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SKILL.md

13c-metabolic-flux

Agent skill fromLeoYeAI/agent-master-skills

Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom maps, mfapy isotope simulation, constrained multistart fitting, and flux-profile diagnostics. Use for 13C-MFA, carbon tracing, mass isotopomer distributions (MDVs/MIDs), positional isotopomers, parallel tracer experiments, and determining whether labeling data constrain a pathway flux. Distinguishes measured-label inference from COBRA flux balance analysis and flags experiments requiring nonstationary MFA.

How to install 13c-metabolic-flux

install 13c-metabolic-flux
# install the agent-master-skills pack with the skills CLI
npx skills add LeoYeAI/agent-master-skills

# or add only this skill to Claude Code: copy the folder

skills/13c-metabolic-flux/

# into

~/.claude/skills/13c-metabolic-flux/ (all projects)

.claude/skills/13c-metabolic-flux/ (one project)

skills/13c-metabolic-flux/SKILL.md

MITFull file
1# Carbon-13 metabolic flux inference
2
3Turn reviewed carbon maps, explicit tracer mixtures, and corrected labeling measurements
4into feasible flux estimates and evidence about which fluxes the experiment constrains.
5Use the bundled solver rather than reconstructing isotope balances or fitting each
6reaction independently. It runs mfapy's EMU forward simulator and fits fluxes in the
7mass-balanced feasible space with SciPy. It does not use an FBA objective.
8
9## Scope and required evidence
10
11This implementation supports **metabolic and isotopic steady state**, a single shared
12flux state across one or more tracer experiments, nonnegative one-way reaction fluxes,
13and carbon-subset mass distributions. Reversible reactions are two separately mapped
14directions. Measurement error is Gaussian with a supplied covariance or a disclosed
15diagonal approximation.
16
17Before fitting, obtain:
18
19- The carbon network and the source of each atom assignment. Stoichiometry alone does
20 not specify where labeled atoms go. Record compartments as separate metabolite IDs.
21- Evidence for both steady-state assumptions. Stable metabolite abundance does not
22 establish isotopic steady state. Time-course labeling requires INST-MFA with pool
23 sizes and initial labeling; do not average it into this solver.
24- Every carbon input's positional isotopomer distribution, including unlabeled
25 supplements, bicarbonate/CO2 when assimilated, and tracer impurity.
26…

Excerpt shown under the repository's MIT license.

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