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Lifestyle Risk Prediction Model for Prostate Cancer in a Korean Population
Sung Han Kim, Sohee Kim, Jae Young Joung, Whi-An Kwon, Ho Kyung Seo, Jinsoo Chung, Byung-Ho Nam, Kang Hyun Lee
Cancer Res Treat. 2018;50(4):1194-1202.   Published online December 21, 2017
DOI: https://doi.org/10.4143/crt.2017.484
AbstractAbstract PDFSupplementary MaterialPubReaderePub
Purpose
The use of prostate-specific antigen as a biomarker for prostate cancer (PC) has been controversial and is, therefore, not used by many countries in their national health screening programs. The biological characteristics of PC in East Asians including Koreans and Japanese are different from those in the Western populations. Potential lifestyle risk factors for PC were evaluated with the aim of developing a risk prediction model.
Materials and Methods
A total of 1,179,172 Korean men who were cancer free from 1996 to 1997, had taken a physical examination, and completed a lifestyle questionnaire, were enrolled in our study to predict their risk for PC for the next eight years, using the Cox proportional hazards model. The model’s performance was evaluated using the C-statistic and Hosmer‒Lemeshow type chi-square statistics.
Results
The risk prediction model studied age, height, body mass index, glucose levels, family history of cancer, the frequency of meat consumption, alcohol consumption, smoking status, and physical activity, which were all significant risk factors in a univariate analysis. The model performed very well (C statistic, 0.887; 95% confidence interval, 0.879 to 0.895) and estimated an elevated PC risk in patients who did not consume alcohol or smoke, compared to heavy alcohol consumers (hazard ratio [HR], 0.78) and current smokers (HR, 0.73) (p < 0.001).
Conclusion
This model can be used for identifying Korean and other East Asian men who are at a high risk for developing PC, as well as for cancer screening and developing preventive health strategies.

Citations

Citations to this article as recorded by  
  • To Drink or Not to Drink? Investigating Alcohol’s Impact on Prostate Cancer Risk
    Aris Kaltsas, Michael Chrisofos, Evangelos N. Symeonidis, Athanasios Zachariou, Marios Stavropoulos, Zisis Kratiras, Ilias Giannakodimos, Asterios Symeonidis, Fotios Dimitriadis, Nikolaos Sofikitis
    Cancers.2024; 16(20): 3453.     CrossRef
  • Machine learning algorithms that predict the risk of prostate cancer based on metabolic syndrome and sociodemographic characteristics: a prospective cohort study
    Tao Thi Tran, Jeonghee Lee, Junetae Kim, Sun-Young Kim, Hyunsoon Cho, Jeongseon Kim
    BMC Public Health.2024;[Epub]     CrossRef
  • Combinations of lifestyle behaviors and cancer risk among Korean adults
    Ngoc Minh Luu, Thi Tra Bui, Thi Phuong Thao Tran, Thi Huyen Trang Nguyen, Jin-Kyoung Oh
    Scientific Reports.2023;[Epub]     CrossRef
  • Cigarette smoking and prostate cancer: A systematic review and meta-analysis of prospective cohort studies
    Sarah Al-Fayez, Ashraf El-Metwally
    Tobacco Induced Diseases.2023; 21(February): 1.     CrossRef
  • Prostate cancer risk prediction based on clinical factors and prostate-specific antigen
    Taewon Hwang, Hyungseok Oh, Jung Ah Lee, Eo Jin Kim
    BMC Urology.2023;[Epub]     CrossRef
  • Association Between Red and Processed Meat Consumption and Risk of Prostate Cancer: A Systematic Review and Meta-Analysis
