Dynamic prediction by landmarking with data from cohort subsampling designs.

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Longitudinal data are often available in cohort studies and clinical settings, such as covariates collected at cohort follow-up visits or prescriptions captured in electronic health records. Such longitudinal information, if correlates with the health event of interest, may be incorporated to dynamically predict the probability of a health event with better precision. Landmarking is a popular approach to dynamic prediction. There are well-established methods for landmarking using full cohort data, but collecting data on all cohort members may not be feasible when resource is limited. Instead, one may select a subset of the cohort using subsampling designs, and only collect data on this subset. In this work, we present conditional likelihood and inverse-probability weighted methods for landmarking using data from cohort subsampling designs, and discuss considerations for choosing a particular method. Simulations are conducted to evaluate the applicability of the methods and their predictive performance in different scenarios. Results show that our methods have similar predictive performance to the full cohort analysis but only use small fractions of the full cohort data. We use real nested case-control data from the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial to illustrate the methods.

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The United Kingdom Collaborative Trial of Ovarian Cancer Screening (UKCTOCS) recently reported a reduction in the average overall mortality among ovarian cancer patients screened with an annual sequential, multimodal strategy that tracked biomarker CA125 over time, where increasing serum CA125 levels prompted ultrasound. However, multiple cases were documented wherein serum CA125 levels were rising, but ultrasound screens were normal, thus delaying surgical intervention. A significant factor which could contribute to false negatives is that many aggressive ovarian cancers are believed to arise from epithelial cells on the fimbriae of the fallopian tubes, which are not readily imaged. Moreover, because only a fraction of metastatic tumors may reach a sonographically-detectable size before they metastasize, annual screening with ultrasound may fail to detect a large fraction of early-stage ovarian cancers. The ability to detect ovarian carcinomas before they metastasize is critical and future efforts towards improving screening should focus on identifying unique features specific to aggressive, early-stage tumors, as well as improving imaging sensitivity to allow for detection of tubal lesions. Implementation of a three-stage multimodal screening strategy in which a third modality is employed in cases where the first-line blood-based assay is positive and the second-line ultrasound exam is negative may also prove fruitful in detecting early-stage cases missed by ultrasound.

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  • Front Matter
  • Cite Count Icon 9
  • 10.1097/01.ju.0000171051.35187.d0
PROSTATE SPECIFIC ANTIGEN BASED PROSTATE CANCER SCREENING: ACCUMULATING EVIDENCE OF EFFICACY BUT PERSISTENT UNCERTAINTY
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  • Gerald L Andriole

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Abstract 3260: Male pattern baldness increases the risk of aggressive prostate cancer: A prospective analysis of the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial
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  • Cancer Research
  • Cindy K Zhou + 7 more

Purpose: Androgenic actions are thought to underlie the development of both male pattern baldness and prostate cancer. However, results from previous studies of the relationship between these two phenotypes have been inconsistent. Therefore, we investigated the association of male pattern baldness at age 45 years with overall and aggressive prostate cancer risk in a large, prospective cohort–the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial. Methods: We included 39,070 men, from the usual care and screening arms of the trial, who were cancer-free at start of follow-up. Hazard ratios (HRs) and 95% confidence intervals (95%CIs) were estimated using Cox proportional hazards regression models with age as the underlying time-scale. Results: During follow-up (median=2.78 years), 1,138 incident prostate cancer cases were diagnosed, 578 of which were aggressive (Gleason score ≥ 7, stage ≥ III, or fatal). Frontal + vertex balding at age 45 years, compared with no balding, was not associated with overall prostate cancer risk (HR=1.19, 95%CI: 0.98, 1.45), but was associated with increased risk of aggressive prostate cancer (HR=1.42, 95%CI: 1.10, 1.83). Adjustment for covariates did not significantly alter these estimates. Other classes of male pattern baldness were not associated with the overall or aggressive prostate cancer. Conclusion: Our analysis indicates that frontal + vertex balding at age 45 years increases the risk for future development of aggressive prostate cancer, and supports the possibility of overlapping pathogenesis. Citation Format: Cindy Ke Zhou, Ruth M. Pfeiffer, Sean D. Cleary, Heather J. Hoffman, Paul H. Levine, Lisa W. Chu, Ann W. Hsing, Michael B. Cook. Male pattern baldness increases the risk of aggressive prostate cancer: A prospective analysis of the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial. [abstract]. In: Proceedings of the 105th Annual Meeting of the American Association for Cancer Research; 2014 Apr 5-9; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2014;74(19 Suppl):Abstract nr 3260. doi:10.1158/1538-7445.AM2014-3260

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Prostate Cancer Screening in the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial: Findings From the Initial Screening Round of a Randomized Trial
  • Mar 15, 2005
  • JNCI Journal of the National Cancer Institute
  • G L Andriole + 14 more

