UPDATE: IsSourceValueNull is not available starting from V5.
If you want all source properties with null values to be ignored you could use:
Mapper.CreateMap<SourceType, DestinationType>()
.ForAllMembers(opt => opt.Condition(srs => !srs.IsSourceValueNull));
Otherwise, you can do something similar for each member.
Read this.