently according to the locations and genders, effective measures and strategies of cancer prevention and control should be implemented based on the practical situation.

Objective The registration data of local cancer registries in 2014 were collected by National Central Cancer Registry ( NCCR) in 2017 to estimate the cancer incidence and mortality in China. Methods The data submitted from 449 registries were checked and evaluated, and the data of 339 registries out of them were qualified and selected for the final analysis. Cancer incidence and mortality were stratified by area, gender, age group and cancer type, and combined with the population data of 2014 to estimate cancer incidence and mortality in China. The age composition of standard population of Chinese census in 2000 and Segi′s population were used for age?standardized incidence and mortality in China and worldwide, respectively. Results Total covered population of 339 cancer registries ( 129 in urban and 210 in rural) in 2014 were 288243347 ( 144061915 in urban and 144181432 in rural areas) . The mortality verified cases ( MV％) were 68. 01％. Among them, 2.19％ cases were identified through death certifications only ( DCO％) , and the mortality to incidence ratio was 0.61. There were about 3,804,000 new cases diagnosed as malignant cancer and 2, 296, 000 cases dead in 2014 in the whole country. The incidence rate was 278.07/100,000 ( males 301.67/100,000, females 253.29/100,000) in China, age?standardized incidence rates by Chinese standard population ( ASIRC) and by world standard population were 190.63/100,000 and 186.53/100,000, respectively, and the cumulative incidence rate (0?74 age years old) was 21.58％. The cancer incidence and ASIRC in urban areas were 302. 13/100, 000 and 196.58/100, 000, respectively, whereas in rural areas, those were 248.94/100,000 and 182.64/100,000, respectively. The cancer mortality in China was 167.89/100, 000 ( 207.24/100, 000 in males and 126.54/100, 000 in females ) , age?standardized mortality rates by Chinese standard population ( ASMRC ) and by world standard population were 106.98/100,000 and 106.09/100,000, respectively. And the cumulative incidence rate (0?74 age years old) was 12.00％. The cancer mortality and ASMRC in urban areas were 174.34/100,000 and 103.49/100,000, respectively, whereas in rural areas, those were 160.07/100,000 and 111.57/100,000, respectively. Lung cancer, gastric cancer, colorectal cancer, liver cancer, female breast cancer, esophageal cancer, thyroid cancer, cervical cancer, encephala and pancreas cancer, were the most common cancers in China, accounting for about 77.00％ of the new cancer cases. Lung cancer, liver cancer, gastric cancer, esophageal cancer, colorectal cancer, pancreatic cancer, breast cancer, encephala, leukemia and lymphoma were the leading causes of death and accounted for about 83.36％ of cancer deaths. Conclusions The progression of cancer registry in China develops rapidly in these years, with the coverage of registrations is expanded and the data quality was improved steadily year by year. As the basis of cancer prevention and control program, cancer registry plays an important role in making the medium and long term of anti?cancer strategies in China. As China is still facing the serious cancer burden and the cancer patterns varies differently according to the locations and genders, effective measures and strategies of cancer prevention and control should be implemented based on the practical situation.