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Published in: BMC Cancer 1/2013

Open Access 01-12-2013 | Research article

Cost profiles of colorectal cancer patients in Italy based on individual patterns of care

Authors: Silvia Francisci, Stefano Guzzinati, Maura Mezzetti, Emanuele Crocetti, Francesco Giusti, Guido Miccinesi, Eugenio Paci, Catia Angiolini, Anna Gigli

Published in: BMC Cancer | Issue 1/2013

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Abstract

Background

Due to changes in cancer-related risk factors, improvements in diagnostic procedures and treatments, and the aging of the population, in most developed countries cancer accounts for an increasing proportion of health care expenditures. The analysis of cancer-related costs is a topic of several economic and epidemiological studies and represents a research area of great interest to public health planners and policy makers. In Italy studies are limited either to some specific types of expenditures or to specific groups of cancer patients. Aim of the paper is to estimate the distribution of cancer survivors and associated health care expenditures according to a disease pathway which identifies three clinically relevant phases: initial (one year following diagnosis), continuing (between initial and final) and final (one year before death).

Methods

The methodology proposed is based on the reconstruction of patterns of care at individual level by combining different data sources, surveillance data and administrative data, in areas covered by cancer registration.

Results

A total colorectal cancer-related expenditure of 77.8 million Euros for 18012 patients (corresponding to about 4300 Euros per capita) is estimated in 2006 in two Italian areas located in Tuscany and Veneto regions, respectively. Cost of care varies according to the care pathway: 11% of patients were in the initial phase, and consumed 34% of total expenditure; patients in the final (6%) and in the continuing (83%) phase consumed 23% and 43% of the budget, respectively. There is an association between patterns of care/costs and patients characteristics such as stage and age at diagnosis.

