Generally speaking, follow the Linux Build Instructions. However, do the following instead to install the build dependenies:
Generally, follow the main [Linux Build instructions], but instead of running build/install-build-deps.sh, run:
su -c 'yum install git python bzip2 tar pkgconfig atk-devel alsa-lib-devel \ bison binutils brlapi-devel bluez-libs-devel bzip2-devel cairo-devel \ cups-devel dbus-devel dbus-glib-devel expat-devel fontconfig-devel \ freetype-devel gcc-c++ GConf2-devel glib2-devel glibc.i686 gperf \ glib2-devel gtk2-devel gtk3-devel java-1.*.0-openjdk-devel libatomic \ libcap-devel libffi-devel libgcc.i686 libgnome-keyring-devel libjpeg-devel \ libstdc++.i686 libX11-devel libXScrnSaver-devel libXtst-devel \ libxkbcommon-x11-devel ncurses-compat-libs nspr-devel nss-devel pam-devel \ pango-devel pciutils-devel pulseaudio-libs-devel zlib.i686 httpd mod_ssl \ php php-cli python-psutil wdiff'
The msttcorefonts packages can be obtained by following the instructions present here. For the optional packages: