Skip to main content

Table 3 Development the original and simple GDM clinical prediction models by LASSO regression

From: Development and validation of a prediction model for gestational diabetes mellitus risk among women from 8 to 14 weeks of gestation in Western China

Variables

Original model

Simple model

Estimate

P

Estimate

P

Intercept

−16.880

 < 0.001

−13.742

 < 0.001

Age, years

0.073

 < 0.001

0.063

 < 0.001

Prepregnancy BMI, kg/m2

0.092

 < 0.001

0.122

 < 0.001

PCOS

0.900

 < 0.001

0.965

 < 0.001

History of GDM

1.925

 < 0.001

1.935

 < 0.001

Family history of diabetes

0.698

 < 0.001

0.692

 < 0.001

WBC, 109/L

0.062

0.001

-

-

RBC, 1012/L

0.344

0.003

-

-

HCT, %

0.013

0.468

-

-

lg(ALT), U/L

0.391

0.006

-

-

UA, μmol/L

0.003

 < 0.001

-

-

FPG, mmol/L

1.642

 < 0.001

1.663

 < 0.001

Urine glucose ( +)

1.067

 < 0.001

1.079

 < 0.001

  1. GDM gestational diabetes mellitus, LASSO least absolute shrinkage and selection operator, BMI body mass index, PCOS polycystic ovary syndrome, WBC white blood cell count, RBC red blood cell count, HCT hematocrit, ALT alanine aminotransferase, UA uric acid, FPG fasting blood glucose
Back to article page

BMC Pregnancy and Childbirth

ISSN: 1471-2393

Contact us