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Applications of artificial intelligence in, early detection of cancer, clinical diagnosis and personalized medicine 被引量:1
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作者 Mujib Ullah Asma Akbar Gustavo Yannarelli 《Artificial Intelligence in Cancer》 2020年第2期39-44,共6页
Artificial intelligence(AI)refers to the simulation of human intelligence in machines programmed to convert raw input data into decision-making actions,like humans.AI programs are designed to make decisions,often usin... Artificial intelligence(AI)refers to the simulation of human intelligence in machines programmed to convert raw input data into decision-making actions,like humans.AI programs are designed to make decisions,often using deep learning and computer-guided programs that analyze and process raw data into clinical decision making for effective treatment.New techniques for predicting cancer at an early stage are needed as conventional methods have poor accuracy and are not applicable to personalized medicine.AI has the potential to use smart,intelligent computer systems for image interpretation and early diagnosis of cancer.AI has been changing almost all the areas of the medical field by integrating with new emerging technologies.AI has revolutionized the entire health care system through innovative digital diagnostics with greater precision and accuracy.AI is capable of detecting cancer at an early stage with accurate diagnosis and improved survival outcomes.AI is an innovative technology of the future that can be used for early prediction,diagnosis and treatment of cancer. 展开更多
关键词 Artificial intelligence cancer Clinical tumor prediction early detection of cancer Clinical diagnosis Personalized medicine
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Impact of colorectal cancer screening participation in remote northern Canada:A retrospective cohort study
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作者 Heather A Smith Andrew D Scarffe +5 位作者 Nicole Brunet Cait Champion Kami Kandola Alisha Tessier Robin Boushey Craig Kuziemsky 《World Journal of Gastroenterology》 SCIE CAS 2020年第48期7652-7663,共12页
BACKGROUND Screening provides earlier colorectal cancer(CRC)detection and improves outcomes.It remains poorly understood if these benefits are realized with screening guidelines in remote northern populations of Canad... BACKGROUND Screening provides earlier colorectal cancer(CRC)detection and improves outcomes.It remains poorly understood if these benefits are realized with screening guidelines in remote northern populations of Canada where CRC rates are nearly twice the national average and access to colonoscopy is limited.AIM To evaluate the participation and impact of CRC screening guidelines in a remote northern population.METHODS This retrospective cohort study included residents of the Northwest Territories,a northern region of Canada,age 50-74 who underwent CRC screening by a fecal immunohistochemical test(FIT)between January 1,2014 to March 30,2019.To assess impact,individuals with a screen-detected CRC were compared to clinically-detected CRC cases for stage and location of CRC between 2014-2016.To assess participation,we conducted subgroup analyses of FIT positive individuals exploring the relationships between signs and symptoms of CRC at the time of screening,wait-times for colonoscopy,and screening outcomes.Two sample Welch t-test was used for normally distributed continuous variables,Mann-Whitney-Wilcoxon Tests for data without normal distribution,and Chi-square goodness of fit test for categorical variables.A P value of<0.05 was considered to be statistically significant.RESULTS 6817 fecal tests were completed,meaning an annual average screening rate of 25.04%,843(12.37%)were positive,629 individuals underwent a follow-up colonoscopy,of which,24.48%had advanced neoplasia(AN),5.41%had CRC.There were no significant differences in stage,pathology,or location between screen-detected cancers and clinically-detected cancers.In assessing participation and screening outcomes,we observed 49.51%of individuals referred for colonoscopy after FIT were ineligible for CRC screening,most often due to signs and symptoms of CRC.Individuals were more likely to have AN if they had signs and symptoms of cancer at the time of screening,waited over 180 d for colonoscopy,or were indigenous[respectively,estimated RR 1.1895%CI of RR(0.89-1.59)];RR 1.523(CI:1.035,2.240);RR 1.722(CI:1.165,2.547)].CONCLUSION Screening did not facilitate early cancer detection but facilitated higher than anticipated AN detection.Signs and symptoms of CRC at screening,and long colonoscopy wait-times appear contributory. 展开更多
