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  1. mariovitali

    Preprint Dissecting the genetic complexity of myalgic encephalomyelitis/chronic fatigue syndrome via deep learning-powered genome analysis, 2025, Zhang+

    @jnmaciuch check out the following thread reply on X/Twitter which may be of interest regarding ubiquitin ligase :
  2. mariovitali

    Preprint Dissecting the genetic complexity of myalgic encephalomyelitis/chronic fatigue syndrome via deep learning-powered genome analysis, 2025, Zhang+

    OK makes sense. If you have any set of genes that appear to be important please tag me so I can have a look at them.
  3. mariovitali

    Preprint Dissecting the genetic complexity of myalgic encephalomyelitis/chronic fatigue syndrome via deep learning-powered genome analysis, 2025, Zhang+

    OK, I began by taking the first set of genes s1 by following this link : https://www.gsea-msigdb.org/gsea/msigdb/human/geneset/GOCC_SWI_SNF_COMPLEX and clicked on the "(show 30 source identifiers mapped to 30 genes)". This is the first set of genes, which were extracted. Then I did the same for...
  4. mariovitali

    Preprint Dissecting the genetic complexity of myalgic encephalomyelitis/chronic fatigue syndrome via deep learning-powered genome analysis, 2025, Zhang+

    So I did some preprocessing to extract all genes from the links @forestglip gave, identify which genes are duplicated and feeded them to the information retrieval system I have been using. The results -from my Information Retrieval system- show that we are looking at the following concepts ...
  5. mariovitali

    I got fooled by AI-for-science hype—here's what it taught me. Nick McGreivy 2025

    @Murph Thank you for this article. There is a study which just came to my attention. Title : Generalization bias in large language model summarization of scientific research which can be found here : https://royalsocietypublishing.org/doi/epdf/10.1098/rsos.241776 The paper suggests that...
  6. mariovitali

    Preprint Dissecting the genetic complexity of myalgic encephalomyelitis/chronic fatigue syndrome via deep learning-powered genome analysis, 2025, Zhang+

    Here is the answer regarding similarities between neural function and spermatozoa using a mixture of agents approach. Reliance on membrane excitability appears to be important :
  7. mariovitali

    A new "reasoning" framework for ME/CFS research

    @Snow Leopard @jnmaciuch @Jonathan Edwards , please have a look below. @Hutan @Simon M you may be interested as well. Reasoning Engine is o3 . Note that the engine found the upcoming study by the Austrian University (...) : and and finally : EDIT : The part where it writes...
  8. mariovitali

    A new "reasoning" framework for ME/CFS research

    Sure, totally understand but I did not ask you about glycosylation itself. My question is : despite all research being done, are we sure that glycosylation works as expected in ME/CFS patients? Maybe again, this is a vague question so I will try to be more specific. Please have a look at the...
  9. mariovitali

    A new "reasoning" framework for ME/CFS research

    Sorry, but I do not understand why this is so. Practically speaking, if a number of analytical methods can better analyse and interpet existing knowledge, isn't this information that can potentially help us improve patient lives ? AI is now being used to optimise the function of ER departments...
  10. mariovitali

    A new "reasoning" framework for ME/CFS research

    Some comments regarding previous posts : 1. I believe that AI can understand and identify whether a study's design is a proper one and identify any wrong doings quite easily now. So we can train an LLM to spot these wrong doings and have it report them to us. Example from this forum ...
  11. mariovitali

    A new "reasoning" framework for ME/CFS research

    @Utsikt I hoped that my examples would be obvious for you, clearly there weren't given your replies. It would be great if anyone else would like to comment so we have other opinions.
  12. mariovitali

    A new "reasoning" framework for ME/CFS research

    (1) "If the data doesn’t contain the interaction" - This is an assumption. How do you know it doesn't ? (2) "AI will never find it because AI can’t create information" - In other contexts AI does create information but we will talk about medical science here. (3) "In your example you already...
  13. mariovitali

    A Systems Hypothesis: Reverse Cholesterol Transport Dysfunction, Arachidonic Acid Accumulation, and Noradrenergic Imbalance in ME/CFS ,2025 Carnac

    This work should be further investigated in my opinion and see whether ME patients have LCAT dysfunction. From the paper, observe the mentions on PGC-1a , ABCA1 and LXR : The author also mentions "Reverse Cholesterol Transport" and Choline deficiency (Phosphatidylcholine) : Here is the -now...
  14. mariovitali

    A new "reasoning" framework for ME/CFS research

    @Utsikt regarding the following : What AI can do is to better connect the knowledge we already have, better than any human. As an example, Telcos wish to find subscribers that have a lot of social connections. If I give to you or any other human the Call Detail Records (CDRs) of thousands of...
  15. mariovitali

    A new "reasoning" framework for ME/CFS research

    Which conditions are considered proxies to ME/CFS ? Fibromyalgia for example?
  16. mariovitali

    A new "reasoning" framework for ME/CFS research

    Dear All, I would like to provide details about the existence of a new reasoning framework, available for ME/CFS research. In this post I will give a brief description and a post will follow with the hypotheses that have been generated. This framework uses a number of Large Language Models...
  17. mariovitali

    Preprint Dissecting the genetic complexity of myalgic encephalomyelitis/chronic fatigue syndrome via deep learning-powered genome analysis, 2025, Zhang+

    I submitted the genes listed earlier by @Jonathan Edwards to the framework I have been using. Below are results from one ranking method pointing mainly to DNA methylation and phosphorylation. Of interest, liver comes up again along with glycoproteins and lipid metabolism. Note also insulin and...
  18. mariovitali

    Peptidoglycan of Borrelia burgdorferi can persist in discrete tissues and cause systemic responses consistent with chronic illness, McClune et al,2025

    Sorry, for the double post I couldn't edit the post above. Here is the response from a mixture of AI agents on the subject. The potential use of piperaciline is mentioned (which is discussed in the StatNews article linked above)
  19. mariovitali

    Peptidoglycan of Borrelia burgdorferi can persist in discrete tissues and cause systemic responses consistent with chronic illness, McClune et al,2025

    Below are AI-assisted suggested ways to clear persistent peptidoglycans. @Jonathan Edwards would you like to comment ? I also asked whether UDCA can be used for this purpose. https://chatgpt.com/share/6809de33-95e0-8006-8c2a-1a0de437130c
  20. mariovitali

    PEM-like descriptions and accounts in non-ME illnesses

    Fereshteh Jahaniani with PhD in pharmacology wishes to explore the connections between fluoroquinolones and mitochondrial damage :
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