Skip to main content

Table 1 List of methods benchmarked

From: Coevolutionary analyses require phylogenetically deep alignments and better null models to accurately detect inter-protein contacts within and between species

 

Method

APC

Re-weighting

Reference

Software package

Information-based

MI

No

None

[8, 71]

infCalc

 

VI

  

[65]

 
 

MIj

  

[8]

 
 

MIHmin

    
 

MIw

 

seq %id

[9]

DCA

Direct

DI

Yes

seq %id, pseudocount

  
 

DI256

  

[68]

Code S1 in [68]

 

DI32

    
 

DIplm

 

seq %id

[72]

plmDCA

 

PSICOV

 

Blosum, pseudocount

[14]

PSICOV

Phylogenetic

CMPcor

No

Downsampling

[10]

CoMap

 

CMPchg

  

[2]

 
 

CMPvol

    
 

CMPpol

    
  1. Coevolution methods benchmarked fall into three categories. Information-based methods: MI: mutual information [71], VI: variation of information [65], MIj: MI divided by alignment column-pair entropy, MIHmin: MI divided by minimum column entropy [8], MIw: MI with adjusted amino acid probabilities. Direct methods: DI: direct information—MI with re-estimated joint probabilities [9], DI256, DI32: DI using Hopfield-Potts for dimensional reduction (256 and 32 patterns respectively) [68], DIplm: Frobenius norm of coupling matrices in 21-state Potts model using pseudolikelihood maximization [72], PSICOV: sparse inverse covariance estimation [14]. Phylogenetic methods: CoMap P-values for four analyses CMPcor: substitution correlation analysis [10], CMPpol for polarity compensation, CMPchg for charge compensation, CMPvol for volume compensation [2]