关键词 GASTROENTEROLOGY Rural health services Public health Colorectal neoplasms early detection of cancer Northwest Territories
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Cancer/testis antigen, Kita-Kyushu lung cancer antigen-1 and ABCD stratification for diagnosing gastric cancers 被引量:3
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作者 Akiko Shida Takashi Fukuyama +8 位作者 Nobue Futawatari Haruki Ohmiya Yoshinobu Ichiki Tetsuro Yamashita Yatsushi Nishi Noritada Kobayashi Hitoshi Yamazaki Masahiko Watanabe Yoshihito Takahashi 《World Journal of Gastroenterology》 SCIE CAS 2020年第4期424-432,共9页
BACKGROUND The ABCD stratification[combination of serum pepsinogen(PG)levels and titers of antibody(immunoglobulin G,IgG)against Helicobacter pylori(H.pylori)]is effective for the classification of individuals at risk... BACKGROUND The ABCD stratification[combination of serum pepsinogen(PG)levels and titers of antibody(immunoglobulin G,IgG)against Helicobacter pylori(H.pylori)]is effective for the classification of individuals at risk of developing gastric cancer(GC).The Kita–Kyushu lung cancer antigen-1(KK-LC-1)is a Cancer/Testis antigen frequently expressed in GC.AIM To evaluate the effectiveness of KK-LC-1 and ABCD stratification in the diagnosis of GC.METHODS We analyzed the gene expression of KK-LC-1 in surgical specimens obtained from GC tumors.The levels of serum PG I/PG II and IgG against H.pylori were measured.According to their serological status,the patients were classified into the four groups of the ABCD stratification.RESULTS Of the 77 examined patients,63(81.8%)expressed KK-LC-1.The IgG titers of H.pylori and PG II were significantly higher in patients expressing KK-LC-1 than those measured in patients not expressing KK-LC-1(P=0.0289 and P=0.0041,respectively).The expression of KK-LC-1 in group C[PG method(+)/H.pylori infection(+)]was as high as 93.9%high.KK-LC-1 was also detected in group A[-/-].CONCLUSION The KK-LC-1 expression in GC was associated with H.pylori infection and atrophic status,so that,KK-LC-1 may be a useful marker for the diagnosis of GC. 展开更多
关键词 Gastric cancer Tumor antigen cancer/testis antigen Kita–Kyushu lung cancer antigen-1 Helicobacter pylori early detection of cancer
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Application of an artificial intelligence system for endoscopic diagnosis of superficial esophageal squamous cell carcinoma 被引量:1
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作者 Qian-Qian Meng Ye Gao +6 位作者 Han Lin Tian-Jiao Wang Yan-Rong Zhang Jian Feng Zhao-Shen Li Lei Xin Luo-Wei Wang 《World Journal of Gastroenterology》 SCIE CAS 2022年第37期5483-5493,共11页
BACKGROUND Upper gastrointestinal endoscopy is critical for esophageal squamous cell carcinoma(ESCC)detection;however,endoscopists require long-term training to avoid missing superficial lesions.AIM To develop a deep ... BACKGROUND Upper gastrointestinal endoscopy is critical for esophageal squamous cell carcinoma(ESCC)detection;however,endoscopists require long-term training to avoid missing superficial lesions.AIM To develop a deep learning computer-assisted diagnosis(CAD)system for endoscopic detection of superficial ESCC and investigate its application value.METHODS We configured the CAD system for white-light and narrow-band imaging modes based on the YOLO v5 algorithm.A total of 4447 images from 837 patients and 1695 images from 323 patients were included in the training and testing datasets,respectively.Two experts and two non-expert endoscopists reviewed the testing dataset independently and with computer assistance.The diagnostic performance was evaluated in terms of the area under the receiver operating characteristic curve,accuracy,sensitivity,and specificity.RESULTS The area under the receiver operating characteristics curve,accuracy,sensitivity,and specificity of the CAD system were 0.982[95%confidence interval(CI):0.969-0.994],92.9%(95%CI:89.5%-95.2%),91.9%(95%CI:87.4%-94.9%),and 94.7%(95%CI:89.0%-97.6%),respectively.The accuracy of CAD was significantly higher than that of non-expert endoscopists(78.3%,P<0.001 compared with CAD)and comparable to that of expert endoscopists(91.0%,P=0.129 compared with CAD).After referring to the CAD results,the accuracy of the non-expert endoscopists significantly improved(88.2%vs 78.3%,P<0.001).Lesions with Paris classification type 0-IIb were more likely to be inaccurately identified by the CAD system.CONCLUSION The diagnostic performance of the CAD system is promising and may assist in improving detectability,particularly for inexperienced endoscopists. 展开更多
关键词 Computer-aided diagnosis Artificial intelligence Deep learning Esophageal squamous cell carcinoma early detection of cancer Upper gastrointestinal endoscopy
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Colorectal cancer screening in the COVID-19 era 被引量:1