Conclusions

This paper represents the first attempt to attribute health care expenditures in Italy to specific phases of disease, according to varying treatment approaches, surveillance strategies and management of relapses, palliative care. The association between stage at diagnosis, profile of therapies and costs supports the idea that primary prevention and early detection play an important role in a public health perspective. Results from this pilot study encourage the use of such analyses in a public health perspective, to increase understanding of patient outcomes and economic consequences of differences in policies related to cancer screening, treatment, and programs of care.
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Literature
1.
go back to reference Sullivan S, Peppercorn J, Sikora K, Zalcberg J, Meropol NJ, Amir E, Khayat D, Boyle P, Autier P, Tannock IF, Fojo T, Siderov J, Williamson S, Camporesi S, McVie JG, Purushotham AD, Naredi P, Eggermont A, Brennan MF, Steinberg ML, De Ridder M, McCloskey SA, Verellen D, Roberts T, Storme G, Hicks RJ, Ell PJ, Hirsch BR, Carbone DP, Schulman KA, et al: Delivering affordable cancer care in high-income countries. Lancet Oncol. 2011, 12: 933-980. 10.1016/S1470-2045(11)70141-3.CrossRefPubMed Sullivan S, Peppercorn J, Sikora K, Zalcberg J, Meropol NJ, Amir E, Khayat D, Boyle P, Autier P, Tannock IF, Fojo T, Siderov J, Williamson S, Camporesi S, McVie JG, Purushotham AD, Naredi P, Eggermont A, Brennan MF, Steinberg ML, De Ridder M, McCloskey SA, Verellen D, Roberts T, Storme G, Hicks RJ, Ell PJ, Hirsch BR, Carbone DP, Schulman KA, et al: Delivering affordable cancer care in high-income countries. Lancet Oncol. 2011, 12: 933-980. 10.1016/S1470-2045(11)70141-3.CrossRefPubMed
2.
go back to reference Buzzoni C and the AIRTUM Working group: Population aging effect on number of cancer cases: Italian cancer registries data. Epidemiol Prev. 2011, 35: 216-221. Buzzoni C and the AIRTUM Working group: Population aging effect on number of cancer cases: Italian cancer registries data. Epidemiol Prev. 2011, 35: 216-221.
3.
go back to reference Simoens S, Dooms M: How much is the life of a cancer patient worth? A pharmaco-economic perspective. J Clin Pharm and Therap. 2011, 36: 249-256. 10.1111/j.1365-2710.2010.01181.x.CrossRef Simoens S, Dooms M: How much is the life of a cancer patient worth? A pharmaco-economic perspective. J Clin Pharm and Therap. 2011, 36: 249-256. 10.1111/j.1365-2710.2010.01181.x.CrossRef
4.
go back to reference Meropol NJ, Schulman KA: Cost of cancer care: issues and implications. J Clin Oncol. 2007, 25: 180-186. 10.1200/JCO.2006.09.6081.CrossRefPubMed Meropol NJ, Schulman KA: Cost of cancer care: issues and implications. J Clin Oncol. 2007, 25: 180-186. 10.1200/JCO.2006.09.6081.CrossRefPubMed
5.
go back to reference Brown ML, Fireman B: Evaluation of direct medical costs related to cancer. J Natl Cancer Inst. 1995, 87: 399-400. 10.1093/jnci/87.6.399.CrossRefPubMed Brown ML, Fireman B: Evaluation of direct medical costs related to cancer. J Natl Cancer Inst. 1995, 87: 399-400. 10.1093/jnci/87.6.399.CrossRefPubMed
6.
go back to reference Barlow WE: Overview of methods to estimate the medical costs of cancer. Med Care. 2009, 47 (Suppl 1): 33-36.CrossRef Barlow WE: Overview of methods to estimate the medical costs of cancer. Med Care. 2009, 47 (Suppl 1): 33-36.CrossRef
7.
go back to reference Yabroff RK, Mariotto AB, Feuer EJ, Brown ML: Projections of the costs associated with colorectal cancer care in the United States, 2000-2020. Health Econ. 2008, 17: 947-959. 10.1002/hec.1307.CrossRefPubMed Yabroff RK, Mariotto AB, Feuer EJ, Brown ML: Projections of the costs associated with colorectal cancer care in the United States, 2000-2020. Health Econ. 2008, 17: 947-959. 10.1002/hec.1307.CrossRefPubMed
8.
