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Erschienen in: European Journal of Epidemiology 3/2011

01.03.2011 | CANCER

Clinical validity of detecting K-ras mutations for the diagnosis of exocrine pancreatic cancer: a prospective study in a clinically-relevant spectrum of patients

verfasst von: Lucy A. Parker, Miquel Porta, Blanca Lumbreras, Tomàs López, Luisa Guarner, Ildefonso Hernández-Aguado, Alfredo Carrato, Josep M. Corominas, Juli Rifà, Esteve Fernandez, Joan Alguacil, Núria Malats, Francisco X. Real

Erschienen in: European Journal of Epidemiology | Ausgabe 3/2011

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Abstract

The diagnostic utility of detecting K-ras mutations for the diagnosis of exocrine pancreatic cancer (EPC) has not been properly studied, and few reports have analysed a clinically relevant spectrum of patients. The objective was to evaluate the clinical validity of detecting K-ras mutations in the diagnosis of EPC in a large sample of clinically relevant patients. We prospectively identified 374 patients in whom one of the following diagnoses was suspected at hospital admission: EPC, chronic pancreatitis, pancreatic cysts, and cancer of the extrahepatic biliary system. Mutations in the K-ras oncogene were analysed by PCR and artificial RFLP in 212 patients. The sensitivity and specificity of the K-ras mutational status for the diagnosis of EPC were 77.7% (95% CI: 69.2–84.8) and 78.0% (68.1–86.0), respectively. The diagnostic accuracy was hardly modified by sex and age. In patients with either mutated K-ras or CEA > 5 ng/ml, the sensitivity and specificity were 81.0% (72.9–87.6) and 62.6% (72.9–87.6), respectively. In patients with mutated K-ras and CEA > 5 ng/ml the sensitivity was markedly reduced. In comparisons with a variety of non-EPC patient groups sensitivity and specificity were both always greater than 75%. In this clinically relevant sample of patients the sensitivity and specificity of K-ras mutations were not sufficiently high for independent diagnostic use. However, it seems premature to rule out the utility of K-ras analysis in conjunction with other genetic and ‘omics’ technologies.
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Literatur
1.
Zurück zum Zitat Stathis A, Moore MJ. Advanced pancreatic carcinoma: current treatment and future challenges. Nat Rev Clin Oncol. 2010;7:163–72.PubMedCrossRef Stathis A, Moore MJ. Advanced pancreatic carcinoma: current treatment and future challenges. Nat Rev Clin Oncol. 2010;7:163–72.PubMedCrossRef
3.
Zurück zum Zitat Takhar AS, Palaniappan P, Dhingsa R, Lobo DN. Recent developments in diagnosis of pancreatic cancer. BMJ. 2004;329:668–73.PubMedCrossRef Takhar AS, Palaniappan P, Dhingsa R, Lobo DN. Recent developments in diagnosis of pancreatic cancer. BMJ. 2004;329:668–73.PubMedCrossRef
4.
Zurück zum Zitat Porta M, Fabregat X, Malats N, Guarner L, Carrato A, de Miguel A, et al. Exocrine pancreatic cancer: symptoms at presentation and their relation to tumour site and stage. Clin Transl Oncol. 2005;7:189–97.PubMedCrossRef Porta M, Fabregat X, Malats N, Guarner L, Carrato A, de Miguel A, et al. Exocrine pancreatic cancer: symptoms at presentation and their relation to tumour site and stage. Clin Transl Oncol. 2005;7:189–97.PubMedCrossRef
5.
Zurück zum Zitat Duffy MJ, Sturgeon C, Lamerz R, Haglund C, Holubec VL, Klapdor R, et al. Tumor markers in pancreatic cancer: an European group on tumor markers (EGTM) status report. Ann Oncol. 2010;21:441–7.PubMedCrossRef Duffy MJ, Sturgeon C, Lamerz R, Haglund C, Holubec VL, Klapdor R, et al. Tumor markers in pancreatic cancer: an European group on tumor markers (EGTM) status report. Ann Oncol. 2010;21:441–7.PubMedCrossRef
6.