The benefit of screening for prostate cancer using prostate-specific antigen (PSA) testing and digital rectal examination (DRE) is uncertain and is under evaluation in a randomized prospective trial, the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial. Although the final results are several years away, the initial round of screening is complete. We describe the population enrolled in the PLCO trial, their baseline PSA and DRE screening results, and diagnostic follow-up results during the first year of follow-up. A total of 38,350 men were randomly assigned to the screening arm of the PLCO trial from November 1993 through June 2001. Men were advised to seek diagnostic follow-up from their primary care provider if their DRE was suspicious for cancer and/or if their serum PSA level was higher than 4 ng/mL. PLCO trial staff obtained records related to diagnostic follow-up. Compliance with both screening tests was high (more than 89%). At screening, 7.5% of men had a positive DRE (i.e., suspicious for cancer) and 7.9% had a PSA level higher than 4 ng/mL. Of the men with positive screening tests, 74.2% underwent additional diagnostic testing, and 31.5% underwent a prostatic biopsy within 1 year. Overall, 1.4% of the men in the screening arm were diagnosed with prostate cancer, the majority of whom had clinically localized cancer. These compliance, biopsy, and cancer detection rates appear to be representative of contemporary practice patterns. The PLCO trial is evaluating PSA- and DRE-based screening for prostate cancer in a clinically valid manner. Whether such screening will result in a reduction of prostate cancer mortality cannot be answered until the randomized comparison is completed.

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  • Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology
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Pathology tissue specimens with associated epidemiologic and clinical data are valuable for cancer research. The Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial undertook a large-scale effort to create a public resource of pathology tissues from PLCO participants who developed a cancer during the trial. Formalin-fixed paraffin-embedded tissue blocks were obtained from pathology laboratories on a loan basis for central processing of tissue microarrays, with additional free-standing tissue cores collected for nucleic acid extraction. Pathology tissue specimens were obtained for prostate cancer (n = 1,052), lung cancer (n = 434), colorectal cancer (n = 675) and adenoma (n = 658), ovarian cancer and borderline tumors (n = 212), breast cancer (n = 870), and bladder cancer (n = 204). The process of creating this resource was complex, involving multidisciplinary teams with expertise in pathology, epidemiology, information technology, project management, and specialized laboratories. Creating the PLCO tissue resource required a multistep process, including obtaining medical records and contacting pathology departments where pathology materials were stored after obtaining necessary patient consent and authorization. The potential to link tissue biomarkers to prospectively collected epidemiologic information, screening and clinical data, and matched blood or buccal samples offers valuable opportunities to study etiologic heterogeneity, mechanisms of carcinogenesis, and biomarkers for early detection and prognosis. The methods and protocols developed for this effort, and the detailed description of this resource provided here, will be useful for those seeking to use PLCO pathology tissue specimens for their research and may also inform future tissue collection efforts in other settings. Cancer Epidemiol Biomarkers Prev; 25(12); 1635-42. ©2016 AACR.

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  • Cite Count Icon 24
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  • Dec 1, 2000
  • Controlled Clinical Trials
  • Joel L Weissfeld + 2 more

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  • Abstract
  • 10.1016/s0022-5347(18)38983-3
1791: The Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial: Biopsy Rates and Cancer Characteristics of Initial (To) Screen (II)
  • Apr 1, 2004
  • The Journal of Urology
  • Gerald L Andriole + 7 more

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  • Discussion
  • Cite Count Icon 29
  • 10.1016/s0140-6736(01)07189-6
Screening for breast cancer with mammography
  • Dec 1, 2001
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  • Anthony B Miller

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  • Cite Count Icon 1
  • 10.1158/1538-7445.am2013-4809
Abstract 4809: Dietary fat intake and risk of pancreatic cancer in the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial.
  • Apr 15, 2013
  • Cancer Research
  • Hannah E Arem + 4 more

Background: Some published studies on dietary fat and risk of pancreatic cancer suggest that dietary fat and specific fat sources may increase risk of pancreatic cancer. Methods: We examined the association between fat intake (measured by food frequency questionnaire) and pancreatic cancer risk among 111,416 participants in the PLCO Cancer Screening Trial using Cox proportional hazards regression to estimate hazard ratios (HRs) and 95% confidence intervals (95% CIs). Results: There were 411 incident pancreatic cancer cases over the median 8.9 years of follow up. We observed an inverse association between saturated fat intake and pancreatic cancer risk comparing extreme quintiles (HR=0.64, 95% CI 0.46-0.88), but the association became weaker and non-significant when excluding individuals with <4 years of follow up to assess reverse causation HR=0.88 (95% CI 0.58-1.33). Total fat intake showed a similar pattern of association, while monounsaturated and polyunsaturated fat intakes and analysis by animal or plant source showed no association with risk. Conclusions: Despite more cases and longer follow up than most previous studies, our results do not suggest that higher fat consumption increases risk of pancreatic cancer. Lower fat intake in cases prior to diagnosis may reflect early manifestations of the disease (e.g. dyspepsia), and avoidance of fat which can exacerbate symptoms. Citation Format: Hannah E. Arem, Susan T. Mayne, Joshua Sampson, Harvey Risch, Rachael Z. Stolzenberg-Solomon. Dietary fat intake and risk of pancreatic cancer in the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 4809. doi:10.1158/1538-7445.AM2013-4809

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  • 10.1016/j.ypmed.2014.07.013
Non-compliance with the initial screening exam visit in the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial
  • Jul 16, 2014
  • Preventive medicine
  • Pamela M Marcus + 10 more

Non-compliance with the initial screening exam visit in the Prostate, Lung, Colorectal and Ovarian (PLCO) Cancer Screening Trial

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