Research Article

Gene Selection and Classification of scRNA-seq Data Combining Information Gain Ratio and Genetic Algorithm with Dynamic Crossover

Table 1

ScRNA-seq datasets and their features.

GSE/IDName# Cell# Gene#ClassReferences

GSE74543Allodiploid1624062Li et al., 2016 [23]
GSE42268Sasagawa23327003Sasagawa et al., 2013 [24]
GSE38495Ramskold33210427Ramskold et al., 2012 [25]
GSE57249Biase56257344Biase et al., 2014 [26]
GSE51372Ting187215837Ting et al., 2014 [27]
GSE75688Chung518418214Chung et al., 2017 [28]
GSE85908Yeo214274734Yeo et al., 2017 [29]
GSE64016Ning247190803Ling et al., 2015 [30]
GSE60783Ginhoux251118343Schlitzer et al., 2015 [31]
GSE87795Su367153336Su et al., 2017 [32]
GSE59739Usoskin622253344Usoskin et al., 2015 [33]
GSE45719Deng268224316Deng et al., 2014 [34]
GSE53386Fan66263576Fan et al., 2015 [35]
E-MTAB-3321Goolam124403155Goolam et al., 2016 [36]
E-MTAB-2600Kolodz704134733Kolodziejczyk et al., 2015 [37]
GSE81682Nestorowa165647739Nestorowa et al., 2016 [38]
GSE52583Treutlein80232715Treutlein et al., 2014 [39]
GSE75140Camp15734189276Camp et al., 2015 [40]
GSE81252Camp17777190207Camp et al., 2017 [41]
GSE36552Yan90202146Yan et al., 2013 [42]
GSE83139Wang635199508Wang et al., 2016 [43]
GSE81861Li1561551869Li et al., 2017 [44]
GSE73727Li2601802536Li et al., 2016 [45]
GSE57872Patel43059485Patel et al., 2014l [46]
SRP041736Pollen3012373011Alex et al., 2014 [47]
GSE76381Manno_m21502437832La Manno et al.2016 [48]
GSE76381Manno_h40292056056La Manno et al.2016 [48]
GSE71585Tasic16792405718Tasic et al., 2016 [49]
GSE60361Zeisel3005194869Amit 2015 [50]
GSE76983Grun1502235362Grun et al., 2016 [51]
GSE84133Baron18861487813Baron et al., 2016 [52]
GSE85241Muraro21261912710Muraro et al., 2016 [53]
GSE81608Xin1600398518Xin et al., 2016 [54]