Skip to main content

2020 | OriginalPaper | Buchkapitel

Behavioral Risk Factors Based Cancer Prediction Model Utilizing Public and Personal Health Records

verfasst von : Emil Saweros, Yeong-Tae Song

Erschienen in: Bioinformatics and Biomedical Engineering

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Cancer has become one of the major public health problems worldwide while the etiology of cancer remains largely unknown. Even with advanced cancer research, prediction of it has not been as practical as those of other chronic diseases such as diabetes. However, behavioral risk factors (BRF) may be used to monitor and predict cancer diseases. Such factors can be used to demonstrate and educate the general public on potential cancer pathways and possible outcomes. For that purpose, we have analyzed public health data and personal health records and discovered some histological features related to behavioral risk factors in the cancer diseases. Such characteristics are then used to assess each individual’s BRFs for classification and prognosis of the diseases. It plays a key role in many health-related realms, including increasing patient awareness on BRFs, developing related medical procedures, the way of handling patients’ records and the treatment of chronic diseases. In this paper, we presented predictive analysis based on some BRFs that might contribute to increase the chances of developing cancer disease.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Shah, S.I.A.: An update on the risk factors for prostate cancer. World Cancer Res. J. 3(2), e711 (2016) Shah, S.I.A.: An update on the risk factors for prostate cancer. World Cancer Res. J. 3(2), e711 (2016)
2.
Zurück zum Zitat Dwyer-Lindgren, L., Flaxman, A.D., Ng, M., Hansen, G.M., Murray, C.J.L., Mokdad, A.H.: Drinking patterns in US counties from 2002 to 2012. Am. J. Public Health 105(6), 1120–1127 (2015)PubMedPubMedCentralCrossRef Dwyer-Lindgren, L., Flaxman, A.D., Ng, M., Hansen, G.M., Murray, C.J.L., Mokdad, A.H.: Drinking patterns in US counties from 2002 to 2012. Am. J. Public Health 105(6), 1120–1127 (2015)PubMedPubMedCentralCrossRef
3.
Zurück zum Zitat Dwyer-Lindgren, L., et al.: Prevalence of physical activity and obesity in US counties, 2001–2011: a road map for action. Popul. Health Metr. 11(1), 1–11 (2013)CrossRef Dwyer-Lindgren, L., et al.: Prevalence of physical activity and obesity in US counties, 2001–2011: a road map for action. Popul. Health Metr. 11(1), 1–11 (2013)CrossRef
4.
Zurück zum Zitat Dwyer-Lindgren, L., Mokdad, A.H., Srebotnjak, T., Flaxman, A.D., Hansen, G.M., Murray, C.J.L.: Cigarette smoking prevalence in US counties: 1996–2012. Popul. Health Metr. 12(1), 1–13 (2014)CrossRef Dwyer-Lindgren, L., Mokdad, A.H., Srebotnjak, T., Flaxman, A.D., Hansen, G.M., Murray, C.J.L.: Cigarette smoking prevalence in US counties: 1996–2012. Popul. Health Metr. 12(1), 1–13 (2014)CrossRef
5.
Zurück zum Zitat Mokdad, A.H., Marks, J.S., Stroup, D.F., Gerberding, J.L.: Actual causes of death in the United States, 2000. J. Am. Med. Assoc. 291(10), 1238–1245 (2004)CrossRef Mokdad, A.H., Marks, J.S., Stroup, D.F., Gerberding, J.L.: Actual causes of death in the United States, 2000. J. Am. Med. Assoc. 291(10), 1238–1245 (2004)CrossRef
6.
Zurück zum Zitat Danaei, G., Vander Hoorn, S., Lopez, A.D., Murray, C.J.L., Ezzati, M.: Causes of cancer in the world: comparative risk assessment of nine behavioural and environmental risk factors. Lancet 366(9499), 1784–1793 (2005) Danaei, G., Vander Hoorn, S., Lopez, A.D., Murray, C.J.L., Ezzati, M.: Causes of cancer in the world: comparative risk assessment of nine behavioural and environmental risk factors. Lancet 366(9499), 1784–1793 (2005)
11.
Zurück zum Zitat Mokdad, A.H.: The behavioral risk factors surveillance system: past, present, and future. Annu. Rev. Public Health 30(1), 43–54 (2009)PubMedCrossRef Mokdad, A.H.: The behavioral risk factors surveillance system: past, present, and future. Annu. Rev. Public Health 30(1), 43–54 (2009)PubMedCrossRef
12.
Zurück zum Zitat Phillips-Salimi, C.R., Lommel, K., Andrykowski, M.A.: Physical and mental health status and health behaviors of childhood cancer survivors: Findings from the 2009 BRFSS survey. Pediatr. Blood Cancer 58(6), 964–970 (2012)PubMedCrossRef Phillips-Salimi, C.R., Lommel, K., Andrykowski, M.A.: Physical and mental health status and health behaviors of childhood cancer survivors: Findings from the 2009 BRFSS survey. Pediatr. Blood Cancer 58(6), 964–970 (2012)PubMedCrossRef
