Skip to main content
Erschienen in: Cancer Causes & Control 3/2015

01.03.2015 | Original Paper

Classification tree analysis to examine influences on colorectal cancer screening

verfasst von: Gregory M. Dominick, Mia A. Papas, Michelle L. Rogers, William Rakowski

Erschienen in: Cancer Causes & Control | Ausgabe 3/2015

Einloggen, um Zugang zu erhalten

Abstract

Purpose

Identifying correlates of colorectal cancer screening (CRCS) is critical for cancer control and prevention. Classification tree analysis (CTA) is a potentially powerful analytic tool that can identify distinct population subgroups for which CRCS is influenced by any number of multivariable interactions. This study used CTA to identify correlates of CRCS for exclusive population subgroups.

Methods

Data were obtained from the 2007 Health Information National Trends Survey (HINTS) and analyzed in 2014. CTA was employed to determine the association between demographic (n = 11), psychosocial (n = 6), and numeracy (n = 3) variables and CRCS status of adults ≥50 years (n = 3,769).

Results

Overall CRCS rate was 66.9 %. Level of doctor avoidance (three categories) was the initial splitting variable, leading to a total of 21 terminal node subgroups of CRCS utilization: (1) avoid doctor, not for fear of illness/death [n = 625 (16.5 %), four subgroups]; (2) avoid doctor, fear illness/death [n = 366 (9.7 %), two subgroups]; (3) do not avoid doctor [n = 2,778 (73.7 %), 15 subgroups].

