Table 3 The 32 selected features and their changes (with P values) between healthy volunteers and patients with diabetes

From: Dermal features derived from optoacoustic tomograms via machine learning correlate microangiopathy phenotypes with diabetes stage

Feature number

Feature description

Feature scale

Feature change

P values

1

Number of vessels in the epidermal/SVP layer (2D)

Mesoscale

<0.001***

2

Number of junctions in the epidermal/SVP layer (2D)

Mesoscale

<0.001**

3

Number of junction-to-junction branches in the dermal layer (2D)

Mesoscale

0.011*

4

Number of junction-to-junction branches in the epidermal/SVP layer (2D)

Mesoscale

0.001***

5

Thickness of the dermal layer (3D)

Macroscale

0.174

6

Total area of vessels in the dermal layer (3D)

Macroscale

0.165

7

Area of the dermal layer (2D)

Macroscale

0.126

8

Average vessel length in the dermal layer (2D)

Microscale

0.031*

9

Number of junction-to-endpoint branches in the epidermal/SVP layer (2D)

Mesoscale

<0.001***

10

Number of junction-to-endpoint branches in the epidermal/SVP layer (3D)

Mesoscale

0.387

11

Number of vessels in the epidermal/SVP layer (3D)

Mesoscale

0.690

12

Thickness of the epidermal/SVP layer (3D)

Macroscale

0.170

13

Number of vessels in the dermal layer (3D)

Mesoscale

0.093

14

Total area of vessels in the epidermal/SVP layer (3D)

Macroscale

0.153

15

Area of the dermal layer (3D)

Macroscale

0.546

16

Number of junctions in the epidermal/SVP layer (3D)

Mesoscale

0.719

17

Average vessel area in the dermal layer (2D)

Microscale

0.904

18

Number of junction-to-junction branches in the epidermal/SVP layer (3D)

Mesoscale

0.737

19

Total area of vessels in the dermal layer (2D)

Macroscale

0.993

20

Number of junctions in the dermal layer (3D)

Mesoscale

0.084

21

Number of junction-to-junction branches in the dermal layer (3D)

Mesoscale

0.084

22

Total area of vessels in the epidermal/SVP layer (2D)

Macroscale

0.159

23

Area of the epidermal/SVP layer (3D)

Macroscale

0.972

24

Average vessel volume in the dermal layer (3D)

Microscale

0.010*

25

Average vessel area in the epidermal/SVP layer (2D)

Microscale

0.595

26

Area of the epidermal/SVP layer (2D)

Macroscale

0.181

27

Number of junction-to-endpoint branches in the dermal layer (3D)

Mesoscale

0.279

28

Thickness of the dermal layer (2D)

Macroscale

0.374

29

Thickness of the epidermal/SVP layer (2D)

Macroscale

0.161

30

Average vessel volume in the epidermal/SVP layer (3D)

Microscale

0.138

31

Average vessel diameter in the dermal layer (3D)

Microscale

0.035*

32

Average vessel diameter in the epidermal/SVP layer (3D)

Microscale

0.094

  1. *P < 0.05, ***P < 0.001. All P values were calculated using a two-sided Student’s t-test.