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作者 Anusri Kadakuntla Tiffany Wang +4 位作者 Karen Medgyesy Enxhi Rrapi James Litynski Gillian Adynski Micheal Tadros 《World Journal of Gastrointestinal Oncology》 SCIE 2021年第4期238-251,共14页
Colorectal cancer(CRC)is the third most diagnosed form of cancer and second most deadly cancer worldwide.Introduction of better screening has improved both incidence and mortality.However,as the coronavirus disease 20... Colorectal cancer(CRC)is the third most diagnosed form of cancer and second most deadly cancer worldwide.Introduction of better screening has improved both incidence and mortality.However,as the coronavirus disease 2019(COVID-19)pandemic began,healthcare resources were shunted away from cancer screening services resulting in a sharp decrease in CRC screening and a backlog of patients awaiting screening tests.This may have significant effects on CRC cancer mortality,as delayed screening may lead to advanced cancer at diagnosis.Strategies to overcome COVID-19 related disruption include utilizing stool-based cancer tests,developing screening protocols based on individual risk factors,expanding telehealth,and increasing open access colonoscopies.In this review,we will summarize the effects of COVID-19 on CRC screening,the potential longoutcomes,and ways to adapt CRC screening during this global pandemic. 展开更多
关键词 Colorectal cancer COVID-19 COLONOSCOPY early detection of cancer Diagnostic screening programs Mass screening
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Practical considerations for colorectal cancer screening in older adults
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作者 Dana Gornick Anusri Kadakuntla +2 位作者 Alexa Trovato Rebecca Stetzer Micheal Tadros 《World Journal of Gastrointestinal Oncology》 SCIE 2022年第6期1086-1102,共17页
Recent guidelines recommend that colorectal cancer(CRC)screening after age 75 be considered on an individualized basis,and discourage screening for people over 85 due to competing causes of mortality.Given the heterog... Recent guidelines recommend that colorectal cancer(CRC)screening after age 75 be considered on an individualized basis,and discourage screening for people over 85 due to competing causes of mortality.Given the heterogeneity in the health of older individuals,and lack of data within current guidelines for personalized CRC screening approaches,there remains a need for a clearer framework to inform clinical decision-making.A revision of the current approach to CRC screening in older adults is even more compelling given the improvements in CRC treatment,post-treatment survival,and increasing life expectancy in the population.In this review,we aim to examine the personalization of CRC screening cessation based on specific factors influencing life and health expectancy such as comorbidity,frailty,and cognitive status.We will also review screening modalities and endoscopic technique for minimizing risk,the risks of screening unique to older adults,and CRC treatment outcomes in older patients,in order to provide important information to aid CRC screening decisions for this age group.This review article offers a unique approach to this topic from both the gastroenterologist and geriatrician perspective by reviewing the use of specific clinical assessment tools,and addressing technical aspects of screening colonoscopy and periprocedural management to mitigate screening-related complications. 展开更多
关键词 Colorectal cancer COLONOSCOPY cancer screening early detection of cancer Aged ELDERLY
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Hepatocellular carcinoma surveillance and quantile regression for determinants of underutilisation in at-risk Australian patients
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作者 Elizabeth SL Low Ross Apostolov +4 位作者 Darren Wong Sandra Lin Numan Kutaiba Josephine A Grace Marie Sinclair 《World Journal of Gastrointestinal Oncology》 SCIE 2021年第12期2149-2160,共12页
BACKGROUND While clinical guidelines recommend hepatocellular carcinoma(HCC)surveillance for at-risk individuals,reported surveillance rates in the United States and Europe remain disappointingly low.AIM To quantify H... BACKGROUND While clinical guidelines recommend hepatocellular carcinoma(HCC)surveillance for at-risk individuals,reported surveillance rates in the United States and Europe remain disappointingly low.AIM To quantify HCC surveillance in an Australian cohort,and assess for factors associated with surveillance underutilisation.METHODS All patients undergoing HCC surveillance liver ultrasounds between January 1,2018 to June 30,2018 at a tertiary hospital in Melbourne,Australia,were followed until July 31,2020,or when surveillance was