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| 25. |
- Gavrilovic, Milan, et al.
(författare)
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Blind Color Decomposition of Histological Images
- 2013
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Ingår i: IEEE Transactions on Medical Imaging. - 0278-0062 .- 1558-254X. ; 32:6, s. 983-994
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Tidskriftsartikel (refereegranskat)abstract
- Cancer diagnosis is based on visual examination under a microscope of tissue sections from biopsies. But whereas pathologists rely on tissue stains to identify morphological features, automated tissue recognition using color is fraught with problems that stem from image intensity variations due to variations in tissue preparation, variations in spectral signatures of the stained tissue, spectral overlap and spatial aliasing in acquisition, and noise at image acquisition. We present a blind method for color decomposition of histological images. The method decouples intensity from color information and bases the decomposition only on the tissue absorption characteristics of each stain. By modeling the charge-coupled device sensor noise, we improve the method accuracy. We extend current linear decomposition methods to include stained tissues where one spectral signature cannot be separated from all combinations of the other tissues' spectral signatures. We demonstrate both qualitatively and quantitatively that our method results in more accurate decompositions than methods based on non-negative matrix factorization and independent component analysis. The result is one density map for each stained tissue type that classifies portions of pixels into the correct stained tissue allowing accurate identification of morphological features that may be linked to cancer.
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| 27. |
- Glaessgen, Axel, et al.
(författare)
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Prediction of percent Gleason grade 4/5 by multiple core biopsies
- 2006
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Ingår i: Scandinavian Journal of Urology and Nephrology. - : Informa UK Limited. - 0036-5599 .- 1651-2065. ; 40:6, s. 465-471
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Tidskriftsartikel (refereegranskat)abstract
- Objective. To evaluate whether percent Gleason grade 4/5 (i.e. the proportion of a tumor occupied by high-grade cancer) can be predicted by multiple needle biopsies. Material and methods. In 115 men, 8-14 (mean 10) biopsies were taken, including eight from standardized positions (apex, mid-medial, mid-lateral and base). Biopsies were reviewed and cancer lengths measured. All men underwent radical prostatectomy. The prostatectomy specimens were totally embedded and tumor volume measured planimetrically. Gleason scores and percent Gleason grade 4/5 were assessed for both biopsy and prostatectomy specimens. Results. Percent Gleason grade 4/5 in prostatectomy specimens was predicted correctly in 34% of cases and within 10%, 20% and 30% in 55%, 64% and 73% of cases, respectively. Biopsies had a sensitivity, specificity and accuracy for Gleason grade 4/5 of 62%, 87% and 69%, respectively. Positive and negative predictive values were 93% and 45%, respectively. The weighted kappa value for agreement was slightly higher for Gleason score (0.685) than for percent Gleason grade 4/5 (0.573). The univariate correlation for percent Gleason grade 4/5 in biopsies and the main tumor was r = 0.62, r(2) = 0.39 (p < 0.001). In univariate logistic regression, percent Gleason grade 4/5 on biopsies predicted the presence of any Gleason grade 4/5 cancer in the main tumor (p = 0.009). Conclusions. Gleason grade 4/5 in prostatectomy specimens correlates with findings in preoperative biopsies. Whether this measure will be used in routine practice remains to be seen.
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| 28. |
- Grundmark, Birgitta, et al.
(författare)
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The Metabolic Syndrome and the Risk of Prostate Cancer under Competing Risks of Death from Other Causes
- 2010
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Ingår i: Cancer Epidemiology, Biomarkers and Prevention. - 1055-9965 .- 1538-7755. ; 19:8, s. 2088-2096
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Tidskriftsartikel (refereegranskat)abstract
- Background:Associations between metabolic syndrome (MetS) components and prostate cancer development have not been studied comprehensively; results have been divergent. Using the National Cholesterol Education Program Adult Treatment panel III (NCEP) and International Diabetes Federation (IDF) definitions of the MetS, we investigated such associations taking competing risks of death into consideration.Methods:In the prospective Uppsala Longitudinal Study of Adult Men of 2,322 Caucasian men with 34 years of follow-up baseline, MetS measurements at age 50 years were used. Cumulative incidence of prostate cancer and death with/without the MetS were calculated. Competing risk of dying was taken into account by calculating the conditional probability of prostate cancer with/without the MetS.Results:Two hundred and thirty-seven prostate cancers were identified. Prostate cancer probability by age 80 years with baseline MetS compared with without MetS was nonsignificantly higher [5.2 percent units (confidence interval (CI), -0.8% to 11.3%; NCEP); 2.7 percent units (CI, -2.7% to 8.0%; IDF)]; cumulative incidence proportions of death was significantly higher [19.3 percent units (CI, 13.4-25.3%; NCEP); 15.3 percent units (CI, 9.5-21.1%; IDF)]; and conditional probability of prostate cancer considering death from other causes was significantly higher [7.3 percent-units (CI, 0.2-14.5%); odds ratio of 1.64 (CI, 1.03-2.23; NCEP)] and nonsignificantly higher [5.0 percent-units (CI, -1.6% to 11.6%); odds ratio of 1.43 (CI, 0.89-1.90; IDF].Conclusions:The MetS by the NCEP definition is associated with prostate cancer, taking the competing risk of early death from other causes into account. Impact: The results further highlight the public health effect of the increasing prevalence of MetS and the importance of considering competing risks when studying risk factors for cancer.
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| 30. |
- Holmberg, Lars, et al.
(författare)
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A randomized trial comparing radical prostatectomy with watchful waiting in early prostate cancer
- 2002
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Ingår i: New England Journal of Medicine. - 0028-4793 .- 1533-4406. ; 347:11, s. 781-789
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Tidskriftsartikel (refereegranskat)abstract
- BACKGROUND: Radical prostatectomy is widely used in the treatment of early prostate cancer. The possible survival benefit of this treatment, however, is unclear. We conducted a randomized trial to address this question. METHODS: From October 1989 through February 1999, 695 men with newly diagnosed prostate cancer in International Union against Cancer clinical stage T1b, T1c, or T2 were randomly assigned to watchful waiting or radical prostatectomy. We achieved complete follow-up through the year 2000 with blinded evaluation of causes of death. The primary end point was death due to prostate cancer, and the secondary end points were overall mortality, metastasis-free survival, and local progression. RESULTS: During a median of 6.2 years of follow-up, 62 men in the watchful-waiting group and 53 in the radical-prostatectomy group died (P=0.31). Death due to prostate cancer occurred in 31 of 348 of those assigned to watchful waiting (8.9 percent) and in 16 of 347 of those assigned to radical prostatectomy (4.6 percent) (relative hazard, 0.50; 95 percent confidence interval, 0.27 to 0.91; P=0.02). Death due to other causes occurred in 31 of 348 men in the watchful-waiting group (8.9 percent) and in 37 of 347 men in the radical-prostatectomy group (10.6 percent). The men assigned to surgery had a lower relative risk of distant metastases than the men assigned to watchful waiting (relative hazard, 0.63; 95 percent confidence interval, 0.41 to 0.96). CONCLUSIONS: In this randomized trial, radical prostatectomy significantly reduced disease-specific mortality, but there was no significant difference between surgery and watchful waiting in terms of overall survival.
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