Zurück zum Zitat Freelove R, Walling A. Pancreatic cancer: diagnosis and management. Am Fam Physician. 2006;73:485–92.PubMed Freelove R, Walling A. Pancreatic cancer: diagnosis and management. Am Fam Physician. 2006;73:485–92.PubMed
7.
Zurück zum Zitat Beger HG, Matsuno S, Cameron JL. Diseases of the pancreas: current surgical therapy. Berlin: Springer; 2008.CrossRef Beger HG, Matsuno S, Cameron JL. Diseases of the pancreas: current surgical therapy. Berlin: Springer; 2008.CrossRef
8.
Zurück zum Zitat von Hoff DD, Evans DB, Hruban RH, editors. Pancreatic cancer. Boston: Jones and Bartlett; 2005. von Hoff DD, Evans DB, Hruban RH, editors. Pancreatic cancer. Boston: Jones and Bartlett; 2005.
9.
Zurück zum Zitat Howard JM, Idezuki Y, Ihse I, Prinz RA, editors. Surgical diseases of the pancreas. 3rd ed. Baltimore: Williams and Wilkins; 1998. Howard JM, Idezuki Y, Ihse I, Prinz RA, editors. Surgical diseases of the pancreas. 3rd ed. Baltimore: Williams and Wilkins; 1998.
10.
Zurück zum Zitat Beger HG, Warshaw AL, Büchler MW, Carr-Locke DL, Neoptolemos JP, Russell C, Sarr MG, editors. The pancreas. Vol. 2. Oxford: Blackwell; 1998. Beger HG, Warshaw AL, Büchler MW, Carr-Locke DL, Neoptolemos JP, Russell C, Sarr MG, editors. The pancreas. Vol. 2. Oxford: Blackwell; 1998.
11.
Zurück zum Zitat Abraham SC, Wilentz RE, Yeo CJ, Sohn TA, Cameron JL, Boitnott JK, et al. Pancreaticoduodenectomy (Whipple resections) in patients without malignancy: are they all ‘chronic pancreatitis’? Am J Surg Pathol. 2003;27:110–20.PubMedCrossRef Abraham SC, Wilentz RE, Yeo CJ, Sohn TA, Cameron JL, Boitnott JK, et al. Pancreaticoduodenectomy (Whipple resections) in patients without malignancy: are they all ‘chronic pancreatitis’? Am J Surg Pathol. 2003;27:110–20.PubMedCrossRef
12.
Zurück zum Zitat Almoguera C, Shibata D, Forrester K, Martin J, Arnheim N, Perucho M. Most human carcinomas of the exocrine pancreas contain mutant c-K-ras genes. Cell. 1998;53:549–54.CrossRef Almoguera C, Shibata D, Forrester K, Martin J, Arnheim N, Perucho M. Most human carcinomas of the exocrine pancreas contain mutant c-K-ras genes. Cell. 1998;53:549–54.CrossRef
13.
Zurück zum Zitat Tada M, Omata M, Ohto M. Clinical application of ras gene mutation for diagnosis of pancreatic adenocarcinoma. Gastroenterology. 1991;100:233–8.PubMed Tada M, Omata M, Ohto M. Clinical application of ras gene mutation for diagnosis of pancreatic adenocarcinoma. Gastroenterology. 1991;100:233–8.PubMed
14.
Zurück zum Zitat Parker LA, Lumbreras B, Hernández-Aguado I, Porta M. How useful is it clinically to analyse the K-ras mutational status for the diagnosis of exocrine pancreatic cancer? A systematic review and meta-analysis. Eur J Clin Invest. 2011 (in press). Parker LA, Lumbreras B, Hernández-Aguado I, Porta M. How useful is it clinically to analyse the K-ras mutational status for the diagnosis of exocrine pancreatic cancer? A systematic review and meta-analysis. Eur J Clin Invest. 2011 (in press).
