gao-lab / GLUE

Graph-linked unified embedding for single-cell multi-omics data integration
MIT License
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question about snmC-seq #59

Closed Dan-121 closed 1 year ago

Dan-121 commented 1 year ago

Hi, Zhijie: Your work is excellent but I have some questions about snmC-seq: The data you analyzed From Luo Lab offers a lot of preprocessing data, such as gene_level_human.txt.gz mCG_genebody_human.txt.gz methylation_bins_human.txt.gz methylation_bins_normalized_human.txt.gz .Can you tell me which one we use to analyze? Thank you.

Jeff1995 commented 1 year ago

Hi Dan,

Thanks for your interest in GLUE! We used both "gene_level_mouse.txt.gz" and "mCG_genebody_mouse.txt.gz", the former for mCH level quantification, the latter for mCG level quantification. You may find the details in this data collection notebook.

Let me know if there were further issues.

Best, Zhi-Jie

Dan-121 commented 1 year ago

Thank you for your prompt response! I am grateful to report that the issue has been successfully resolved, and I must say, the tool proved to be incredibly efficient and user-friendly. Once again, thank you for your assistance!

Dan

Dan-121 commented 1 year ago

Please excuse me for interrupting again. I have another question: is there any difference between using genome non-overlapping 100Kb bins and using genome non-overlapping 5Kb bins when integrating data with GLUE? I would appreciate any insights you can provide. Thank you

Jeff1995 commented 1 year ago

Ideally speaking, smaller bins should produce higher resolution both in terms of cell integration and regulatory inference, but with the following two caveats:

  1. Smaller bins would produce far more nodes (20 times 5kb bins compared to 100kb) in the guidance graph, which would definitely have an impact on integration speed;
  2. Smaller bins have lower single-cell detectability compared to larger bins, so there might be higher "dropout" rate and lower ability to discern cell states/types.

I'd recommend checking these two aspects before deciding on the bin size.

Dan-121 commented 1 year ago

Thanks a lot!