no longer required.The primary outcome was the percentage of time up-to-date with HCC surveillance(PTUDS).Quantile regression was performed to determine the impact of factors associated with HCC surveillance underutilisation.RESULTS Among 775 at-risk patients followed up for a median of 27.5 months,the median PTUDS was 84.2%(IQR:66.3%-96.3%).85.0%of patients were followed up by specialist gastroenterologists.Amongst those receiving specialist care,quantile regression demonstrated differential associations at various quantile levels of PTUDS for several factors.Older age at the 25th quantile(estimate 0.002 per percent,P=0.03),and cirrhotic status at the 75th quantile(estimate 0.021,P=0.017),were significantly associated with greater percentage of time up-to-date.African ethnicity(estimate-0.089,P=0.048)and a culturally and linguistically diverse(CALD)background(estimate-0.063,P=0.01)were significantly associated with lower PTUDS at the 50th quantile,and again for CALD at the 75th quantile(estimate-0.026,P=0.045).CONCLUSION While median PTUDS in this Australian cohort study was 84.2%,awareness of the impact of specific factors across PTUDS quantiles can aid targeted interventions towards improved HCC surveillance. 展开更多
关键词 Liver cirrhosis Hepatitis viral human Carcinoma hepatocellular Liver neoplasms early detection of cancer Population surveillance
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Global burden and trends of lung cancer incidence and mortality 被引量:7
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作者 Chao Li Shaoyuan Lei +7 位作者 Li Ding Yan Xu Xiaonan Wu Hui Wang Zijin Zhang Ting Gao Yongqiang Zhang Lin Li 《Chinese Medical Journal》 SCIE CAS CSCD 2023年第13期1583-1590,共8页
Background:Lung cancer has been the leading cause of cancer-related deaths worldwide for many years.This study aimed to investigate the global patterns and trends of lung cancer.Methods:Lung cancer incidence and morta... Background:Lung cancer has been the leading cause of cancer-related deaths worldwide for many years.This study aimed to investigate the global patterns and trends of lung cancer.Methods:Lung cancer incidence and mortality were derived from the GLOBOCAN 2020 database.Continuous data from Cancer Incidence in Five Continents Time Trends were used to analyze the temporal trends from 2000 to 2012 using Joinpoint regression,and average annual percent changes were calculated.The association between the Human Development Index and lung cancer incidence and mortality was assessed by linear regression.Results:An estimated 2.2 million new lung cancer cases and 1.8 million lung cancer-related deaths occurred in 2020.The age-standardized incidence rate(ASIR)ranged from 36.8 per 100,000 in Demark to 5.9 per 100,000 in Mexico.The age-standardized mortality rate(ASMR)varied from 32.8 per 100,000 in Poland to 4.9 per 100,000 in Mexico.Both ASIR and ASMR were approximately twice higher in men than in women.The ASIR of lung cancer showed a downward trend in the United States of America(USA)between 2000 and 2012,and was more prominent in men.The age-specific incidence rates of lung cancer for ages of 50 to 59 years showed an upward trend in China for both men and women.Conclusions:The burden of lung cancer is still unsatisfactory,especially in developing countries like China.Considering the effectiveness of tobacco control and screening in developed countries,such as the USA,there is a need to strengthen health education,accelerate the establishment of tobacco control policies and regulations,and improve early cancer screening awareness to reduce the future burden of lung cancer. 展开更多
关键词 Lung neoplasms INCIDENCE MORTALITY early detection of cancer China United States
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PSA density in the diagnosis of prostate cancer in the Chinese population: results from the Chinese Prostate Cancer Consortium 被引量:7
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作者 Zi-Jian Song Jin-Ke Qian +7 位作者 Yue Yang Han-Xiao Wu Mao-Yu Wang Si-Yuan Jiang Fu-Bo Wang Wei Zhang Rui Chen Chinese Prostate Cancer Consortium 《Asian Journal of Andrology》 SCIE CAS CSCD 2021年第3期300-305,共6页