15.
Zurück zum Zitat Marchese R, Muleti A, Pasqualetti P, Bucci B, Stigliano A, Brunetti E, et al. Low correspondance between K-ras mutations in pancreatic câncer tissue and detection of K-ras mutations in circulating DNA. Pancreas. 2006;32:171–7.PubMedCrossRef Marchese R, Muleti A, Pasqualetti P, Bucci B, Stigliano A, Brunetti E, et al. Low correspondance between K-ras mutations in pancreatic câncer tissue and detection of K-ras mutations in circulating DNA. Pancreas. 2006;32:171–7.PubMedCrossRef
16.
Zurück zum Zitat Wenger FA, Zieren J, Peter FJ, Jacobi CA, Müller JM. K-ras mutations in tissue and stool samples from patients with pancreatic cancer and chronic pancreatitis. Langenbecks Arch Surg. 1999;384:181–6.PubMedCrossRef Wenger FA, Zieren J, Peter FJ, Jacobi CA, Müller JM. K-ras mutations in tissue and stool samples from patients with pancreatic cancer and chronic pancreatitis. Langenbecks Arch Surg. 1999;384:181–6.PubMedCrossRef
17.
Zurück zum Zitat Trümper L, Menges M, Daus H, Köhler D, Reinhard JO, Sackmann M, et al. Low sensitivity of the ki-ras polymerase chain reaction for diagnosing pancreatic cancer from pancreatic juice and bile: a multicenter prospective trial. J Clin Oncol. 2002;20:4331–7.PubMedCrossRef Trümper L, Menges M, Daus H, Köhler D, Reinhard JO, Sackmann M, et al. Low sensitivity of the ki-ras polymerase chain reaction for diagnosing pancreatic cancer from pancreatic juice and bile: a multicenter prospective trial. J Clin Oncol. 2002;20:4331–7.PubMedCrossRef
18.
Zurück zum Zitat Liu TH, Wang ZY, Cui QC. Significance of the detection of Ki-ras codon 12 mutation in the diagnosis of pancreatic carcinoma. Int J Surgical Path. 1995;3:93–100. Liu TH, Wang ZY, Cui QC. Significance of the detection of Ki-ras codon 12 mutation in the diagnosis of pancreatic carcinoma. Int J Surgical Path. 1995;3:93–100.
19.
Zurück zum Zitat Van Laethem JL, Vertongen P, Deviere J, Van Rampelbergh J, Rickaert F, Cremer M, Robberecht P. Detection of c-Ki-ras gene codon 12 mutations from pancreatic duct brushings in the diagnosis of pancreatic tumours. Gut. 1995;36:781–7.PubMedCrossRef Van Laethem JL, Vertongen P, Deviere J, Van Rampelbergh J, Rickaert F, Cremer M, Robberecht P. Detection of c-Ki-ras gene codon 12 mutations from pancreatic duct brushings in the diagnosis of pancreatic tumours. Gut. 1995;36:781–7.PubMedCrossRef
20.
Zurück zum Zitat Zheng M, Liu LX, Zhu AL, Qi SY, Jiang HC, Xiao ZY. K-ras gene mutation in the diagnosis of ultrasound guided fine-needle biopsy of pancreatic masses. World J Gastroenterol. 2003;9:188–91.PubMed Zheng M, Liu LX, Zhu AL, Qi SY, Jiang HC, Xiao ZY. K-ras gene mutation in the diagnosis of ultrasound guided fine-needle biopsy of pancreatic masses. World J Gastroenterol. 2003;9:188–91.PubMed
21.
Zurück zum Zitat Mora J, Puig P, Boadas J, Urgell E, Montserrat E, Lerma E, et al. K-ras gene mutations in the diagnosis of fine-needle aspirates of pancreatic masses: prospective study using two techniques with different detection limits. Clin Chem. 1998;44:2243–8.PubMed Mora J, Puig P, Boadas J, Urgell E, Montserrat E, Lerma E, et al. K-ras gene mutations in the diagnosis of fine-needle aspirates of pancreatic masses: prospective study using two techniques with different detection limits. Clin Chem. 1998;44:2243–8.PubMed
22.
