Analysis of the discriminative methods for diagnosis of benign and malignant solitary pulmonary nodules based on serum markers

Oncol Res Treat. 2014;37(12):740-6. doi: 10.1159/000369488. Epub 2014 Nov 20.

Abstract

Background: Screening indexes of tumor serum markers for benign and malignant solitary pulmonary nodules (SPNs) were analyzed to find the optimum method for diagnosis.

Methods: Enzyme-linked immunosorbent assays, an automatic immune analyzer and radioimmunoassay methods were used to examine the levels of 8 serum markers in 164 SPN patients, and the sensitivity for differential diagnosis of malignant or benign SPN was compared for detection using a single plasma marker or a combination of markers. The results for serological indicators that closely relate to benign and malignant SPNs were screened using the Fisher discriminant analysis and a non-conditional logistic regression analysis method, respectively. The results were then verified by the k-means clustering analysis method.

Results: The sensitivity when using a combination of serum markers to detect SPN was higher than that using a single marker. By Fisher discriminant analysis, cytokeratin 19 fragments (CYFRA21-1), carbohydrate antigen 125 (CA125), squamous cell carcinoma antigen (SCC) and breast cancer antigen (CA153), which relate to the benign and malignant SPNs, were screened. Through non-conditional logistic regression analysis, CYFRA21-1, SCC and CA153 were obtained. Using the k-means clustering analysis, the cophenetic correlation coefficient (0.940) obtained by the Fisher discriminant analysis was higher than that obtained with logistic regression analysis (0.875).

Conclusion: This study indicated that the Fisher discriminant analysis functioned better in screening out serum markers to recognize the benign and malignant SPN. The combined detection of CYFRA21-1, CA125, SCC and CA153 is an effective way to distinguish benign and malignant SPN, and will find an important clinical application in the early diagnosis of SPN.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antigens, Neoplasm / blood
  • Biomarkers, Tumor / blood*
  • CA-125 Antigen / blood
  • Case-Control Studies
  • Enzyme-Linked Immunosorbent Assay / methods
  • False Positive Reactions
  • Humans
  • Keratin-19 / blood
  • Logistic Models
  • Lung Neoplasms / blood
  • Lung Neoplasms / diagnosis*
  • Membrane Proteins / blood
  • Mucin-1 / blood
  • Predictive Value of Tests
  • Radioimmunoassay
  • Retrospective Studies
  • Sensitivity and Specificity
  • Serpins / blood
  • Solitary Pulmonary Nodule / blood
  • Solitary Pulmonary Nodule / diagnosis*

Substances

  • Antigens, Neoplasm
  • Biomarkers, Tumor
  • CA-125 Antigen
  • Keratin-19
  • MUC16 protein, human
  • Membrane Proteins
  • Mucin-1
  • Serpins
  • antigen CYFRA21.1
  • squamous cell carcinoma-related antigen