Conclusions

Doctor avoidance was an important behavioral influence on CRCS adherence. Use of CTA to identify unique characteristics within population subgroups has merit for tailoring future intervention strategies. Community-based approaches may be effective for reaching individuals who avoid routine doctor visits.
Literatur
3.
Zurück zum Zitat Walsh JME, Terdiman JP (2003) Colorectal cancer screening: scientific review. JAMA 289(10):1288–1296CrossRefPubMed Walsh JME, Terdiman JP (2003) Colorectal cancer screening: scientific review. JAMA 289(10):1288–1296CrossRefPubMed
4.
Zurück zum Zitat Smith RA, Cokkinides V, Eyre HJ (2007) Cancer screening in the United States, 2007: a review of current guidelines, practices, and prospects. CA Cancer J Clin 57:90–104CrossRefPubMed Smith RA, Cokkinides V, Eyre HJ (2007) Cancer screening in the United States, 2007: a review of current guidelines, practices, and prospects. CA Cancer J Clin 57:90–104CrossRefPubMed
6.
Zurück zum Zitat Rakowski W, Clark MA (1998) Do groups of women aged 50 to 75 match the national average mammography rate? Am J Prev Med 15(3):187–197CrossRefPubMed Rakowski W, Clark MA (1998) Do groups of women aged 50 to 75 match the national average mammography rate? Am J Prev Med 15(3):187–197CrossRefPubMed
7.
Zurück zum Zitat Vernon SW (1997) Participation in colorectal cancer screening: a review. J Natl Cancer Inst 89(19):1406–1422CrossRefPubMed Vernon SW (1997) Participation in colorectal cancer screening: a review. J Natl Cancer Inst 89(19):1406–1422CrossRefPubMed
8.
Zurück zum Zitat Beydoun HA, Beydoun MA (2008) Predictors of colorectal cancer screening behaviors among average-risk older adults in the United States. Cancer Cause Control 19(4):339–359CrossRef Beydoun HA, Beydoun MA (2008) Predictors of colorectal cancer screening behaviors among average-risk older adults in the United States. Cancer Cause Control 19(4):339–359CrossRef
9.
Zurück zum Zitat Consedine NS, Magai C, Krivoshekova YS, Ryzewicz L, Neugut AI (2004) Fear, anxiety, worry, and breast cancer screening behavior: a critical review. Cancer Epidemiol Biomarkers Prev 13(4):501–510PubMed Consedine NS, Magai C, Krivoshekova YS, Ryzewicz L, Neugut AI (2004) Fear, anxiety, worry, and breast cancer screening behavior: a critical review. Cancer Epidemiol Biomarkers Prev 13(4):501–510PubMed
10.
Zurück zum Zitat Davids S, Schapira M, McAuliffe T, Nattinger A (2004) Predictors of pessimistic breast cancer risk perceptions in a primary care population. J Gen Intern Med 19(4):310–315CrossRefPubMedCentralPubMed Davids S, Schapira M, McAuliffe T, Nattinger A (2004) Predictors of pessimistic breast cancer risk perceptions in a primary care population. J Gen Intern Med 19(4):310–315CrossRefPubMedCentralPubMed
11.
Zurück zum Zitat Kiviniemi M, Bennett A, Zaiter M, Marshall J (2011) Individual-level factors in colorectal cancer screening: a review of the literature on the relation of individual level health behavior constructs and screening behavior. Psycho Oncology 20:1023–1033CrossRefPubMedCentralPubMed Kiviniemi M, Bennett A, Zaiter M, Marshall J (2011) Individual-level factors in colorectal cancer screening: a review of the literature on the relation of individual level health behavior constructs and screening behavior. Psycho Oncology 20:1023–1033CrossRefPubMedCentralPubMed
12.
Zurück zum Zitat Gimeno Garcia A, Hernandez Alvarez Buylla N, Nicolas-Perez D, Quintero E (2014) Public awareness of colorectal cancer screening: knowledge, attitudes, and interventions for increasing screening uptake. Oncology. doi:10.1155/2014/425787 Gimeno Garcia A, Hernandez Alvarez Buylla N, Nicolas-Perez D, Quintero E (2014) Public awareness of colorectal cancer screening: knowledge, attitudes, and interventions for increasing screening uptake. Oncology. doi:10.​1155/​2014/​425787
13.
Zurück zum Zitat Davis TC, Williams MV, Marin E, Parker RM, Glass J (2002) Health literacy and cancer communication. CA Cancer J Clin 52(3):134–149CrossRefPubMed Davis TC, Williams MV, Marin E, Parker RM, Glass J (2002) Health literacy and cancer communication. CA Cancer J Clin 52(3):134–149CrossRefPubMed
14.
Zurück zum Zitat Schwartzberg JG, VanGeest J, Wang CC (eds) (2005) Understanding health literacy: implications for medicine and public health. American Medical Association Press, Chicago, IL Schwartzberg JG, VanGeest J, Wang CC (eds) (2005) Understanding health literacy: implications for medicine and public health. American Medical Association Press, Chicago, IL
18.