go back to reference Mariotto A, Yabroff RK, Feuer EJ, De Angelis R, Brown M: Projecting the number of patients with colorectal carcinoma by phases of care in the US: 2000-2020. Cancer Causes Control. 2006, 17: 1215-1226. 10.1007/s10552-006-0072-0.CrossRefPubMed Mariotto A, Yabroff RK, Feuer EJ, De Angelis R, Brown M: Projecting the number of patients with colorectal carcinoma by phases of care in the US: 2000-2020. Cancer Causes Control. 2006, 17: 1215-1226. 10.1007/s10552-006-0072-0.CrossRefPubMed
9.
go back to reference Maher J, McConnell H: New pathways of care for cancer survivors: adding the numbers. Br J Cancer. 2011, 105 (Suppl 1): 5-10.CrossRef Maher J, McConnell H: New pathways of care for cancer survivors: adding the numbers. Br J Cancer. 2011, 105 (Suppl 1): 5-10.CrossRef
10.
go back to reference Brown ML, Riley GF, Schussler M, Etzioni R: Estimating health care costs related to cancer treatment from SEER-medicare data. Med Care. 2002, 40: IV 104-IV 117.CrossRef Brown ML, Riley GF, Schussler M, Etzioni R: Estimating health care costs related to cancer treatment from SEER-medicare data. Med Care. 2002, 40: IV 104-IV 117.CrossRef
11.
go back to reference AIRTUM Working Group: La prevalenza dei tumori in Italia. Epidemiol Prev. 2010, 34 (Suppl 2): 1-54. AIRTUM Working Group: La prevalenza dei tumori in Italia. Epidemiol Prev. 2010, 34 (Suppl 2): 1-54.
12.
go back to reference National Institute for Statistics (Istat): Noi Italia, 100 statistiche per capire il paese in cui viviamo: sanità e salute. 2011, Roma: Dossier Istat National Institute for Statistics (Istat): Noi Italia, 100 statistiche per capire il paese in cui viviamo: sanità e salute. 2011, Roma: Dossier Istat
13.
go back to reference Russo A, Bisanti L: Milan Cancer Report. 2007, Milano: ASL Città di Milano Russo A, Bisanti L: Milan Cancer Report. 2007, Milano: ASL Città di Milano
14.
go back to reference Castiglione G, Zappa M, Grazzini G, Sani C, Mazzotta A, Mantellini P, Ciatto S: Cost analysis in a population based screening programme for colorectal cancer: comparison of immunochemical and guaiac faecal occult blood testing. J Med Screen. 1997, 4: 142-146.PubMed Castiglione G, Zappa M, Grazzini G, Sani C, Mazzotta A, Mantellini P, Ciatto S: Cost analysis in a population based screening programme for colorectal cancer: comparison of immunochemical and guaiac faecal occult blood testing. J Med Screen. 1997, 4: 142-146.PubMed
15.
go back to reference Zappa M, Cecchini S, Ciatto S, Iossa A, Falini P, Mancini M, Paci E: Measurement of the cost of screening for cervical cancer in the district of Florence, Italy. Tumori. 1998, 84: 631-635.PubMed Zappa M, Cecchini S, Ciatto S, Iossa A, Falini P, Mancini M, Paci E: Measurement of the cost of screening for cervical cancer in the district of Florence, Italy. Tumori. 1998, 84: 631-635.PubMed
16.
go back to reference Zappa M, Visioli CB, Ciatto S: Mammography screening in elderly women: efficacy and cost-effectiveness. Crit Rev Oncol Hematol. 2003, 46: 235-239. 10.1016/S1040-8428(03)00022-2.CrossRefPubMed Zappa M, Visioli CB, Ciatto S: Mammography screening in elderly women: efficacy and cost-effectiveness. Crit Rev Oncol Hematol. 2003, 46: 235-239. 10.1016/S1040-8428(03)00022-2.CrossRefPubMed
17.
go back to reference Carozzi FM, Cariaggi MP, Bonardi L, Bulgaresi P, Cecchini S, Ciatto S, Cipparrone I, Galanti L, Maddau C, Matucci M, Rubeca T, Troni GM, Turco P, Zappa M, Confortini M: Clinical impact (cost-effectiveness) of qualifying atypical squamous cells of undeterminate significance (ASCUS) in cases favoring a reactive or dysplastic process. Diagn Cytopathol. 2003, 29: 4-7. 10.1002/dc.10317.CrossRefPubMed Carozzi FM, Cariaggi MP, Bonardi L, Bulgaresi P, Cecchini S, Ciatto S, Cipparrone I, Galanti L, Maddau C, Matucci M, Rubeca T, Troni GM, Turco P, Zappa M, Confortini M: Clinical impact (cost-effectiveness) of qualifying atypical squamous cells of undeterminate significance (ASCUS) in cases favoring a reactive or dysplastic process. Diagn Cytopathol. 2003, 29: 4-7. 10.1002/dc.10317.CrossRefPubMed