13.
Zurück zum Zitat Mukherjee, K., Segal, R.: Discussions with healthcare providers about prostate-specific antigen testing: evidence from the behavioral risk factor surveillance system in the USA. J. Pharm. Heal. Serv. Res. 6(1), 47–52 (2015) Mukherjee, K., Segal, R.: Discussions with healthcare providers about prostate-specific antigen testing: evidence from the behavioral risk factor surveillance system in the USA. J. Pharm. Heal. Serv. Res. 6(1), 47–52 (2015)
14.
Zurück zum Zitat Wiener, R.C., Sambamoorthi, U.: Cross-sectional association between the number of missing teeth and cardiovascular disease among adults aged 50 or Older: BRFSS 2010. Int. J. Vasc. Med. 2014, 6 (2014) Wiener, R.C., Sambamoorthi, U.: Cross-sectional association between the number of missing teeth and cardiovascular disease among adults aged 50 or Older: BRFSS 2010. Int. J. Vasc. Med. 2014, 6 (2014)
15.
Zurück zum Zitat Faestel, P.M., Littell, C.T., Vitiello, M.V., Forsberg, C.W., Littman, A.J.: Perceived insufficient rest or sleep among veterans: behavioral risk factor surveillance system 2009. J. Clin. Sleep Med. 9(6), 577–584 (2013)PubMedPubMedCentralCrossRef Faestel, P.M., Littell, C.T., Vitiello, M.V., Forsberg, C.W., Littman, A.J.: Perceived insufficient rest or sleep among veterans: behavioral risk factor surveillance system 2009. J. Clin. Sleep Med. 9(6), 577–584 (2013)PubMedPubMedCentralCrossRef
16.
Zurück zum Zitat Hendriks, H., Calame, W.: The contribution of alcohol consumption to overall cancer incidence in the western world: a meta-analysis. J. Nutr. Heal. Sci. 5(3), 308 (2018) Hendriks, H., Calame, W.: The contribution of alcohol consumption to overall cancer incidence in the western world: a meta-analysis. J. Nutr. Heal. Sci. 5(3), 308 (2018)
17.
Zurück zum Zitat Buck, K.D.: Modelling of geographic cancer risk factor disparities in US counties. Appl. Geogr. 75, 28–35 (2016)CrossRef Buck, K.D.: Modelling of geographic cancer risk factor disparities in US counties. Appl. Geogr. 75, 28–35 (2016)CrossRef
18.
Zurück zum Zitat Mukamal, K.J., Ding, E.L., Djoussé, L.: Alcohol consumption, physical activity, and chronic disease risk factors: a population-based cross-sectional survey. BMC Public Health 6, 1–9 (2006)CrossRef Mukamal, K.J., Ding, E.L., Djoussé, L.: Alcohol consumption, physical activity, and chronic disease risk factors: a population-based cross-sectional survey. BMC Public Health 6, 1–9 (2006)CrossRef
19.
Zurück zum Zitat Newschaffer, C.J.: Jefferson Medical College - Center for Research in Medical Education and Health Care. Validation of behavioral risk factor surveillance system (BRFSS) HRQOL measures in a statewide sample (1998) Newschaffer, C.J.: Jefferson Medical College - Center for Research in Medical Education and Health Care. Validation of behavioral risk factor surveillance system (BRFSS) HRQOL measures in a statewide sample (1998)
20.
Zurück zum Zitat Zhao, J., Stockwell, T., Roemer, A., Chikritzhs, T.: Is alcohol consumption a risk factor for prostate cancer? A systematic review and meta-analysis. BMC Cancer 16(1), 1–13 (2016)CrossRef Zhao, J., Stockwell, T., Roemer, A., Chikritzhs, T.: Is alcohol consumption a risk factor for prostate cancer? A systematic review and meta-analysis. BMC Cancer 16(1), 1–13 (2016)CrossRef
21.
Zurück zum Zitat Brotman, D.J., Walker, E., Lauer, M.S., O’Brien, R.G.: In search of fewer independent risk factors. Arch. Intern. Med. 165(2), 138–145 (2005)PubMedCrossRef Brotman, D.J., Walker, E., Lauer, M.S., O’Brien, R.G.: In search of fewer independent risk factors. Arch. Intern. Med. 165(2), 138–145 (2005)PubMedCrossRef
22.
Zurück zum Zitat Soucie, J.M.: Public health surveillance and data collection: general principles and impact on hemophilia care. Hematology 17(1), 1–6 (2015) Soucie, J.M.: Public health surveillance and data collection: general principles and impact on hemophilia care. Hematology 17(1), 1–6 (2015)
Metadaten
Titel
Behavioral Risk Factors Based Cancer Prediction Model Utilizing Public and Personal Health Records
verfasst von
Emil Saweros
Yeong-Tae Song
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-45385-5_32