Zurück zum Zitat Ciampa PJ, White RO, Perrin EM et al (2013) The association of acculturation and health literacy, numeracy and health-related skills in Spanish-speaking caregivers of young children. J Immigr Minor Health 15(3):492–498CrossRefPubMedCentralPubMed Ciampa PJ, White RO, Perrin EM et al (2013) The association of acculturation and health literacy, numeracy and health-related skills in Spanish-speaking caregivers of young children. J Immigr Minor Health 15(3):492–498CrossRefPubMedCentralPubMed
19.
Zurück zum Zitat Keller C, Siegrist M (2009) Effect of risk communication formats on risk perception depending on numeracy. Med Decis Mak 29(4):483–490CrossRef Keller C, Siegrist M (2009) Effect of risk communication formats on risk perception depending on numeracy. Med Decis Mak 29(4):483–490CrossRef
20.
Zurück zum Zitat Golbeck AL, Ahlers-Schmidt CR, Paschal AM, Dismuke SE (2005) A definition and operational framework for health numeracy. Am J Prev Med 29(4):375–376CrossRefPubMed Golbeck AL, Ahlers-Schmidt CR, Paschal AM, Dismuke SE (2005) A definition and operational framework for health numeracy. Am J Prev Med 29(4):375–376CrossRefPubMed
21.
Zurück zum Zitat Lipkus IM, Samsa G, Rimer BK (2001) General performance on a numeracy scale among highly educated samples. Med Decis Mak 21(1):37–44CrossRef Lipkus IM, Samsa G, Rimer BK (2001) General performance on a numeracy scale among highly educated samples. Med Decis Mak 21(1):37–44CrossRef
22.
Zurück zum Zitat Reyna VF, Brainerd CJ (2007) The importance of mathematics in health and human judgement: numeracy, risk communication, and medical decision making. Learn Individ Differ 17:147–159CrossRef Reyna VF, Brainerd CJ (2007) The importance of mathematics in health and human judgement: numeracy, risk communication, and medical decision making. Learn Individ Differ 17:147–159CrossRef
23.
24.
Zurück zum Zitat Schapira MM, Neuner J, Fletcher KE, Gilligan MA, Hayes E, Laud P (2011) The relationship of health numeracy to cancer screening. J Cancer Educ 26(1):103–110CrossRefPubMedCentralPubMed Schapira MM, Neuner J, Fletcher KE, Gilligan MA, Hayes E, Laud P (2011) The relationship of health numeracy to cancer screening. J Cancer Educ 26(1):103–110CrossRefPubMedCentralPubMed
25.
Zurück zum Zitat Schwartz LM, Woloshin S, Black WC, Welch HG (1997) The role of numeracy in understanding the benefit of screening mammography. Ann Intern Med 127(11):966–972CrossRefPubMed Schwartz LM, Woloshin S, Black WC, Welch HG (1997) The role of numeracy in understanding the benefit of screening mammography. Ann Intern Med 127(11):966–972CrossRefPubMed
26.
Zurück zum Zitat Kutner M, Greenberg BD, Jin Y, Paulsen C (2006) The Health literacy of America’s adults: results from the 2003 National Assessment of Adult Literacy. National Center for Education Statistics, United States Department of Education, Washington Kutner M, Greenberg BD, Jin Y, Paulsen C (2006) The Health literacy of America’s adults: results from the 2003 National Assessment of Adult Literacy. National Center for Education Statistics, United States Department of Education, Washington
27.
Zurück zum Zitat Rothman RL, Housam R, Weiss H et al (2006) Patient understanding of food labels: the role of literacy and numeracy. Am J Prev Med 31(5):391–398CrossRefPubMed Rothman RL, Housam R, Weiss H et al (2006) Patient understanding of food labels: the role of literacy and numeracy. Am J Prev Med 31(5):391–398CrossRefPubMed
28.
Zurück zum Zitat Ciampa PJ, Osborn CY, Peterson NB, Rothman RL (2010) Patient numeracy, perceptions of provider communication, and colorectal cancer screening utilization. J Health Commun 15(Suppl 3):157–168CrossRefPubMedCentralPubMed Ciampa PJ, Osborn CY, Peterson NB, Rothman RL (2010) Patient numeracy, perceptions of provider communication, and colorectal cancer screening utilization. J Health Commun 15(Suppl 3):157–168CrossRefPubMedCentralPubMed
29.
Zurück zum Zitat Breiman L (2001) Statistical modeling: the two cultures. Stat Sci 16(3):199–231CrossRef Breiman L (2001) Statistical modeling: the two cultures. Stat Sci 16(3):199–231CrossRef
30.
Zurück zum Zitat Camp NJ, Slattery ML (2002) Classification tree analysis: a statistical tool to investigate risk factor interactions with an example for colon cancer. Cancer Causes Control 13(9):813–823CrossRefPubMed Camp NJ, Slattery ML (2002) Classification tree analysis: a statistical tool to investigate risk factor interactions with an example for colon cancer. Cancer Causes Control 13(9):813–823CrossRefPubMed
31.