We performed this study to investigate the diagnostic performance of prostate-specific antigen density(PSAD)in a multicenter cohort of the Chinese Prostate Cancer Consortium.Outpatients with prostate-specific antigen(... We performed this study to investigate the diagnostic performance of prostate-specific antigen density(PSAD)in a multicenter cohort of the Chinese Prostate Cancer Consortium.Outpatients with prostate-specific antigen(PSA)levels≥4.0 ng ml^(-1) regardless of digital rectal examination(DRE)results or PSA levels<4.0 ng ml^(-1)and abnormal DRE results were included from 18 large referral hospitals in China.The diagnostic performance of PSAD and the sensitivity and specificity for the diagnosis of prostate cancer(PCa)and high-grade prostate cancer(HGPCa)at different cutoff values were evaluated.A total of 5220 patients were included in the study,and 2014(38.6%)of them were diagnosed with PCa.In patients with PSA levels ranging from 4.0 to 10.0 ng ml^(-1),PSAD was associated with PCa and HGPCa in both univariate(odds ratio[OR]=45.15,P<0.0001 and OR=25.38,P<0.0001,respectively)and multivariate analyses(OR=52.55,P<0.0001 and OR=26.05,P<0.0001,respectively).The areas under the receiver operating characteristic curves(AUCs)of PSAD in predicting PCa and HGPCa were 0.627 and 0.630,respectively.With the PSAD cutoff of 0.10 ng ml^(-2),we obtained a sensitivity of 88.7%for PCa,and nearly all(89.9%)HGPCa cases could be detected and biopsies could be avoided in 20.2%of the patients(359/1776 cases).Among these patients who avoided biopsies,only 30 cases had HGPCa.We recommend 0.10 ng ml^(-2) as the proper cutoff value of PSAD,which will obtain a sensitivity of nearly 90%for both PCa and HGPCa.The results of this study should be validated in prospective,population-based multicenter studies. 展开更多
关键词 CHINESE early detection of cancer prostate cancer prostate-specific antigen prostate-specific antigen density
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Age-specific effectiveness of primary human papillomavirus screening versus cytology in a cervical cancer screening program: a nationwide cross-sectional study 被引量:1
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作者 Heling Bao Lan Ma +8 位作者 Yanxia Zhao Bo Song Jiangli Di Linhong Wang Yanqiu Gao Wenhui Ren Shi Wang Jiuling Wu Hai-Jun Wang 《Cancer Communications》 SCIE 2022年第3期191-204,共14页
Background:Primary human papillomavirus(HPV)screening is recommended for the detection of cervical intraepithelial neoplasia(CIN)in the general pop-ulation;however,the triage for HPV-positive women remains a challenge... Background:Primary human papillomavirus(HPV)screening is recommended for the detection of cervical intraepithelial neoplasia(CIN)in the general pop-ulation;however,the triage for HPV-positive women remains a challenge.This study aimed to evaluate the age-specific effectiveness of primary HPV screening versus primary cytology screening for identifying optimal strategies for women of different ages.Methods:The dataset of the prevalence round screening was derived from the National Cervical Cancer Screening Program in China.Primary cervical screen-ing protocols included cytology only,HPV testing with cytology triage,and HPV testing with HPV-16/18 genotyping plus cytology triage.The primary outcomes were age-specific detection rate,colposcopy referral rate and positive predictive value(PPV)for CIN2+.Multivariate Poisson regression was used to evaluate the relativeeffectivenessofHPVtestingandcytologyaccordingtoagegroups.TheI 2 statisticwitharandom-effectmodelwasusedtotesttheheterogeneityinrelative effectiveness of HPV testing versus cytology between age groups.Results:This study included 1,160,981 women.HPV testing with HPV-16/18 genotyping plus cytology triage significantly increased the CIN2+detection by 36%(rate ratio[RR]:1.36,95%confidential interval[CI]1.21–1.54)for women aged 35-44 years and by 34%(RR:1.34,95%CI 1.20-1.51)for women aged 45-54 years compared with cytology only.HPV testing with cytology triage had simi-lar CIN2+detection rate compared with cytology only.The PPVs were substan-tially increased for both HPV testing groups.Among women aged 55-64 years old,HPV testing with HPV-16/18 genotyping plus cytology triage increased the colposcopyreferralrateby19%(RR1.19,95%CI1.10-1.29)comparedwithcytology only,butdidnotincreasetheCIN2+detection(1.09,0.91–1.30).Theeffectiveness ofHPVtestingwithcytologytriagedidnotchangeinolderwomen.Thebetween-age-group heterogeneity in the effectiveness was statistically significant for HPV testing with HPV-16/18 genotyping plus cytology triage versus cytology only.Conclusions:Our results suggested that the effectiveness of primary HPV screeningwithdifferenttriagestrategiesdifferedamongagegroups.HPVtesting with HPV-16/18 genotyping plus cytology triage could be used for women aged 35-54 years to detect more lesions,and HPV testing with cytology triage could balance the CIN2+detection and the number of colposcopies for women aged 55-64 years.Longitudinal data including both prevalence and incidence screen-ing rounds are warranted to assess age-specific triage strategies. 展开更多
关键词 age groups cervical intraepithelial neoplasia CYTOLOGY early detection of cancer human papil-lomavirus test mass screening TRIAGE uterine cervical neoplasms
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