Zurück zum Zitat Shibata D, Almoguera C, Forrester K, Dunitz J, Martin SE, Cosgrove MM, et al. Detection of c-K-ras mutations in fine needle aspirates from human pancreatic adenocarcinomas. Cancer Res. 1990;50:1279–83.PubMed Shibata D, Almoguera C, Forrester K, Dunitz J, Martin SE, Cosgrove MM, et al. Detection of c-K-ras mutations in fine needle aspirates from human pancreatic adenocarcinomas. Cancer Res. 1990;50:1279–83.PubMed
23.
Zurück zum Zitat Villanueva A, Reyes G, Cuatrecasas M, Martínez A, Erill N, Lerma E, et al. Diagnostic utility of K-ras mutations in fine-needle aspirates of pancreatic masses. Gastroenterology. 1996;110:1587–94.PubMedCrossRef Villanueva A, Reyes G, Cuatrecasas M, Martínez A, Erill N, Lerma E, et al. Diagnostic utility of K-ras mutations in fine-needle aspirates of pancreatic masses. Gastroenterology. 1996;110:1587–94.PubMedCrossRef
24.
Zurück zum Zitat Pugliese V, Pujic N, Saccomanno S, Gatteschi B, Pera C, Aste H, Ferrara GB, Nicolò G. Pancreatic intraductal sampling during ERCP in patients with chronic pancreatitis and pancreatic cancer: cytologic studies and k-ras-2 codon 12 molecular analysis in 47 cases. Gastrointest Endosc. 2001;54:595–9.PubMedCrossRef Pugliese V, Pujic N, Saccomanno S, Gatteschi B, Pera C, Aste H, Ferrara GB, Nicolò G. Pancreatic intraductal sampling during ERCP in patients with chronic pancreatitis and pancreatic cancer: cytologic studies and k-ras-2 codon 12 molecular analysis in 47 cases. Gastrointest Endosc. 2001;54:595–9.PubMedCrossRef
25.
Zurück zum Zitat Van Laethem JL, Bourgeois V, Parma J, Delhaye M, Cochaux P, Velu T, et al. Relative contribution of Ki-ras gene analysis and brush cytology during ERCP for the diagnosis of biliary and pancreatic diseases. Gastrointest Endosc. 1998;47:479–85.PubMedCrossRef Van Laethem JL, Bourgeois V, Parma J, Delhaye M, Cochaux P, Velu T, et al. Relative contribution of Ki-ras gene analysis and brush cytology during ERCP for the diagnosis of biliary and pancreatic diseases. Gastrointest Endosc. 1998;47:479–85.PubMedCrossRef
26.
Zurück zum Zitat Parker LA, Gómez Saez N, Lumbreras B, Porta M, Hernández-Aguado I. Methodological deficits in diagnostic research using ‘-omics’ technologies: Evaluation of the QUADOMICS tool and quality of recently published studies. PLoS One. 2010;5(7):e11419.PubMedCrossRef Parker LA, Gómez Saez N, Lumbreras B, Porta M, Hernández-Aguado I. Methodological deficits in diagnostic research using ‘-omics’ technologies: Evaluation of the QUADOMICS tool and quality of recently published studies. PLoS One. 2010;5(7):e11419.PubMedCrossRef
27.
Zurück zum Zitat Fletcher RH, Fletcher SW. Clinical epidemiology. The essentials. 4th ed. Philadelphia: Lippincott, Williams and Wilkins; 2005. Fletcher RH, Fletcher SW. Clinical epidemiology. The essentials. 4th ed. Philadelphia: Lippincott, Williams and Wilkins; 2005.
28.