18.
go back to reference Grazzini G, Ciatto S, Cislaghi C, Castiglione G, Falcone M, Mantellini P, Zappa M, and the Working Group of Regional Reference Centre for Oncological Screening of Tuscany: Cost evaluation in a colorectal cancer screening programme by faecal occult blood test in the District of Florence. J Med Screen. 2008, 15: 175-181. 10.1258/jms.2008.008032.CrossRefPubMed Grazzini G, Ciatto S, Cislaghi C, Castiglione G, Falcone M, Mantellini P, Zappa M, and the Working Group of Regional Reference Centre for Oncological Screening of Tuscany: Cost evaluation in a colorectal cancer screening programme by faecal occult blood test in the District of Florence. J Med Screen. 2008, 15: 175-181. 10.1258/jms.2008.008032.CrossRefPubMed
19.
go back to reference Accetta G, Biggeri A, Carreras G, Lippi G, Carozzi FM, Confortini M, Zappa M, Paci E: Is human papilloma virus screening preferable to current policies in vaccinated and unvaccinated women? A cost-effectiveness analysis. J Med Screen. 2010, 17: 181-189. 10.1258/jms.2010.010019.CrossRefPubMed Accetta G, Biggeri A, Carreras G, Lippi G, Carozzi FM, Confortini M, Zappa M, Paci E: Is human papilloma virus screening preferable to current policies in vaccinated and unvaccinated women? A cost-effectiveness analysis. J Med Screen. 2010, 17: 181-189. 10.1258/jms.2010.010019.CrossRefPubMed
21.
go back to reference Zambon P, Andolfo A, Baracco M, Barizza F, Bovo E, Dal Cin A, Fiore AR, Greco A, Guzzinati S, Monetti D, Rosano D, Stocco CF, Tognazzo S: Cancer incidence in Italy, Veneto region (1998-2001). Cancer Incidence in Five Continents. vol IX. Edited by: Curado MP, Edwards B, Shin HR, Storm H, Ferlay J, Heanue M, Boyle P. 2007, Lyon: IARC, Zambon P, Andolfo A, Baracco M, Barizza F, Bovo E, Dal Cin A, Fiore AR, Greco A, Guzzinati S, Monetti D, Rosano D, Stocco CF, Tognazzo S: Cancer incidence in Italy, Veneto region (1998-2001). Cancer Incidence in Five Continents. vol IX. Edited by: Curado MP, Edwards B, Shin HR, Storm H, Ferlay J, Heanue M, Boyle P. 2007, Lyon: IARC,
22.
go back to reference Paci E, Crocetti E, Benvenuti A, Buzzoni C, Caldarella A, Giovannetti L, Giusti F, Intrieri T, Manneschi G, Miccinesi G, Sacchettini C: Tuscany cancer registry. Cancer Incidence in Five Continents. vol IX. Edited by: Curado MP, Edwards B, Shin HR, Storm H, Ferlay J, Heanue M, Boyle P. 2007, Lyon: IARC Paci E, Crocetti E, Benvenuti A, Buzzoni C, Caldarella A, Giovannetti L, Giusti F, Intrieri T, Manneschi G, Miccinesi G, Sacchettini C: Tuscany cancer registry. Cancer Incidence in Five Continents. vol IX. Edited by: Curado MP, Edwards B, Shin HR, Storm H, Ferlay J, Heanue M, Boyle P. 2007, Lyon: IARC
23.
go back to reference Gail MH, Kessler L, Midthune D, Scoppa S: Two approaches for estimating disease prevalence from population-based registries of incidence and total mortality. Biometrics. 1999, 55: 1137-1144. 10.1111/j.0006-341X.1999.01137.x.CrossRefPubMed Gail MH, Kessler L, Midthune D, Scoppa S: Two approaches for estimating disease prevalence from population-based registries of incidence and total mortality. Biometrics. 1999, 55: 1137-1144. 10.1111/j.0006-341X.1999.01137.x.CrossRefPubMed
24.
go back to reference Gigli A, Mariotto A, Clegg LX, et al: Estimating the variance of cancer prevalence from population-based registries. Stat Methods Med Res. 2006, 15: 235-253. 10.1191/0962280206sm427oa.CrossRefPubMed Gigli A, Mariotto A, Clegg LX, et al: Estimating the variance of cancer prevalence from population-based registries. Stat Methods Med Res. 2006, 15: 235-253. 10.1191/0962280206sm427oa.CrossRefPubMed
25.
