Back
#1
25.9%
Top 3%
20.7%
Top 0.7%
13.8%
Top 61%
9.1%
Top 25%
4.5%
Top 6%
4.5%
Top 8%
2.3%
Top 25%
1.8%
Top 7%
1.1%
Top 14%
1.1%
Top 7%
1.1%
Top 65%
0.8%
Top 4%
0.5%
Top 5%
0.5%
Top 27%
0.5%
Top 11%
0.5%
Top 8%
0.5%
Automated detection of genetic relatedness from fundus photographs using Siamese Neural Networks
2023-08-23
ophthalmology
Title + abstract only
View on medRxiv
Show abstract
Heritability of common eye diseases and ocular traits are relatively high. Here, we develop an automated algorithm to detect genetic relatedness from color fundus photographs (FPs). We estimated the degree of shared ancestry amongst individuals in the UK Biobank using KING software. A convolutional Siamese neural network-based algorithm was trained to output a measure of genetic relatedness using 7224 pairs (3612 related and 3612 unrelated) of FPs. The model achieved high performance for predict...
Predicted journal destinations
1
Ophthalmology Science
15 training papers
2
Scientific Reports
701 training papers
3
Translational Vision Science & Technology
18 training papers
4
PLOS ONE
1737 training papers
5
Nature Communications
483 training papers
6
npj Digital Medicine
85 training papers
7
PLOS Digital Health
88 training papers
8
eLife
262 training papers
9
PLOS Genetics
39 training papers
10
Journal of Medical Internet Research
81 training papers
11
Computers in Biology and Medicine
39 training papers
12
BMJ Open
553 training papers
13
F1000Research
28 training papers
14
Bioinformatics
24 training papers
15
Cureus
64 training papers
16
Brain
69 training papers
17
Communications Biology
36 training papers