In the past 10 years, more than 60 quasars at z > 5.7 have been found. Assuming the current standard cosmology, these redshifts correspond to less than 1 Gyr after the big-bang. Thus high-redshift quasars provide direct probes of the Universe that was just 1 Gyr old or earlier. At such early times, an abundance ratio of iron to alpha-elements (such as O, Ne, Mg) [Fe/alpha] is expected to be smaller than the current value; this is because the Type-Ia supernova, a main factory of iron in the Universe, had never occurred at that time. Under the assumption that the FeII/MgII emission-line flux ratio traces the [Fe/Mg] abundance ratio, FeII and MgII emission-lines in quasars have been measured by many researchers in the past ~20 years; however, the measured FeII/MgII flux ratio has a large scattering and shows no clear evolution even at z ~ 6. A doubt is then cast on the assumption that the FeII/MgII flux ratio is a first-order proxy of the [Fe/Mg] abundance ratio. In this talk, we report our studies on FeII and MgII emission-lines by investigating ~17,000 SDSS quasars at z~1. We have found that FeII/MgII flux ratio shows a strong correlation with the Eddington ratio, which seems not due to difference in abundance. We have performed photoionization simulations with the code CLOUDY, and found that the gas density in the broad line region (BLR) presumably varies with the Eddington ratio. Taking these results, we will discuss the possibility of constraining [Fe/Mg] abundance ratio of the BLR cloud from the measured FeII and MgII emission lines.