Gender
effect is an inherent property of chemicals, characterized
by variations caused by the chemical–biology interaction. It
has widely existed, but the shortage of an appropriate model restricts
the study on gender-specific effect. The embryonic stem cell test
(EST) has been utilized as an alternative test for developmental toxicity.
Despite its numerous improvements, mouse embryonic stem cells with
an XX karyotype have not been used in the EST, which restricts the
ability of the EST to identify gender-specific effects during high-throughput-screening
(HTS) of chemicals to date. To address this, the embryonic stem cell
(ESC) SP3 line with an XX karyotype was used to establish a “female”
model as a complement to EST. Here, we proposed a “double-objects
in unison” (DOU)-EST, which consisted of male ESC and female
ESC; a seven-day EST protocol was utilized, and the gender-specific
effect of chemicals was determined and discriminated; the replacement
of myosin heavy chain (MHC) with myosin light chain (MLC) provided
a suitable molecular biomarker in the DOU-EST. New linear discriminant
functions were given in the purpose of distinguishing chemicals into
three classes, namely, no gender-specific effect, male-susceptive,
and female-susceptive. For 15 chemicals in the training set, the concordances
of prediction result as no gender effect, male susceptive, and female
susceptive were 86.67%, 86.67%, and 93.33%, respectively, the sensitivities
were 66.67%, 83.33%, and 83.33%, respectively, and the specificities
were 91.67%, 88.89%, and 100%, respectively; the total accuracy of
DOU-EST was 86.67%. For three chemicals in the test set, one was incorrectively
predicted. The possible reason for misclassification may due to the
absence of hormone environment in vitro. Leave-one-out
cross-validation (LOOCV) indicated a mean error rate of 18.34%. Taken
together, these data suggested a good performance of the proposed
DOU-EST. Emerging chemicals with undiscovered gender-specific effects
are anticipated to be screened with the DOU-EST.