A discriminant analysis prediction model of non-syndromic cleft lip with or without cleft palate based on risk factors

BMC Pregnancy Childbirth. 2016 Nov 23;16(1):368. doi: 10.1186/s12884-016-1116-4.

Abstract

Background: A risk prediction model of non-syndromic cleft lip with or without cleft palate (NSCL/P) was established by a discriminant analysis to predict the individual risk of NSCL/P in pregnant women.

Methods: A hospital-based case-control study was conducted with 113 cases of NSCL/P and 226 controls without NSCL/P. The cases and the controls were obtained from 52 birth defects' surveillance hospitals in Hunan Province, China. A questionnaire was administered in person to collect the variables relevant to NSCL/P by face to face interviews. Logistic regression models were used to analyze the influencing factors of NSCL/P, and a stepwise Fisher discriminant analysis was subsequently used to construct the prediction model.

Results: In the univariate analysis, 13 influencing factors were related to NSCL/P, of which the following 8 influencing factors as predictors determined the discriminant prediction model: family income, maternal occupational hazards exposure, premarital medical examination, housing renovation, milk/soymilk intake in the first trimester of pregnancy, paternal occupational hazards exposure, paternal strong tea drinking, and family history of NSCL/P. The model had statistical significance (lambda = 0.772, chi-square = 86.044, df = 8, P < 0.001). Self-verification showed that 83.8 % of the participants were correctly predicted to be NSCL/P cases or controls with a sensitivity of 74.3 % and a specificity of 88.5 %. The area under the receiver operating characteristic curve (AUC) was 0.846.

Conclusions: The prediction model that was established using the risk factors of NSCL/P can be useful for predicting the risk of NSCL/P. Further research is needed to improve the model, and confirm the validity and reliability of the model.

Keywords: Discriminant analysis; Non-syndromic cleft lip with or without cleft palate; Prediction model; Risk factors.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Area Under Curve
  • Case-Control Studies
  • Chi-Square Distribution
  • China
  • Cleft Lip / etiology*
  • Cleft Palate / etiology*
  • Discriminant Analysis
  • Female
  • Humans
  • Income
  • Logistic Models
  • Male
  • Maternal Exposure
  • Maternal Nutritional Physiological Phenomena
  • Paternal Exposure
  • Pedigree
  • Pregnancy
  • Reproducibility of Results
  • Risk Assessment / methods*
  • Risk Factors
  • Sensitivity and Specificity
  • Young Adult