Trial to Assess the Clinical Efficacy and Safety of MSJ-0011 in Inducing Ovulation in Anovulatory or Oligo-ovulatory Japanese Women

Inclusion Criteria: * Premenopausal women aged between 20 to 39 years inclusive and wishing to conceive * Body Mass Index (BMI) of 17.0 to 29.0 kilogram per square meter (kg/m\^2) inclusive (value up to first decimal place) * No clinically significant abnormalities in serum thyroid stimulating hormone (TSH), dehydroepiandrosterone sulfate (DHEA-S), 17-hydroxyProgesterone (17-OHP), prolactin (PRL) and follicle-stimulating hormone (FSH) levels in the early follicular phase * Anovulation or oligo-ovulation * Any one of the following: spontaneous menstruation (at least twice per year) or a positive response to progestin as evidenced by menstruation. * Eligible for ovarian stimulation with gonadotropins (e.g. documented failure to ovulate or achieve pregnancy with anti-estrogenic therapy such as clomiphene citrate) * Male partner with normal semen analysis, as defined by World Health Organization (WHO) standards, within 12 months prior to date of informed consent * Normal cervical smear results (Papanicolaou \[PAP\] score less than or equal to \[\<=\] II) taken within 12 months prior to date of informed consent; if not available a cervical smear will be performed as part of screening * Full comprehension of the trial and voluntary consent obtained in writing prior to participation in this trial Exclusion Criteria: * Infertility involving gynecological factors other than anovulation or oligo-ovulation secondary to hypothalamic-pituitary dysfunction (Grade 1 Amenorrhea, Oligomenorrhea or Anovulatory Cycles) or polycystic ovarian syndrome (PCOS) and for whom ovulation induction (OI) therapy is contraindicated * Subjects with known surgical/histological diagnosis of endometriosis greater than Stage II (American Fertility Society classification), or endometriosis requiring treatment * Infertility secondary to amenorrhea of uterine cause * Infertility secondary to primary or premature ovarian failure * Infertility secondary to known adrenal or thyroid dysfunction, or hyperprolactinemia * Failure of ovulation in 2 or more consecutive previous cycles with any gonadotropins * Subjects in whom pregnancy is contraindicated, e.g. malformations of sexual organs or fibroid tumors of the uterus incompatible with pregnancy * Extrauterine pregnancy in the previous 3 months * History or presence of intracranial tumor (e.g. hypothalamic or pituitary tumor) * Presence of or suspected gonadotropin- or estrogen-dependent malignancy (e.g. ovarian, uterine or mammary carcinoma) * Untreated endometrial hyperplasia * Abnormal hemorrhage of the reproductive tract of unknown origin * History of severe ovarian hyper stimulation syndrome (OHSS) (Classification of OHSS Severity, Japan Reproductive/Endocrine Working Group) * Clinically significant systemic disease (e.g. insulin-dependent diabetes, epilepsy, severe migraine, intermittent porphyria, hepatic, renal or cardiovascular disease, severe corticosteroid-dependent asthma) * Participation in another clinical trial within 3 months prior to date of informed consent or simultaneous participation in another clinical trial * Gonadotropin treatment within 2 months prior to date of informed consent * Legal incapacity or limited legal capacity