go back to reference Italian Ministerial Decree: DRG (Diagnosis-related Groups) version 10. 1994, Rome: Presidenza del Consiglio dei Ministri Italian Ministerial Decree: DRG (Diagnosis-related Groups) version 10. 1994, Rome: Presidenza del Consiglio dei Ministri
26.
go back to reference World Health Organization: International classification of diseases 9th revision, clinical modification. 1997, Geneva: World Health Organization World Health Organization: International classification of diseases 9th revision, clinical modification. 1997, Geneva: World Health Organization
27.
go back to reference American Joint Committee on Cancer: Colon and rectum. AJCC Cancer Staging Manual. Edited by: Edge SB, Byrd DR, Compton CC, Fritz AG, Greene FL, Trotti A. 2010, New York: Springer-Verlag, 143-164.CrossRef American Joint Committee on Cancer: Colon and rectum. AJCC Cancer Staging Manual. Edited by: Edge SB, Byrd DR, Compton CC, Fritz AG, Greene FL, Trotti A. 2010, New York: Springer-Verlag, 143-164.CrossRef
28.
go back to reference Corazziari I, Quinn M, Capocaccia R: Standard cancer population for estimating age standardized survival ratios. Eur J Cancer. 2004, 40: 2307-2316. 10.1016/j.ejca.2004.07.002.CrossRefPubMed Corazziari I, Quinn M, Capocaccia R: Standard cancer population for estimating age standardized survival ratios. Eur J Cancer. 2004, 40: 2307-2316. 10.1016/j.ejca.2004.07.002.CrossRefPubMed
30.
go back to reference Francisci S, Capocaccia R, Grande E, Santaquilani M, Simonetti A, Allemani C, Gatta G, Sant M, Zigon G, Bray F, Janssen-Heijnen M, and the EUROCARE Working Group: The cure of cancer: a European perspective. Eur J Cancer. 2009, 45: 1067-1079. 10.1016/j.ejca.2008.11.034.CrossRefPubMed Francisci S, Capocaccia R, Grande E, Santaquilani M, Simonetti A, Allemani C, Gatta G, Sant M, Zigon G, Bray F, Janssen-Heijnen M, and the EUROCARE Working Group: The cure of cancer: a European perspective. Eur J Cancer. 2009, 45: 1067-1079. 10.1016/j.ejca.2008.11.034.CrossRefPubMed
31.
go back to reference Brown ML, Riley GF, Potosky AL, Etzioni RD: Obtaining long-term disease specifi c costs of care: application to medicare enrollees diagnosed with colorectal cancer. Med Care. 1999, 37: 1249-1259. 10.1097/00005650-199912000-00008.CrossRefPubMed Brown ML, Riley GF, Potosky AL, Etzioni RD: Obtaining long-term disease specifi c costs of care: application to medicare enrollees diagnosed with colorectal cancer. Med Care. 1999, 37: 1249-1259. 10.1097/00005650-199912000-00008.CrossRefPubMed
32.
go back to reference Meropol NJ: Ongoing challenge of stage II colon cancer. J Clin Oncol. 2011, 29: 3346-3348. 10.1200/JCO.2011.35.4571.CrossRefPubMed Meropol NJ: Ongoing challenge of stage II colon cancer. J Clin Oncol. 2011, 29: 3346-3348. 10.1200/JCO.2011.35.4571.CrossRefPubMed
33.
go back to reference O’ Connor ES, Greenblatt DY, LoConte NK, Gangnon RE, Liou J, Heise CP, Smith MA: Adjuvant chemotherapy for stage II colon cancer with poor prognostic features. J Clin Oncol. 2011, 29: 3381-3388. 10.1200/JCO.2010.34.3426.CrossRef O’ Connor ES, Greenblatt DY, LoConte NK, Gangnon RE, Liou J, Heise CP, Smith MA: Adjuvant chemotherapy for stage II colon cancer with poor prognostic features. J Clin Oncol. 2011, 29: 3381-3388. 10.1200/JCO.2010.34.3426.CrossRef
34.
go back to reference Labianca R, Beretta GD, Kildani B, Milesi L, Merlin F, Mosconi S, Pessi MA, Prochilo T, Quadri A, Gatta G, de Braud F, Wils J: Colon cancer. European options and recommendations for cancer diagnosis and therapy. Volume 1. Edited by: Pierotti MA, van Harten W, Licitra L, Lombardo C. 2011, Brussels: Organisation of European Cancer Institutes, OECHEEIG Labianca R, Beretta GD, Kildani B, Milesi L, Merlin F, Mosconi S, Pessi MA, Prochilo T, Quadri A, Gatta G, de Braud F, Wils J: Colon cancer. European options and recommendations for cancer diagnosis and therapy. Volume 1. Edited by: Pierotti MA, van Harten W, Licitra L, Lombardo C. 2011, Brussels: Organisation of European Cancer Institutes, OECHEEIG