    Saeedeh Nouri-Majd, Asma Salari-Moghaddam, Azadeh Aminianfar, Bagher Larijani, Ahmad Esmaillzadeh
    Frontiers in Nutrition.2022;[Epub]     CrossRef
  • Alcohol and Prostate Cancer: Time to Draw Conclusions
    Amanda J. Macke, Armen Petrosyan
    Biomolecules.2022; 12(3): 375.     CrossRef
  • Diagnostic accuracy of prostate-specific antigen below 4 ng/mL as a cutoff for diagnosing prostate cancer in a hospital setting: A systematic review and meta-analysis
    Yan Jin, Jae Hung Jung, Woong Kyu Han, Eu Chang Hwang, Yoonmi Nho, Narae Lee, Ji Eun Yun, Kwang Suk Lee, Sang Hyub Lee, Hakmin Lee, Su-Yeon Yu
    Investigative and Clinical Urology.2022; 63(3): 251.     CrossRef
  • Association between Relative Preference for Vegetables and Meat and Cancer Incidence in Korean Adults: A Nationwide Population-based Retrospective Cohort Study
    Ga-Eun Yie, An Na Kim, Hyun Jeong Cho, Minji Kang, Sungji Moon, Inah Kim, Kwang-Pil Ko, Jung Eun Lee, Sue K. Park
    Korean Journal of Community Nutrition.2021; 26(3): 211.     CrossRef
  • Prostate Cancer Risk Calculators for Healthy Populations: Systematic Review
    Antonio Bandala-Jacques, Kevin Daniel Castellanos Esquivel, Fernanda Pérez-Hurtado, Cristobal Hernández-Silva, Nancy Reynoso-Noverón
    JMIR Cancer.2021; 7(3): e30430.     CrossRef
  • Personalized 5-Year Prostate Cancer Risk Prediction Model in Korea Based on Nationwide Representative Data
    Yohwan Yeo, Dong Wook Shin, Jungkwon Lee, Kyungdo Han, Sang Hyun Park, Keun Hye Jeon, Jungeun Shin, Aesun Shin, Jinsung Park
    Journal of Personalized Medicine.2021; 12(1): 2.     CrossRef
  • Lifestyles, health habits, and prostate cancer
    Tomoyuki Kawada
    Journal of Cancer Research and Clinical Oncology.2020; 146(6): 1623.     CrossRef
  • Combination possibility and deep learning model as clinical decision-aided approach for prostate cancer
    Okyaz Eminaga, Omran Al-Hamad, Martin Boegemann, Bernhard Breil, Axel Semjonow
    Health Informatics Journal.2020; 26(2): 945.     CrossRef
  • Tailored Biofunctionalized Biosensor for the Label-Free Sensing of Prostate-Specific Antigen
    Sachin Mishra, Eun-Seong Kim, Parshant Kumar Sharma, Zhi-Ji Wang, Sung-Hyun Yang, Ajeet Kumar Kaushik, Cong Wang, Yang Li, Nam-Young Kim
    ACS Applied Bio Materials.2020; 3(11): 7821.     CrossRef
  • A Study on Risk Factors of the Incidence of Prostate Cancer Using National Health Insurance Service: Effects of BMI on Age
    Hye Sim Kim, Tae Hwa Go, Dae Ryong Kang, Jae Hung Jung, Sung Won Kwon, Sae Chul Kim, Jae Mann Song, Hyun Chul Chung, Sang Baek Koh
    Journal of Health Informatics and Statistics.2019; 44(4): 410.     CrossRef
  • 10,114 View
  • 258 Download
  • 13 Web of Science
  • 15 Crossref
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Second Primary Cancer Risk among Kidney Cancer Patients in Korea: A Population-Based Cohort Study
Jae Young Joung, Whi-An Kwon, Jiwon Lim, Chang-Mo Oh, Kyu-Won Jung, Sung Han Kim, Ho Kyung Seo, Weon Seo Park, Jinsoo Chung, Kang Hyun Lee, Young-Joo Won
Cancer Res Treat. 2018;50(1):293-301.   Published online April 19, 2017
DOI: https://doi.org/10.4143/crt.2016.543
AbstractAbstract PDFSupplementary MaterialPubReaderePub
Purpose
Secondary primary cancers (SPCs) commonly arise in patients with renal cell carcinoma (RCC). We designed the present study to estimate the SPC incidence in Korean patients with RCC.