Zurück zum Zitat Zhang H, Bonney G (2000) Use of classification trees for association studies. Genet Epidemiol 19:323–332CrossRefPubMed Zhang H, Bonney G (2000) Use of classification trees for association studies. Genet Epidemiol 19:323–332CrossRefPubMed
32.
Zurück zum Zitat Kitsantas P, Moore TW, Sly DF (2007) Using classification trees to profile adolescent smoking behaviors. Addict Behav 32(1):9–23CrossRefPubMed Kitsantas P, Moore TW, Sly DF (2007) Using classification trees to profile adolescent smoking behaviors. Addict Behav 32(1):9–23CrossRefPubMed
33.
Zurück zum Zitat McKenzie DM, McFarlane AC, Creamer M, Ikin JF, Forbes AB, Kelsall HL et al (2006) Hazardous or harmful alcohol use in Royal Australian Navy veterans of the 1991 Gulf War: identification of high risk subgroups. Addict Behav 31(9):1683–1694CrossRefPubMed McKenzie DM, McFarlane AC, Creamer M, Ikin JF, Forbes AB, Kelsall HL et al (2006) Hazardous or harmful alcohol use in Royal Australian Navy veterans of the 1991 Gulf War: identification of high risk subgroups. Addict Behav 31(9):1683–1694CrossRefPubMed
34.
Zurück zum Zitat Welte JW, Barnes GM, Wieczorek WF, Tidwell MC (2004) Gambling participation and pathology in the United States—a sociodemographic analysis using classification trees. Addict Behav 29(5):983–989CrossRefPubMed Welte JW, Barnes GM, Wieczorek WF, Tidwell MC (2004) Gambling participation and pathology in the United States—a sociodemographic analysis using classification trees. Addict Behav 29(5):983–989CrossRefPubMed
35.
Zurück zum Zitat Calvocoressi L, Stolar M, Kasl SV, Claus EB, Jones BA (2005) Applying recursive partitioning to a prospective study of factors associated with adherence to mammography screening guidelines. Am J Epidemiol 162(12):1215–1224CrossRefPubMed Calvocoressi L, Stolar M, Kasl SV, Claus EB, Jones BA (2005) Applying recursive partitioning to a prospective study of factors associated with adherence to mammography screening guidelines. Am J Epidemiol 162(12):1215–1224CrossRefPubMed
36.
Zurück zum Zitat Gjelsvik A, Rogers ML, Clark MA, Ombao HC, Rakowski W (2014) Continuum of mammography use among US women: classification tree analysis. Am J Health Behav 38(4):492–500CrossRefPubMed Gjelsvik A, Rogers ML, Clark MA, Ombao HC, Rakowski W (2014) Continuum of mammography use among US women: classification tree analysis. Am J Health Behav 38(4):492–500CrossRefPubMed
38.
Zurück zum Zitat Nelson DE, Kreps GL, Hesse BW, Croyle RT, Willis G, Arora NK et al (2004) The Health Information National Trends Survey (HINTS): development, design, and dissemination. J Health Commun 9(5):443–460 discussion 481–444CrossRefPubMed Nelson DE, Kreps GL, Hesse BW, Croyle RT, Willis G, Arora NK et al (2004) The Health Information National Trends Survey (HINTS): development, design, and dissemination. J Health Commun 9(5):443–460 discussion 481–444CrossRefPubMed
39.
Zurück zum Zitat Subramanian S, Klosterman M, Amonkar MM, Hunt TL (2004) Adherence with colorectal cancer screening guidelines: a review. Prev Med 38(5):536–550CrossRefPubMed Subramanian S, Klosterman M, Amonkar MM, Hunt TL (2004) Adherence with colorectal cancer screening guidelines: a review. Prev Med 38(5):536–550CrossRefPubMed
40.
Zurück zum Zitat Janz NK, Champion VL, Strecher VJ (2002) The health belief model. In: Glanz KM, Rimer BK, Lewis FM (eds) Health behavior and health education: theory, research, and practice, 3rd edn. Wiley, San Fransisco, pp 45–66 Janz NK, Champion VL, Strecher VJ (2002) The health belief model. In: Glanz KM, Rimer BK, Lewis FM (eds) Health behavior and health education: theory, research, and practice, 3rd edn. Wiley, San Fransisco, pp 45–66
41.
Zurück zum Zitat Messina CR, Lane DS, Grimson R (2005) Colorectal cancer screening attitudes and practices preferences for decision making. Am J Prev Med 28(5):439–446CrossRefPubMed Messina CR, Lane DS, Grimson R (2005) Colorectal cancer screening attitudes and practices preferences for decision making. Am J Prev Med 28(5):439–446CrossRefPubMed
42.
Zurück zum Zitat SPSS. AnswerTree(r) (2002) 3.1 user’s guide. SPSS, Inc, Chicago SPSS. AnswerTree(r) (2002) 3.1 user’s guide. SPSS, Inc, Chicago
43.
Zurück zum Zitat Biggs D, De Ville B, Suen E (1991) A method of choosing multiway partitions for classification and decision trees. J Appl Stat 18(1):49–62CrossRef Biggs D, De Ville B, Suen E (1991) A method of choosing multiway partitions for classification and decision trees. J Appl Stat 18(1):49–62CrossRef
44.
