Changes in the environment generate changes in gene expression patterns. Those changes will also modify the nucleotide and the amino acid pools inside the cell.

This over time creates a series of waves of resources inside the cell. If we frame a viral infection as a resource optimization problem then a virus will have seasons with low and high resource availability.

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If the virus adapts to the cellular resources, then the seasonality of the virus could be traced by measuring an environmental variable or by selecting genes with high similarity to the virus.

Detecting highly similar genes could provide some insight into the kind of dysregulation resulting from the acute phase infection.

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The following will be a long evolving thread of previously selected genes with high similarity to SARS-Cov2. And its possible involvement in long covid. But some disclaimers.

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This is not medical advice, it's just an effort to broaden the discussion regarding post-acute sequelae and long covid. I have a substack on which I describe other methods to analyze genomic data.
tavoglc.substack.com/

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Posts data and code are free and open source, feel free to subscribe if you think the following can be useful. Supporting this project will allow me to continue to work on these analyses.

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Due to its seasonality(solar radiation changes), I think that one of the main dysregulations is the circadian one. Scheduling of circadian events could be disrupted and some daily variations in symptom severity might also be possible.

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One of the main regulators of the circadian function inside cells is the CLOCK protein, a gen with high compositional similarity to SARS-Cov. CLOCK is involved in chromatin organization and the circadian cycle.
genecards.org/cgi-bin/carddisp

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Delayed sleep phase disorder(DSPD) and Major depressive disorder are diseases associated with CLOCK. DSPD disrupts the timing of biological rhythms such as sleep, periods of alertness, body temperature, and hormonal cycles.
en.wikipedia.org/wiki/Delayed_

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Specific molecular machinery involved in circadian regulation and highjacked by SARSCov2 infection has already been found. BMAL1, a protein that interacts with CLOCK to synchronize the circadian rhythm, regulates the entry of the virus into the cell.
sciencedirect.com/science/arti

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And either pharmacological or genetic targeting of BMAL1 reduces SARSCov2 replication.

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Pharmacological interventions targeting CLOCK have also been successful in COVID-19 treatment. Lithium an inducer of clock gene expression has shown inhibitory effects of SARS Cov2 replication at the preclinical level.
sciencedirect.com/science/arti

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As well as a faster recovery rate, lowering the days with lymphopenia in a randomized clinical trial setting.
frontiersin.org/articles/10.33

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Treating long covid is harder to assess, but there is at least one clinical trial assessing the efficacy with what appears to be promising results.
buffalohealthyliving.com/long-

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For some reason, I forgot to add the list of selected genes. This one contains the RefSeq Id

github.com/TavoGLC/SARSCov2Sol

And this one contains the gene description from the refseq file.

github.com/TavoGLC/SARSCov2Sol

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Another common symptom of long covid is exercise intolerance. Although it is an uncommon symptom many other diseases generate exercise intolerance. One of those is Catecholaminergic polymorphic ventricular tachycardia (CPVT).
en.wikipedia.org/wiki/Catechol

CPVT causes an abnormal heart rate (arrhythmia) that can be fatal and is triggered by conditions of high excitement such as physical exercise. Mutations in Calmodulin 2, a calcium-handling protein, lead to CPVT.
pubmed.ncbi.nlm.nih.gov/255574

Calmodulin 2 is also associated with a series of cardiac diseases and Sudden Infant Death Syndrome. The main mechanism behind this is due to lower calcium affinity impairing calcium signaling.
journals.plos.org/plosone/arti

Calmodulin 2 is also another protein with high compositional similarity to SARSCov2 and also has a role inside the SARSCov2 infection pathway. Calmodulin interaction with ACE2 is important for the infection process.
link.springer.com/article/10.1

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Glycogen storage disease is also another exercise-intolerant disease. Particularly GSD III involves the liver, skeletal, and heart muscle, one cause of such disease is a mutation in the AGL gene.
ncbi.nlm.nih.gov/books/NBK2637

The AGL gene is a gene with high similarity to the SARS Cov2 genome and codifies for the AGL protein, a protein that debranches glycogen. Exercise intolerance in the scheme of GSD III has been suggested to be an energy deficiency.
pubmed.ncbi.nlm.nih.gov/235071

Direct involvement of AGL with SARSCov2 infection has not been found, however pharmacological treatments aiming at AGL have been found to inhibit viral replication.
academic.oup.com/glycob/articl

While Duvoglustat, another molecule that targets AGL only has been proposed as a treatment for viral infections.
pubs.acs.org/doi/full/10.1021/

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Another glycogen disease is Fanconi-Bickel Syndrome, among the main symptoms of this disease are myalgia, muscle cramp, and muscle rigidity. A gene associated with this disease is the SLC2A2 also known as GLUT2, a gene with high similarity to the SARSCov2 genome.
malacards.org/card/fanconi_bic

GLUT2 is also associated with type 2 diabetes, a condition with a rising number of cases and COVID-19 infection increases the chances of developing the disease.
thelancet.com/journals/landia/

Specific dysregulation of GLUT2 due to SARSCov2 infection results in altered expression patterns of GLUT2 in the pancreas, altering its function.
ncbi.nlm.nih.gov/pmc/articles/

It has also been suggested as a possible target for dysregulation by SARSCov2 infection in the intestine leading to diarrhea.
journals.physiology.org/doi/fu

Treatment targeting GLUT2 has not been used to treat SARSCov2 infection or long covid. However, the diabetes treatment metformin has been used to treat infection with successful results for patients with type 2 diabetes.
nature.com/articles/s41598-022

Regarding Long Covid metformin has been tested in a clinical trial with positive outcomes. However, the authors acknowledge the limitation of a lack of established criteria to define long covid.
ncbi.nlm.nih.gov/pmc/articles/

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Metabolic alterations have been present in a series of genes, particularly involving diabetes. This suggests the highjacking of the insulin pathway from the virus, a component of this pathway is the PIK3C3 protein and its gene that is highly similar to the SARS Cov2 genome.
genecards.org/cgi-bin/carddisp

One of the diseases in which PIK3C3 has been involved is Neurodegeneration with Brain Iron Accumulation (NBIA) "disorder characterized by an abnormal accumulation of iron in the brain and progressive degeneration of the nervous system"
malacards.org/card/neurodegene

Iron accumulation has been suggested as a consequence of covid-19 by multiple studies.
alz-journals.onlinelibrary.wil

However, a direct measurement of iron accumulation in the brain remains to be assessed.
degruyter.com/document/doi/10.

PIK3C3 has been involved in the early steps of viral infection, particularly due to its involvement in endosome recycling.
sciencedirect.com/science/arti

Multiple studies have shown that PIK3 inhibitors inhibit SARS Cov2 viral replication in cell culture.
nature.com/articles/s41588-021

Exvivo analysis showed that inhibitors of PIK3 inhibited SARS Cov2 infection in ex vivo lung tissue cultures.
onlinelibrary.wiley.com/doi/ab

Clinically PIK3 inhibitors have shown decreased rates of COVID-19 in cancer patients.
jamanetwork.com/journals/jamao

Quercetin, another PIK3 inhibitor has also shown faster recovery rates when used with antiviral drugs in a clinical trial setting.
sciencedirect.com/science/arti

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@tavoglc Just as an aside, unrelated to your topic: You know you can type longer messages here? Having a chain of short messages isn't really comfortable to read. And yes, people will see the full posts, it's not like they get cut off or anything.

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