Can Eating Ice Lower Your Iron Level?

So, I'm currently 38 weeks pregnant..and I eat "ice chips" like crazy. My sister found this out &had started fusing at me saying it will lower my iron level &my unborn son's iron level. Is this true? If so...how?? It's JUST frozen water..right?