Zurück zum Zitat Lemon SC, Roy J, Clark MA, Friedmann PD, Rakowski W (2003) Classification and regression tree analysis in public health: methodological review and comparison with logistic regression. Ann Behav Med 26(3):172–181CrossRefPubMed Lemon SC, Roy J, Clark MA, Friedmann PD, Rakowski W (2003) Classification and regression tree analysis in public health: methodological review and comparison with logistic regression. Ann Behav Med 26(3):172–181CrossRefPubMed
45.
Zurück zum Zitat Coups EJ, Manne SL, Meropol NJ, Weinberg DS (2007) Multiple behavioral risk factors for colorectal cancer and colorectal cancer screening status. Cancer Epidemiol Biomarkers Prev 16(3):510–516CrossRefPubMed Coups EJ, Manne SL, Meropol NJ, Weinberg DS (2007) Multiple behavioral risk factors for colorectal cancer and colorectal cancer screening status. Cancer Epidemiol Biomarkers Prev 16(3):510–516CrossRefPubMed
46.
Zurück zum Zitat Pruitt SL, McQueen A, Tiro JA, Rakowski W, Diclemente CC, Vernon SW (2010) Construct validity of a mammography processes of change scale and invariance by stage of change. J Health Psychol 15(1):64–74CrossRefPubMedCentralPubMed Pruitt SL, McQueen A, Tiro JA, Rakowski W, Diclemente CC, Vernon SW (2010) Construct validity of a mammography processes of change scale and invariance by stage of change. J Health Psychol 15(1):64–74CrossRefPubMedCentralPubMed
47.
Zurück zum Zitat Tiro JA, Diamond PM, Perz CA, Fernandez M, Rakowski W, DiClemente CC et al (2005) Validation of scales measuring attitudes and norms related to mammography screening in women veterans. Health Psychol 24(6):555–566CrossRefPubMed Tiro JA, Diamond PM, Perz CA, Fernandez M, Rakowski W, DiClemente CC et al (2005) Validation of scales measuring attitudes and norms related to mammography screening in women veterans. Health Psychol 24(6):555–566CrossRefPubMed
48.
Zurück zum Zitat Spleen A, Lengerich E, Camacho F, Vanderpool R (2014) Health care avoidance among rural populations: results from a nationally representative survey. Rural Health 30:79–88CrossRef Spleen A, Lengerich E, Camacho F, Vanderpool R (2014) Health care avoidance among rural populations: results from a nationally representative survey. Rural Health 30:79–88CrossRef
50.
Zurück zum Zitat Peroskie A, Ferrer RA, Klein WMP (2013) Association of cancer worry and perceived risk with doctor avoidance: an analysis of information avoidance in a nationally representative US sample. J Behav Med. doi:10.1007/s10865-013-9537-2 Peroskie A, Ferrer RA, Klein WMP (2013) Association of cancer worry and perceived risk with doctor avoidance: an analysis of information avoidance in a nationally representative US sample. J Behav Med. doi:10.​1007/​s10865-013-9537-2
51.
Zurück zum Zitat Kannan VD, Veazie PJ (2014) Predictors of avoiding medical care and reasons for avoidance behavior. Med Care 52(4):336–345CrossRefPubMed Kannan VD, Veazie PJ (2014) Predictors of avoiding medical care and reasons for avoidance behavior. Med Care 52(4):336–345CrossRefPubMed
52.
53.
Zurück zum Zitat Mcqueen A, Vernon SW, Meissner HI, Rakowski W (2008) Risk perceptions and worry about cancer: does gender make a difference? J Health Commun 13(1):56–79CrossRefPubMed Mcqueen A, Vernon SW, Meissner HI, Rakowski W (2008) Risk perceptions and worry about cancer: does gender make a difference? J Health Commun 13(1):56–79CrossRefPubMed
54.
Zurück zum Zitat Moser RP, Arndt J, Han PK, Waters EA, Amsellem M, Hesse BW (2014) Perceptions of cancer as a death sentence: prevalence and consequences. J Health Psychol 19(12):1518–1524CrossRefPubMedCentralPubMed Moser RP, Arndt J, Han PK, Waters EA, Amsellem M, Hesse BW (2014) Perceptions of cancer as a death sentence: prevalence and consequences. J Health Psychol 19(12):1518–1524CrossRefPubMedCentralPubMed
55.
Zurück zum Zitat Reynolds LM, Consedine NS, Pizarro DA, Bissett IP (2013) Disgust and behavioral avoidance in colorectal cancer screening and treatment: a systematic review and research agenda. Cancer Nurs 36(2):122–130CrossRefPubMed Reynolds LM, Consedine NS, Pizarro DA, Bissett IP (2013) Disgust and behavioral avoidance in colorectal cancer screening and treatment: a systematic review and research agenda. Cancer Nurs 36(2):122–130CrossRefPubMed
Metadaten
Titel
Classification tree analysis to examine influences on colorectal cancer screening
verfasst von
Gregory M. Dominick
Mia A. Papas
Michelle L. Rogers
William Rakowski
Publikationsdatum
01.03.2015
Verlag
Springer International Publishing
Erschienen in
Cancer Causes & Control / Ausgabe 3/2015
Print ISSN: 0957-5243
Elektronische ISSN: 1573-7225
DOI
https://doi.org/10.1007/s10552-015-0523-6