Materials and Methods
The study cohort was population-based and consisted of 40,347 individuals from the Korean Central Cancer Registry who were diagnosed with primary renal cancer between 1993 and 2013. Standardized incidence ratios (SIRs) for SPCs were estimated for different ages at diagnosis, latencies, diagnostic periods, and treatments.
Results
For patients with primary RCC, the risk of developing a SPC was higher than the risk of developing cancer in the general population (SIR, 1.13; 95% confidence interval, 1.08 to 1.18). Most cancer types showed higher incidences in patients with RCC than in the general population. However, the relative incidence of gastric cancer as an SPC varied by age. Gastric cancer incidence was elevated in young patients (< 30 years) with RCC, but reduced in older (≥ 30) patients with RCC. Patients with advanced RCC died prematurely, regardless of SPC development. In contrast, those with early-stage RCC survived for longer periods, although SPC development affected their post-RCC survival. After SPC development, women had better survival than men.
Conclusion
In Korean patients with primary RCC, the incidence of SPC was 13% higher than the incidence of cancer in the general population. These findings may play important roles in the conduct of follow-up evaluations and education for patients with RCC.

Citations

Citations to this article as recorded by  
  • Next-generation sequencing identifies the mutational signature of double primary and metastatic malignancies: A case report
    Shiying Tang, Yixiao Deng, Yinan Yan, Jie Bai, Huiying He, Shudong Zhang, Jie Yang, Min Qiu, Xiaojun Tian
    Current Urology.2024;[Epub]     CrossRef
  • Renal cell carcinoma and risk of second primary cancer: A Danish nationwide cohort study
    Maria B. Bengtsen, Dóra K. Farkas, Henrik T. Sørensen, Mette Nørgaard
    Cancer Medicine.2024;[Epub]     CrossRef
  • Chance, ignorance, and the paradoxes of cancer: Richard Peto on developing preventative strategies under uncertainty
    George Davey Smith, Albert Hofman, Paul Brennan
    European Journal of Epidemiology.2023; 38(12): 1227.     CrossRef
  • Better Prognosis and Survival in Esophageal Cancer Survivors After Comorbid Second Primary Malignancies: A SEER Database-Based Study
    Jiayue Ye, Sheng Hu, Wenxiong Zhang, Deyuan Zhang, Yang Zhang, Dongliang Yu, Jinhua Peng, Jianjun Xu, Yiping Wei
    Frontiers in Surgery.2022;[Epub]     CrossRef
  • Effect of prior thyroid cancer on survival of primary liver cancer: a study based on the SEER database
    Hong Liu, Xin Heng, Yuan Tian, Zhongming Yang
    Scientific Reports.2022;[Epub]     CrossRef
  • Being Precise About Precision Mental Health
    Peter Szatmari, Ezra Susser
    JAMA Psychiatry.2022; 79(12): 1149.     CrossRef
  • Second Primary Cancers After Kidney Cancers, and Kidney Cancers as Second Primary Cancers
    Guoqiao Zheng, Kristina Sundquist, Jan Sundquist, Tianhui Chen, Asta Försti, Otto Hemminki, Kari Hemminki
    European Urology Open Science.2021; 24: 52.     CrossRef
  • miR‐34a in extracellular vesicles from bone marrow mesenchymal stem cells reduces rheumatoid arthritis inflammation via the cyclin I/ATM/ATR/p53 axis
    Huaiguo Wu, Xike Zhou, Xuedong Wang, Wei Cheng, Xinjia Hu, Yueping Wang, Bing Luo, Wenjun Huang, Juan Gu
    Journal of Cellular and Molecular Medicine.2021; 25(4): 1896.     CrossRef
  • Deciphering the Risk of Developing Second Primary Thyroid Cancer Following a Primary Malignancy—Who Is at the Greatest Risk?
