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Table 1 Summary of statistical methods reviewed in this paper

From: Statistical methods for assessing the effects of de novo variants on birth defects

Name

Estimation

Inference

Inputs of Additional Information

DNV Data Used in Real Data Application

Software Link

Reference

 

denovolyzeR

-

Poisson exact test

-

1,078 autism spectrum disorder (ASD) trios

https://denovolyzer.org/

[8]

 

DeNovoWEST

-

Simulation-based test

-

31,058 developmental disorder (DD) trios

https://github.com/HurlesGroupSanger/DeNovoWEST

[32]

 

TADA

Empirical Bayes method

Bayesian false discovery rate (FDR) and p-value from permutation test

Inherited variants

932 ASD trios

http://www.compgen.pitt.edu/TADA/TADA_homepage.htm

[17]

 

extTADA

Fully Bayesian framework

Bayesian FDR

Inherited variants

1,077 schizophrenia (SCZ) trios;

4,293 DD trios;

1,022 intellectual disability (ID) trios;

4,122 ASD trios;

356 epilepsy trios

https://github.com/hoangtn/extTADA

[40]

 

TADA-R

Empirical Bayes method

p-value from permutation test

Inherited variants

2,645 congenital heart disease (CHD) trios;

1,789 unaffected control trios

https://github.com/limo936/TADA-R

[41]

 

fitDNM

-

Score test

Functional annotations

264 epileptic encephalopathy (EE) trios;

151 severe ID trios;

354 SCZ trios;

948 ASD trios

https://github.com/TNTurnerLab/fitDNM

[42]

 

VARPRISM

Maximum Likelihood Estimation (MLE)-based method

Likelihood ratio test

Functional annotations

2,508 ASD trios

https://hufflab.org/software/VARPRISM/

[44]

 

TADA-A

MLE-based method

Bayesian FDR

Functional annotations

314 ASD trios

https://github.com/TADA-A/TADA-A

[46]

 

HeartENN

Deep learning-based method

Binomial test

Noncoding annotations

749 CHD trios

https://github.com/FunctionLab/HeartENN-models

[49]

 

mTADA

Fully Bayesian framework

Bayesian FDR

De novo variants (DNVs) from another trait

356 EE trios;

5,122 ASD trios;

4,293 DD trios;

1,012 ID trios;

1,077 SCZ trios;

1,213 CHD trios

https://github.com/hoangtn/mTADA

[50]

 

M-DATA

Expectation-Maximization algorithm

Joint local false discovery rate (Jlfdr)

DNVs from another trait and functional annotations

2,645 CHD trios;

5,623 ASD trios

https://github.com/JustinaXie/MDATA

[51]

 

DAWN

Empirical Bayes method

Bayesian FDR

Interaction network

932 ASD trios

http://www.compgen.pitt.edu/DAWN/DAWN_homepage.htm

[53, 54]

 

N-DATA

Empirical Bayes method

Bayesian FDR

Interaction network

2,645 CHD trios

https://github.com/JustinaXie/NDATA

[55]

 

VBASS

Variational inference

Bayesian FDR

Gene expression

2,645 CHD trios;

16,616 ASD trios

https://github.com/ShenLab/VBASS

[56]

 

EncoreDNM

Monte Carlo MLE

Likelihood ratio test

DNVs from another trait

31,058 DD trios;

6,430 ASD trios;

2,722 SCZ trios;

2,645 CHD trios;

820 ID trios;

484 Tourette disorder trios;

264 EE trios;

232 congenital hydrocephalus trios;

1,789 unaffected control trios

https://github.com/ghm17/EncoreDNM

[52]

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