Zurück zum Zitat Haynes RB, Sackett DL, Guyatt GH, Tugwell P. Clinical epidemiology. How to do clinical practice research. 3rd ed. Philadelphia: Lippincott, Williams and Wilkins; 2005. Haynes RB, Sackett DL, Guyatt GH, Tugwell P. Clinical epidemiology. How to do clinical practice research. 3rd ed. Philadelphia: Lippincott, Williams and Wilkins; 2005.
29.
Zurück zum Zitat Pepe MS, Etzioni R, Feng Z, Potter JD, Thompson ML, Thornquist M, et al. Phases of biomarker development for early detection of cancer. J Natl Cancer Inst. 2001;93:1054–61.PubMedCrossRef Pepe MS, Etzioni R, Feng Z, Potter JD, Thompson ML, Thornquist M, et al. Phases of biomarker development for early detection of cancer. J Natl Cancer Inst. 2001;93:1054–61.PubMedCrossRef
30.
Zurück zum Zitat Porta M, ed. A dictionary of epidemiology. 5th ed. New York: Oxford University Press; 2008. p. 66, 69, 191, 201, 227, 233–6, 255, 258. Porta M, ed. A dictionary of epidemiology. 5th ed. New York: Oxford University Press; 2008. p. 66, 69, 191, 201, 227, 233–6, 255, 258.
31.
Zurück zum Zitat Porta M, Malats N, Jariod M, Grimalt JO, Rifà J, Carrato A, et al. Serum concentrations of organochlorine compounds and K-ras mutations in exocrine pancreatic cancer. Lancet. 1999;354:2125–9.PubMedCrossRef Porta M, Malats N, Jariod M, Grimalt JO, Rifà J, Carrato A, et al. Serum concentrations of organochlorine compounds and K-ras mutations in exocrine pancreatic cancer. Lancet. 1999;354:2125–9.PubMedCrossRef
32.
Zurück zum Zitat Soler M, Malats N, Porta M, Fernandez E, Guarner L, Maguire A, et al. Medical conditions in patients with pancreatic and biliary diseases: validity and agreement between data from questionnaires and medical records. Dig Dis Sci. 1999;44:2469–77.PubMedCrossRef Soler M, Malats N, Porta M, Fernandez E, Guarner L, Maguire A, et al. Medical conditions in patients with pancreatic and biliary diseases: validity and agreement between data from questionnaires and medical records. Dig Dis Sci. 1999;44:2469–77.PubMedCrossRef
33.
Zurück zum Zitat Porta M, Costafreda S, Malats N, Guarner L, Soler M, Gubern JM, et al. Validity of the hospital discharge diagnosis in epidemiologic studies of biliopancreatic pathology. Eur J Epidemiol. 2000;16:533–41.PubMedCrossRef Porta M, Costafreda S, Malats N, Guarner L, Soler M, Gubern JM, et al. Validity of the hospital discharge diagnosis in epidemiologic studies of biliopancreatic pathology. Eur J Epidemiol. 2000;16:533–41.PubMedCrossRef
34.
Zurück zum Zitat Porta M, Malats N, Alguacil J, Ruiz L, Jariod M, Carrato A, et al. Coffee, pancreatic cancer, and K-ras mutations: updating the research agenda. J Epidemiol Community Health. 2000;54:656–9.PubMedCrossRef Porta M, Malats N, Alguacil J, Ruiz L, Jariod M, Carrato A, et al. Coffee, pancreatic cancer, and K-ras mutations: updating the research agenda. J Epidemiol Community Health. 2000;54:656–9.PubMedCrossRef
35.
Zurück zum Zitat Real FX, Malats N, Lesca G, Porta M, Chopin S, Lenoir GM, et al. Family history of cancer and germline BRCA2 mutations in sporadic exocrine pancreas cancer. Gut. 2002;50:653–7.PubMedCrossRef Real FX, Malats N, Lesca G, Porta M, Chopin S, Lenoir GM, et al. Family history of cancer and germline BRCA2 mutations in sporadic exocrine pancreas cancer. Gut. 2002;50:653–7.PubMedCrossRef
36.