    Lily N. Trinh, Andrew R. Crawford, Mohammad H. Hussein, Mourad Zerfaoui, Eman A. Toraih, Gregory W. Randolph, Emad Kandil
    Cancers.2021; 13(6): 1402.     CrossRef
  • Significant current epidemiological trend: Haematological malignancies as subsequent primary tumours in cancer patients
    Lucie Pehalova, Denisa Krejci, Jana Halamkova, Lenka Smardova, Lenka Snajdrova, Ladislav Dusek
    Cancer Epidemiology.2021; 72: 101929.     CrossRef
  • Prognosis of patients with axillary lymph node metastases from occult breast cancer: analysis of multicenter data
    Haeyoung Kim, Won Park, Su SSan Kim, Sung Ja Ahn, Yong Bae Kim, Tae Hyun Kim, Jin Hee Kim, Jin-Hwa Choi, Hae Jin Park, Jee Suk Chang, Doo Ho Choi
    Radiation Oncology Journal.2021; 39(2): 107.     CrossRef
  • The Risk and Prognosis of Secondary Primary Malignancy in Lung Cancer: A Population-Based Study
    Jia Hong, Rongrong Wei, Chuang Nie, Anastasiia Leonteva, Xu Han, Xinyu Du, Jing Wang, Lin Zhu, Wenjing Tian, Haibo Zhou
    Future Oncology.2021; 17(33): 4497.     CrossRef
  • Clear Cell Papillary Renal Cell Carcinoma Shares Distinct Molecular Characteristics and may be Significantly Associated With Higher Risk of Developing Second Primary Malignancy
    Xi Tian, Wen-Hao Xu, Jun-Long Wu, Hua-Lei Gan, Hong-Kai Wang, Wei-Jie Gu, Yuan-Yuan Qu, Hai-Liang Zhang, Ding-Wei Ye
    Pathology and Oncology Research.2021;[Epub]     CrossRef
  • Primary Adenocarcinoma of Lung with Synchronous Renal Cell Carcinoma: A Case Report and Review of the Literature
    Sharareh Seifi, Zahra Esfahani-Monfared, Mihan Pourabdollah, Sara Haseli
    International Journal of Cancer Management.2020;[Epub]     CrossRef
  • Second primary cancers in patients with oral cavity cancer included in the Korea Central Cancer Registry
    Seung-Ki Min, Sung Weon Choi, Jiwon Lim, Joo Yong Park, Kyu-Won Jung, Young-Joo Won
    Oral Oncology.2019; 95: 16.     CrossRef
  • Post–Modern Epidemiology: When Methods Meet Matter
    George Davey Smith
    American Journal of Epidemiology.2019; 188(8): 1410.     CrossRef
  • Prognosis of the Metachronous and Synchronous Bilateral Renal Cancer and Second Primary Cancer After the Bilateral Renal Cancer: a Population-Based Analysis
    Mierxiati Abudurexiti, Jun Wang, Ning Shao, Fang-Ning Wan, Wen-Kai Zhu, Bo Dai, Yao Zhu, Ding-Wei Ye
    SN Comprehensive Clinical Medicine.2019; 1(11): 900.     CrossRef
  • Risk of second primary Cancer among bladder Cancer patients: a population-based cohort study in Korea
    Whi-An Kwon, Jae Young Joung, Jiwon Lim, Chang-Mo Oh, Kyu-Won Jung, Sung Han Kim, Ho Kyung Seo, Weon Seo Park, Jinsoo Chung, Kang Hyun Lee, Young-Joo Won
    BMC Cancer.2018;[Epub]     CrossRef
  • 11,579 View
  • 267 Download
  • 18 Web of Science
  • 18 Crossref
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