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. 2021 May 18;22(6):bbab146. doi: 10.1093/bib/bbab146

Table 1.

A comprehensive summary of the reviewed predictors for Kcr site prediction

Tool Algorithm Species Encoding scheme Evaluation strategy URL/stand-alone package Histone or nonhistone Benchmark dataset Option of batch prediction Window size Published year Reference
Qiu et al. SVM Human
Mouse
PWAA Jackknife test No Histone 101 Histone proteins, 169 positive, 847 negative No 31 2017 [13]
CKSAAP
CrotSite
SVM Human
Mouse
CKSAAP
PseAAC
Jackknife test 123.206.31.171/ CKSAAP CrotSite/(not available) Histone 101 Histone proteins, 169 positive, 847 negative No 31 2017 [15]
iKcr-PseEns Ensemble RF Human
Mouse
PseAAC Jackknife test http://www.jci-bioinfo.cn/iKcr-PseEns (available) Histone 55 histones, 169 positive
46 Histones, 866 negative
Yes 35 2018 [16]
LightGBM-CroSite LightGBM Human
Mouse
BE
PWAA EBGW
kNN
PsePSSM
Jackknife test https://github.com/QUST-AIBBDRC/LightGBM-CroSite/ Histone 101 Histone proteins, 159 positive, 847 negative No 31 2020 [39]
iCrotoK-PseAAC ANN Mixed PseAAC
RPRIM
PRIM
SM
SVV
FV
AAPIV
RAAPIV
10-fold cross-validation No Mixed 378 Positive, 500 negative No 41 2019 [14]
Deep-Kcr CNN
RF
LB
NB
LR
Human CKSAAP
PWAA
AAindex
CTD
EBGW
10-fold cross-validation http://lin-group.cn/server/Deep-Kcr (available) Mixed 3734 Proteins, 9964 positive, 9964 negative No 31 2020 [17]

Abbreviations: EBGW, encoding based on grouped weight; kNN, k nearest neighbors, PsePSSM, pseudo-position specific scoring matrix; CTD, composition, transition and distribution; RPRIM, position relative incidence matrix; SVV, site vicinity vector; FV, frequency vector; AAPIV, accumulative absolute position incidence vector; RAAPIV, reverse accumulative absolute position incidence vector; NB, naïve Bayes; LB, logitboost.