Zurück zum Zitat Alguacil J, Porta M, Malats N, Kauppinen T, Kogevinas M, Benavides FG, et al. Occupational exposure to organic solvents and K-ras mutations in exocrine pancreatic cancer. Carcinogenesis. 2002;23:101–6.PubMedCrossRef Alguacil J, Porta M, Malats N, Kauppinen T, Kogevinas M, Benavides FG, et al. Occupational exposure to organic solvents and K-ras mutations in exocrine pancreatic cancer. Carcinogenesis. 2002;23:101–6.PubMedCrossRef
37.
Zurück zum Zitat Morales E, Porta M, Vioque J, López T, Mendez MA, Pumarega JA, et al. Food and nutrient intakes and K-ras mutations in exocrine pancreatic cancer. J Epidemiol Community Health. 2007;61:641–9.PubMedCrossRef Morales E, Porta M, Vioque J, López T, Mendez MA, Pumarega JA, et al. Food and nutrient intakes and K-ras mutations in exocrine pancreatic cancer. J Epidemiol Community Health. 2007;61:641–9.PubMedCrossRef
38.
Zurück zum Zitat Crous-Bou M, De Vivo I, Porta M, Pumarega JA, López T, Alguacil J, et al. CYP1B1 polymorphisms and K-ras mutations in patients with pancreatic ductal adenocarcinoma. Dig Dis Sci. 2008;53:1417–21.PubMedCrossRef Crous-Bou M, De Vivo I, Porta M, Pumarega JA, López T, Alguacil J, et al. CYP1B1 polymorphisms and K-ras mutations in patients with pancreatic ductal adenocarcinoma. Dig Dis Sci. 2008;53:1417–21.PubMedCrossRef
39.
Zurück zum Zitat Crous-Bou M, Porta M, López T, Jariod M, Malats N, Alguacil J, et al. Lifetime history of tobacco consumption and K-ras mutations in exocrine pancreatic cancer. Pancreas. 2007;35:135–41.PubMedCrossRef Crous-Bou M, Porta M, López T, Jariod M, Malats N, Alguacil J, et al. Lifetime history of tobacco consumption and K-ras mutations in exocrine pancreatic cancer. Pancreas. 2007;35:135–41.PubMedCrossRef
40.
Zurück zum Zitat Crous-Bou M, Porta M, López T, Jariod M, Malats N, Morales E, et al. Lifetime history of alcohol consumption and K-ras mutations in pancreatic ductal adenocarcinoma. Environ Mol Mutagen. 2009;50:421–30.PubMedCrossRef Crous-Bou M, Porta M, López T, Jariod M, Malats N, Morales E, et al. Lifetime history of alcohol consumption and K-ras mutations in pancreatic ductal adenocarcinoma. Environ Mol Mutagen. 2009;50:421–30.PubMedCrossRef
41.
Zurück zum Zitat Crous-Bou M, Porta M, Morales E, López T, Carrato A, Puigdomènech E, et al. Past medical conditions and K-ras mutations in pancreatic ductal adenocarcinoma: a hypothesis-generating study. Cancer Causes Control. 2009;20:591–9.PubMedCrossRef Crous-Bou M, Porta M, Morales E, López T, Carrato A, Puigdomènech E, et al. Past medical conditions and K-ras mutations in pancreatic ductal adenocarcinoma: a hypothesis-generating study. Cancer Causes Control. 2009;20:591–9.PubMedCrossRef
42.
Zurück zum Zitat Porta M, López T, Pumarega J, Jariod M, Crous-Bou M, Marco E, et al. In pancreatic ductal adenocarcinoma blood concentrations of some organochlorine compounds and coffee intake are independently associated with KRAS mutations. Mutagenesis. 2009;24:513–21.PubMedCrossRef Porta M, López T, Pumarega J, Jariod M, Crous-Bou M, Marco E, et al. In pancreatic ductal adenocarcinoma blood concentrations of some organochlorine compounds and coffee intake are independently associated with KRAS mutations. Mutagenesis. 2009;24:513–21.PubMedCrossRef
43.