Weitere Artikel der Ausgabe 3/2015

Cancer Causes & Control 3/2015 Zur Ausgabe

Adjuvante Immuntherapie verlängert Leben bei RCC

25.04.2024 Nierenkarzinom Nachrichten

Nun gibt es auch Resultate zum Gesamtüberleben: Eine adjuvante Pembrolizumab-Therapie konnte in einer Phase-3-Studie das Leben von Menschen mit Nierenzellkarzinom deutlich verlängern. Die Sterberate war im Vergleich zu Placebo um 38% geringer.

Alectinib verbessert krankheitsfreies Überleben bei ALK-positivem NSCLC

25.04.2024 NSCLC Nachrichten

Das Risiko für Rezidiv oder Tod von Patienten und Patientinnen mit reseziertem ALK-positivem NSCLC ist unter einer adjuvanten Therapie mit dem Tyrosinkinase-Inhibitor Alectinib signifikant geringer als unter platinbasierter Chemotherapie.

Bei Senioren mit Prostatakarzinom auf Anämie achten!

24.04.2024 DGIM 2024 Nachrichten

Patienten, die zur Behandlung ihres Prostatakarzinoms eine Androgendeprivationstherapie erhalten, entwickeln nicht selten eine Anämie. Wer ältere Patienten internistisch mitbetreut, sollte auf diese Nebenwirkung achten.

ICI-Therapie in der Schwangerschaft wird gut toleriert

Müssen sich Schwangere einer Krebstherapie unterziehen, rufen Immuncheckpointinhibitoren offenbar nicht mehr unerwünschte Wirkungen hervor als andere Mittel gegen Krebs.

Update Onkologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.