scholarly journals Prostate cancer prediction using the random forest algorithm that takes into account transrectal ultrasound findings, age, and serum levels of prostate-specific antigen

2017 ◽  
Vol 19 (5) ◽  
pp. 586 ◽  
Author(s):  
Ping Feng ◽  
Li-Hong Xiao ◽  
Pei-Ran Chen ◽  
Zhong-Ping Gou ◽  
Yong-Zhong Li ◽  
...  
1997 ◽  
Vol 4 (2) ◽  
pp. 102-106 ◽  
Author(s):  
H G T Nijs ◽  
D M R Tordoir ◽  
J H Schuurman ◽  
W J Kirkels ◽  
F H Schroder

Abstract Objectives— To assess motives for attending a randomised population based prostate cancer screening trial, and to assess acceptance of screening and invitation procedures. Methods— First pilot of the European Randomised Study of Screening for Prostate Cancer (ERSPC; 1992/1993). Men aged 55–75 years, randomly selected from the population register of four city districts of Rotterdam, were invited by a single invitation for screening. Screening consisted of prostate specific antigen prescreening followed by either (1) digital rectal examination, transrectal ultrasound, and, on indication, biopsy, or (2) no additional screening. After screening, or in the case of non-attendance, a questionnaire was sent to a random sample of 600 attenders and 400 non-attenders, with a reminder after three weeks. Outcome measures— In both attenders and non-attenders: Knowledge of prostate cancer, attitudes towards screening, motives for attending, procedural aspects and sociodemographic characteristics. In attenders, acceptance of screening procedures. Results— The response rate for the questionnaire was 76%: 94% in attenders and 42% in non-attenders. The main reasons for attending were expected personal benefit (76%) and scientific value (39%), and those for not attending were the absence of urological complaints (41%) and anticipated pain or discomfort (24%). Uptake of screening was 32%, which increased to a sustained 42% in following years. Attenders, compared with non-attenders, were significantly younger, more often married, better educated, and had higher perceived health status, more knowledge about prostate cancer, and a more positive attitude towards screening. Information materials and invitation procedure were adequate. Screening procedures were well accepted (high report marks and satisfaction, and 95% would attend for rescreening). A single prostate specific antigen determination was liked less than a combination of all three screening modalities. Conclusions— (1) The main reasons for attending are personal benefit and science, and those for not attending were absence of urological complaints and anticipated pain or discomfort; (2) knowledge, attitudes, and motives for attending are comparable with other screening programmes; hence, for population based prostate cancer screening, known health promotional aspects should be carefully considered; (3) prostate specific antigen, digital rectal examination and transrectal ultrasound are acceptable to attenders.


2008 ◽  
Vol 8 (4) ◽  
pp. 268-278 ◽  
Author(s):  
Hans Lilja ◽  
David Ulmert ◽  
Andrew J. Vickers

2015 ◽  
Vol 68 (4) ◽  
pp. 581-588 ◽  
Author(s):  
Olivia Larne ◽  
Päivi Östling ◽  
Benedikta S. Haflidadóttir ◽  
Zandra Hagman ◽  
Anna Aakula ◽  
...  

Author(s):  
Isabel Heidegger ◽  
Marina Popovscaia ◽  
Reinhold Ramoner ◽  
Georg Schäfer ◽  
Birgit Stenzel ◽  
...  

AbstractVarious findings implicate sex hormones in prostate growth and development and also in prostate carcinogenesis. We investigated if addition of sex steroid hormone and sex hormone binding globulin (SHBG) serum levels to standard risk assessment parameters [prostate-specific antigen (PSA), free PSA percentage (fPSA%), and age] improves prostate cancer prediction in a PSA screening setting. Steroid hormones testosterone (T), free testosterone (fT), and estradiol (E2), and binding protein SHBG levels were measured in 762 men undergoing prostate biopsy due to suspect PSA serum levels. Prostate cancer was diagnosed in 286 (37.5%) of these men. Our data confirmed that PSA (mean BE=5.09; mean CA=6.05; p=1.24×10


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