Zurück zum Zitat Gasull M, Porta M, Pumarega J, Vioque J, Bosch de Basea M, Puigdomènech E, et al. The relative influence of diet and serum concentrations of organochlorine compounds on K-ras mutations in exocrine pancreatic cancer. Chemosphere. 2010;79:686–97.PubMedCrossRef Gasull M, Porta M, Pumarega J, Vioque J, Bosch de Basea M, Puigdomènech E, et al. The relative influence of diet and serum concentrations of organochlorine compounds on K-ras mutations in exocrine pancreatic cancer. Chemosphere. 2010;79:686–97.PubMedCrossRef
45.
Zurück zum Zitat Porta M, Pumarega J, López T, Jariod M, Marco E, Grimalt JO. Influence of tumor stage, symptoms and time of blood draw on serum concentrations of organochlorine compounds in exocrine pancreatic cancer. Cancer Causes Control. 2009;20:1893–906.PubMedCrossRef Porta M, Pumarega J, López T, Jariod M, Marco E, Grimalt JO. Influence of tumor stage, symptoms and time of blood draw on serum concentrations of organochlorine compounds in exocrine pancreatic cancer. Cancer Causes Control. 2009;20:1893–906.PubMedCrossRef
46.
Zurück zum Zitat Porta M, Ferrer-Armengou O, Pumarega J, López T, Crous-Bou M, Alguacil A, et al. Exocrine pancreatic cancer clinical factors were related to timing of blood extraction and influenced serum concentrations of lipids. J Clin Epidemiol. 2008;61:695–704.PubMedCrossRef Porta M, Ferrer-Armengou O, Pumarega J, López T, Crous-Bou M, Alguacil A, et al. Exocrine pancreatic cancer clinical factors were related to timing of blood extraction and influenced serum concentrations of lipids. J Clin Epidemiol. 2008;61:695–704.PubMedCrossRef
47.
Zurück zum Zitat Armitage P, Berry G, Matthews JNS. Statistical methods in medical research. 4th ed. Blackwell: Oxford; 2002.CrossRef Armitage P, Berry G, Matthews JNS. Statistical methods in medical research. 4th ed. Blackwell: Oxford; 2002.CrossRef
48.
Zurück zum Zitat Porta M, Pumarega J, Ferrer-Armengou O, López T, Alguacil J, Malats N, et al. Timing of blood extraction in epidemiologic and proteomic studies: results and proposals from the PANKRAS II Study. Eur J Epidemiol. 2007;22:577–88.PubMedCrossRef Porta M, Pumarega J, Ferrer-Armengou O, López T, Alguacil J, Malats N, et al. Timing of blood extraction in epidemiologic and proteomic studies: results and proposals from the PANKRAS II Study. Eur J Epidemiol. 2007;22:577–88.PubMedCrossRef
49.
Zurück zum Zitat Gudjonsson B. Pancreatic cancer: survival, errors and evidence. Eur J Gastroenterol Hepatol. 2009;21:1379–82.PubMedCrossRef Gudjonsson B. Pancreatic cancer: survival, errors and evidence. Eur J Gastroenterol Hepatol. 2009;21:1379–82.PubMedCrossRef
Metadaten
Titel
Clinical validity of detecting K-ras mutations for the diagnosis of exocrine pancreatic cancer: a prospective study in a clinically-relevant spectrum of patients
verfasst von
Lucy A. Parker
Miquel Porta
Blanca Lumbreras
Tomàs López
Luisa Guarner
Ildefonso Hernández-Aguado
Alfredo Carrato
Josep M. Corominas
Juli Rifà
Esteve Fernandez
Joan Alguacil
Núria Malats
Francisco X. Real
Publikationsdatum
01.03.2011
Verlag
Springer Netherlands
Erschienen in
European Journal of Epidemiology / Ausgabe 3/2011
Print ISSN: 0393-2990
Elektronische ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-011-9547-8

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