Skip to main content

Table 4 Univariate and multivariate logistic regression analysis between the training and validation cohorts

From: Development and validation of machine learning models and nomograms for predicting the surgical difficulty of laparoscopic resection in rectal cancer

Variables

Univariate

Multivariate

OR (95%CI)

P

OR (95%CI)

P

Age

1.02 (0.98–1.05)

0.307

  

Gender

    

Female

Reference

   

Male

1.37 (0.62–3.01)

0.437

  

BMI

1.12 (1.01–1.26)

0.047

1.52 (1.10–2.11)

0.011

ASA

    

 2

Reference

   

 3

0.34 (0.12–0.97)

0.044

0.64 (0.10–4.27)

0.642

 1

0.82 (0.26–2.56)

0.730

1.86 (0.28–12.36)

0.52

Hypertension

    

 Yes

Reference

   

 No

0.14 (0.06–0.32)

< 0.001

0.20 (0.05–0.87)

0.032

Preoperative hemoglobin

1.00 (0.98–1.02)

0.886

  

Preoperative serum albumin

    

 ≥ 35 g/L

Reference

   

 <35 g/L

5.75 (2.33–14.21)

< 0.001

5.10 (0.91–28.60)

0.064

Preoperative total cholesterol

0.87 (0.54–1.40)

0.565

  

Preoperative triglyceride

1.61 (0.89–2.88)

0.112

  

Preoperative C -reactive protein count

1.00 (0.99–1.02)

0.759

  

SAT area

1.01 (1.01–1.01)

0.045

1.02 (1.01–1.04)

0.013

SAT Radiodensity

0.96 (0.91–1.01)

0.098

  

VAT Radiodensity

1.12 (1.06–1.18)

< 0.001

1.34 (1.16–1.56)

< 0.001

Distance between tumor and the dentate line

    

 <10 cm

Reference

   

 ≥ 10 cm

0.13 (0.05–0.32)

< 0.001

0.03 (0.01–0.21)

< 0.001

SIG

    

 3

Reference

   

 0

2.50 (0.28–22.40)

0.413

  

 1

1.20 (0.12–12.27)

0.878

  

 2

0.83 (0.04–16.99)

0.906

  

Tumor diameter

    

 >3 cm

Reference

   

 ≤ 3 cm

0.10 (0.03–0.30)

< 0.001

0.14 (0.03–0.82)

0.029

Diabetes

    

 No

Reference

   

 Yes

1.30 (0.37–4.62)

0.682

  
  1. BMI body mass index; ASA American Society of Anesthesiologists; SAT subcutaneous fatty tissue; VAT visceral adipose tissue; SIG Systemic Inflammatory Grade