Example

iptables -A INPUT -s 127.0.0.1 -p icmp --icmp-type 8 -j DROP

What this does:
-A Append to INPUT
-s source address 127.0.0.1
-p icmp protocol
--icmp-type 8 (ping)
-j DROP

So,
drop all pings from 127.0.0.1