SysBioChalmers / Human-GEM

The generic genome-scale metabolic model of Homo sapiens
https://sysbiochalmers.github.io/Human-GEM-guide/
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Peptide metabolism reactions are reversible #838

Open pranasag opened 3 months ago

pranasag commented 3 months ago

Current behavior:

Hi all,

The reactions in the subsystem Peptide metabolism are all reversible, meaning that peptides can be formed from individual amino acids without an ATP cost. Also, I do not think that peptide synthesis even could work this way in animals. Moreover, a couple of peptide hydrolysis reactions are assigned to other subsystems, this also needs fixing.

Curation plan:

  1. Set the subsystem of wrongly-annotated reactions (MAR11413, MAR11414, MAR11411, MAR06898, MAR06861, MAR06915, MAR07149, MAR07193, MAR08979) to Peptide metabolism;
  2. Set all reactions in this subsystem as irreversible.

How does that sound?

pranasag commented 3 months ago

Also should note that peptide hydrolysis into individual amino acids itself might have an ATP cost, I would need to dig into literature to be sure.

JHL-452b commented 2 months ago

Set the subsystem of wrongly-annotated reactions (MAR11413, MAR11414, MAR11411, MAR06898, MAR06861, MAR06915, MAR07149, MAR07193, MAR08979) to Peptide metabolism; Set all reactions in this subsystem as irreversible.

Agree to change the subsystems and directions of these reactions. But I have not found literature to support that these reactions would cost ATP. For example, the gene ENSG00000124299 (MAR07193; EC:3.4.13.9) is responsible for encoding Xaa-Pro dipeptidase. No ATP was added when the activity of this enzyme was tested in vitro in this paper, and some databases also show that this reaction does not consume ATP.

pranasag commented 2 months ago

That's good because I also checked for evidence on ATP costs and found nothing. So shall I proceed with the fixes?

JHL-452b commented 2 months ago

Of curose, please go ahead!

JHL-452b commented 2 months ago

I think it is correct to directly modify the above reactions to be irreversible, but it will lead to the appearance of some dead-end metabolites, such as Cystyl-Asparaginyl-Methionine (MAM03527c in MAR11028). These reactions in Peptide metabolism were derived from Recon3D and have no gene annotations. I think we can continue to try to find synthetic evidence for these peptides. If there is still no evidence, the rationality of the existence of these metabolites in the model should be considered. What do you think? @pranasag

pranasag commented 2 months ago

Well spotted @JHL-452b. In general, I am in doubt regarding di- and tripeptides in the model:

Not sure how to proceed - but I think that creating dead-ends here is a lesser evil than having artifacts/peptide secretion.

edkerk commented 2 months ago

Indeed, I think it is two separate questions:

  1. Are the current peptide reactions correct? No -> @pranasag fixed this in #839
  2. Should peptide reactions be in the model at all? If so, should it be extended to cover all possible combinations?

But let's not wait to address question 1 before making a decision on question 2.

JHL-452b commented 2 months ago

I found that the HMDB database contains a lot of dipeptide and tripeptide detection information, including the location of the peptides. The following table shows some examples (not all).

accession status name Id direct_parent location
HMDB0000078 quantified Cysteinylglycine MAM01626 Dipeptides Cytoplasm;Extracellular
HMDB0000721 quantified Glycylproline MAM03630 Dipeptides Cytoplasm (predicted from logP)
HMDB0002335 expected Aspartyl-L-proline NA Dipeptides NA
HMDB0003459 quantified D-Alanyl-D-alanine MAM03164 Dipeptides Cytoplasm (predicted from logP)
HMDB0003764 expected Glutamylalanine NA Dipeptides NA
HMDB0004207 quantified Glutamyllysine NA Dipeptides NA
HMDB0004987 detected Aspartyllysine NA Dipeptides Cytoplasm (predicted from logP)
HMDB0006248 detected gamma-Glutamylalanine MAM00097 Dipeptides Extracellular
HMDB0006695 quantified Prolylhydroxyproline NA Dipeptides NA

If the existing literature provides limited support for the intracellular presence of certain peptides, we can consult the HMDB to determine which peptides should be included in the model and which should be excluded.

edkerk commented 2 months ago

Indeed, the rational can then be that "human-GEM contains di- and tripeptides as reported in HMDB", while others not in that database will be removed (unless there is very strong literature evidence of additional peptides?).

In that case, the ones with status "expected" could perhaps be best left out. How many should then be added?

JHL-452b commented 2 months ago

Indeed, the rational can then be that "human-GEM contains di- and tripeptides as reported in HMDB", while others not in that database will be removed (unless there is very strong literature evidence of additional peptides?).

Agree. It would be a great addition.

In that case, the ones with status "expected" could perhaps be best left out. How many should then be added?

Now I have collected a total of 459 dipeptides or tripeptides in HMDB, of which 274 peptides have the status of expected, and the remaining 185 peptides have the status of detected or quantified. When considering only the 185 detected or quantified peptides, only 9 peptides are in the model. This means that the remaining 176 peptides need to be added to the model.