Gotta agree on both balanced and silver cables.
I was originally using an ES100 for my source. First I moved from the stock cable to an inexpensive balanced cable from Brainwavz that is at least allegedly silver plated copper. (Isn't the stock cable SPC too?) This change made no noticeable difference for me. I then got a Fiio LC-2.5D pure monocrystaline silver balanced cable after reading here that pure silver makes a difference. That made it sound better, notably making guitars sound crisper.
I later got a Qudelix 5K, mostly because 10-band parametric EQ is nice. This has a Sabre DAC that generally sounds brighter than the ES100's AKM, and improves cymbal detail. Now on the 5K I hear better bass if I plug the cable into the balanced jack, compared to using it with a 3.5-to-2.5 adapter on single ended. I am not swapping the cable on the SE846 because I don't want to put extra wear on the MMCX jack, and because Fiio's MMCX connectors are super tight in Shure's jacks so inserting or removing them takes significant force.