responsive gene discovery problem
or objective of a biological investigation through an experiment
ntify genes with some desired functions. When a species or an
has experienced a stress and some phenotypic phenomenon has
erved, it is desirable to study which genes have responded to the
gene which shows a significant response to a stress in an
on with a phenotypical phenomenon or a phenomenon change is
esponsive gene [Alves, et al., 2016]. Responsive gene discovery
ss-related experiment is called a genotype-phenotype mapping
Bassel, 2019; Bolker, 2019; Koch, 2019; Lian, et al., 2019;
i, et al., 2020; Kowalko, 2020; Morris, et al., 2020].
main objective of a genotype-phenotype mapping process is to
either a qualitative or quantitative associative model. Based on
odel, it is aimed to discover and thus describe the dependency
hip between the genotype data and the phenotype data in an
nt. Afterwards, either the interpretation of the existing
na or the prediction of future events is followed.
ponsive gene is also called an essential gene or a differentially
d gene depending on an experiment. Normally, the proportion of
ve genes is small in most biological experiments. This thus
a traditional basis for simplifying, but not completely ignoring
lexity of a biological system to some focal points of interest [Lai,
08; Chen, et al., 2011; Zong, et al., 2013 ; Alves, et al., 2016; Liu,
16; Antolovic, et al., 2019; Sidorenko, et al., 2019; Trolet, et al.,
are mainly two types of approaches for the genotype-phenotype
study. The two types depend on how an experiment has been
out. Suppose a phenotypical phenomenon (change) within a
l system has been observed and the corresponding activity
of all genes of the species have been recorded. What a researcher
do next is to find which genes are the responsive genes. For
suppose the bacterial growth has been observed in a transposon