Skip to content
Atlas of Computational Cell Reprogramming

Companion to the review

Computational cell reprogramming: a classification of published methods.

Computational Cell Reprogramming: A Cross-Modality Framework for Cellular Intervention Design · Paola Vera-Licona · Under submission, 2026

The Atlas is a maintained, curated index of published computational methods for cell reprogramming. It launches with the 57 methods audited in the companion review and is expanded as new peer-reviewed methods appear. Each entry is classified by inverse-intervention explicitness (C0-C3) and mapped across all four reprogramming modalities.

The classification

Four explicitness classes (C0-C3)

The classes rank methods by how completely they instantiate the shared inverse-design objective, from feature ranking with no intervention model, to explicit forward simulation of each candidate.

Four typed problems

The reprogramming modalities

The four modalities are not four unrelated algorithmic problems; they are four typed versions of the same intervention-design question. Each constrains source state, target geometry, admissible interventions, timescale, and feasibility penalty differently.

Field-level audit

Code, reproducibility, and dataset reuse

Audit figures below refer to the 57-method review corpus frozen at publication. Less than half can be independently rerun; validation data are almost entirely siloed (121 of 129 datasets used by exactly one method). Live audit scores appear on each method page.

57

Review corpus (frozen)

57

Methods indexed on site

43

Review corpus with public code

27

Review corpus rerunnable (4/4)

See the reproducibility audit →

Curated, not crowdsourced

Authors of new methods are invited to contact the maintainer

The Atlas is curated by Paola Vera-Licona. Each method is placed in the taxonomy with a written rationale; authors of new methods are invited to propose additions and corrections directly.

Propose a method →

Maintained index

Site status

Release v0.1.2. 57 methods indexed and updated as new peer-reviewed methods are curated in. Audit scores are refreshed periodically. See the changelog.

Vera-Licona P. Computational Cell Reprogramming: A Cross-Modality Framework for Cellular Intervention Design. Under submission, 2026. Full citation →