The drag force of charm quarks propagating through a thermalized system of Quark Gluon Plasma (QGP) has been considered within the framework of both conformal and nonconformal anti-de Sitter (AdS) correspondence. A newly derived Einstein fluctuation-dissipation relation has been used to calculate the heavy flavor diffusion coefficients. Using the drag and diffusion coefficients as inputs, the Langevin equation has been solved to study the heavy flavor suppression factor. It has been shown that within conformal AdS correspondence the D-meson suppression at Large Hadron Collider energy can be reproduced, whereas the nonconformal AdS correspondence fails to reproduce the experimental results. This suggests collisional loss alone within nonconformal AdS correspondence cannot reproduce the experimental results, and inclusion of radiative loss becomes important.