35.
go back to reference Zampino MG, Labianca R, Beretta GD, Magni E, Gatta G, Leonardi MC, Chiappa A, Biffi R, de Braud F, Wils J: Rectal cancer. European options and recommendations for cancer diagnosis and therapy. Volume 1. Edited by: Pierotti MA, van Harten W, Licitra L, Lombardo C. 2011, Brussels: Organisation of European Cancer Institutes, OECHEEIG Zampino MG, Labianca R, Beretta GD, Magni E, Gatta G, Leonardi MC, Chiappa A, Biffi R, de Braud F, Wils J: Rectal cancer. European options and recommendations for cancer diagnosis and therapy. Volume 1. Edited by: Pierotti MA, van Harten W, Licitra L, Lombardo C. 2011, Brussels: Organisation of European Cancer Institutes, OECHEEIG
36.
go back to reference Sargent DJ, Goldberg RM, Jacobson SD, Macdonald JS, Labianca R, Haller DG, et al: A pooled analysis of adjuvant chemotherapy for resected colon cancer in elderly patients. N Engl J Med. 2001, 345: 1091-1097. 10.1056/NEJMoa010957.CrossRefPubMed Sargent DJ, Goldberg RM, Jacobson SD, Macdonald JS, Labianca R, Haller DG, et al: A pooled analysis of adjuvant chemotherapy for resected colon cancer in elderly patients. N Engl J Med. 2001, 345: 1091-1097. 10.1056/NEJMoa010957.CrossRefPubMed
37.
go back to reference Yabroff RK, Lamont EB, Mariotto A, Warren JL, Topor M, Meekins A, Brown ML: Cost of care for elderly cancer patients in the United States. J Natl Cancer Inst. 2008, 100: 630-634. 10.1093/jnci/djn103.CrossRefPubMed Yabroff RK, Lamont EB, Mariotto A, Warren JL, Topor M, Meekins A, Brown ML: Cost of care for elderly cancer patients in the United States. J Natl Cancer Inst. 2008, 100: 630-634. 10.1093/jnci/djn103.CrossRefPubMed
38.
go back to reference Warren JL, Yabroff K, Meekins A, Topor M, Lamont EB, Brown ML: Evaluation of trends in the cost of initial cancer treatment. J Natl Cancer Inst. 2008, 100: 888-897. 10.1093/jnci/djn175.CrossRefPubMedPubMedCentral Warren JL, Yabroff K, Meekins A, Topor M, Lamont EB, Brown ML: Evaluation of trends in the cost of initial cancer treatment. J Natl Cancer Inst. 2008, 100: 888-897. 10.1093/jnci/djn175.CrossRefPubMedPubMedCentral
39.
go back to reference Kim HJ, Fay MP, Feuer EJ, Midthune DN: Permutation tests for jointpoint regression with application to cancer rates. Stat Med. 2000, 19: 335-351. 10.1002/(SICI)1097-0258(20000215)19:3<335::AID-SIM336>3.0.CO;2-Z.CrossRefPubMed Kim HJ, Fay MP, Feuer EJ, Midthune DN: Permutation tests for jointpoint regression with application to cancer rates. Stat Med. 2000, 19: 335-351. 10.1002/(SICI)1097-0258(20000215)19:3<335::AID-SIM336>3.0.CO;2-Z.CrossRefPubMed
40.
go back to reference Giunta Regionale del Veneto: Relazione Socio sanitaria della regione del Veneto (dati 2006-2007). 2008, Venezia: Regione Veneto Giunta Regionale del Veneto: Relazione Socio sanitaria della regione del Veneto (dati 2006-2007). 2008, Venezia: Regione Veneto
41.
go back to reference Bollettino ufficiale della Regione Toscana: Piano sanitario regionale 2008-2010. 2008, Firenze: Regione Toscana Bollettino ufficiale della Regione Toscana: Piano sanitario regionale 2008-2010. 2008, Firenze: Regione Toscana
43.
go back to reference Fetter RB, Thompson JD, Mills RE: System for a cost and reimbursement control in hospital. Yale J Biol Med. 1976, 9: 123-136. Fetter RB, Thompson JD, Mills RE: System for a cost and reimbursement control in hospital. Yale J Biol Med. 1976, 9: 123-136.
Metadata
Title
Cost profiles of colorectal cancer patients in Italy based on individual patterns of care
Authors
Silvia Francisci
Stefano Guzzinati
Maura Mezzetti
Emanuele Crocetti
Francesco Giusti
Guido Miccinesi
Eugenio Paci
Catia Angiolini
Anna Gigli
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2013
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/1471-2407-13-329

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