Science Manuscript Template

advertisement

Smartphone-Based Diagnostic of Preeclampsia: An mHealth solution for the Congo

Red Dot (CRD) Test in Limited-Resource Settings

Authors: Stephan M. Jonas, Thomas M. Deserno, Catalin S. Buhimschi, Jennifer Makin,

Michael A. Choma, Irina. A. Buhimschi

SUPPLEMENTARY MATERIALS

Supplementary Methods

Statistical procedures.

MedCalc software (v 12.5 Ostend, Belgium) was used as statistical aid unless otherwise specified (31). Correlations were tested using the Pearson's product moment correlation while agreement was determined using Lin's concordance coefficient and the

McBride descriptive scaling of agreement (21, 22). Equivalence/non-inferiority testing was performed in Microsoft Excel using the TOST/XLSTAT add-ins procedure (23). Multivariate stepwise linear regression was used to determine the impact of multiple variables on the level of bias (difference between the result obtained using the manual method and result after systematic elimination of steps in the wet protocol). Variables were entered in the model if P <0.05 and removed if P >0.1. For all procedures a P <0.05 was used to denote statistical significance.

Equations.

L ( x , y )

0 .

3

R ( x , y )

0 .

59

G ( x , y )

0 .

11

B ( x , y ) (Equation 1) with L(x,y) being the luminance, and R(x,y) , G(x,y) , and B(x,y) determine the red, green, and blue values of the pixel at position x,y , respectively. r ( d i

)

 x

, y

 d i

L ( x , y )

N d i

 ( x , y

N

)

 c i

 x ,( c i

L ( x ,

, y )

 d i

N d i y )

(Equation 2) with r ( d i

) being the normalized luminance (regarded as “redness”) of dot d i

, c i the cell containing dot d i

, and N the number of pixels in c i or d i

.

Supplementary Tables and Figures

Table S1. Handling issues encountered in stage 3 of our study and solutions

Issue * Imaging issue Effect Remedy

1 Extreme viewpoint or perspective

2

3

Sheet not completely captured on image

Non-uniform illumination and shadowing

Linear interpolation fails; wrong localization of patient cells

Warning message if opposing borders vary more than 10% (15º viewing angle); changed acquisition protocol to inclined background

Corners detection impossible

Misclassification because of dark foreground

Error message upon missing corner; template position and orientation overlay on camera view

Warning message if high variance in illumination is detected

4 Reflection of water on, or near the sheet

Boundary and corner detection fails

Warning message suggesting inclined photographic surface to avoid puddle formation

5 Blurriness/Out-offocus

The sheet is blurred Blurring was neglected due to minor impact

(tolerated up to Gaussian blur with sigma=5)

* listed in the order of decreasing frequency with which they were observed

Fig. S1. True to size sample positioning template

As we cannot control for different printer settings, please check the dimensions before using the template.

Download