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Attribut	Single-cell, Spatial & Cytometry Pertpy scverse / Pertpy contributors Quelloffen Offiziell ↗Erkunden	Single-cell, Spatial & Cytometry Azimuth (Seurat reference mapping) Research / method authors Offiziell ↗Erkunden	Single-cell, Spatial & Cytometry Baysor Research / method authors Offiziell ↗Erkunden	Single-cell, Spatial & Cytometry BBKNN Research / method authors Offiziell ↗Erkunden	Single-cell, Spatial & Cytometry CellRank Research / method authors Offiziell ↗Erkunden	＋ Werkzeug hinzufügen
Category	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	—
Subcategory	Perturbation Models	Conventional or Statistical Baselines	Conventional or Statistical Baselines	Conventional or Statistical Baselines	Conventional or Statistical Baselines	—
Company	scverse / Pertpy contributors	Research / method authors	Research / method authors	Research / method authors	Research / method authors	—
Access mode	Public code / project terms	Confirm distribution and exact release	Confirm distribution and exact release	Confirm distribution and exact release	Confirm distribution and exact release	—
Licence conditions	Review code, weights, data and service terms separately	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	—
Compute requirements	See source requirements for selected configuration	Version and data dependent	Version and data dependent	Version and data dependent	Version and data dependent	—
Biological application	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	—
Research workflow	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	—
Evidence level	Project/provider documentation; no local benchmark	OFFICIAL_DOCUMENTATION	PEER_REVIEWED_METHOD_OR_CONFERENCE	PEER_REVIEWED_METHOD_OR_CONFERENCE	PEER_REVIEWED_METHOD_OR_CONFERENCE	—
Commercial eligibility	Not independently confirmed	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	—
Price	See project terms; compute costs may apply	Verify access and licence	Verify access and licence	Verify access and licence	Verify access and licence	—
Availability ⓘ	See project release and maintenance status	Method paper or official documentation	Method paper or official documentation	Method paper or official documentation	Method paper or official documentation	—
Features	Framework for single-cell perturbation analysis, Input: Perturbation datasets and experimental metadata, Output: Perturbation distances and cell-response analyses	Azimuth (Seurat reference mapping) scientific method, Compatible single-cell expression matrix and named atlas reference, Anchor-based reference map and predicted cell labels	Baysor scientific method, Subcellular in-situ transcript positions and optional cell stain masks, Spatial transcript-informed cell boundaries	BBKNN scientific method, Single-cell latent-space representation and batch labels, Balanced neighbor graph for downstream analysis	CellRank scientific method, Single-cell trajectories, directional velocity or related transition kernels, Terminal state and fate probability hypotheses	—
Entry type	Research software / framework	Classical/statistical scientific method	Classical/statistical scientific method	Classical/statistical scientific method	Classical/statistical scientific method	—
AI role	Method-dependent scientific ML workflow	NON_AI_REFERENCE	NON_AI_STATISTICAL	NON_AI_STATISTICAL	NON_AI_STATISTICAL	—
Input data	Perturbation datasets and experimental metadata	Compatible single-cell expression matrix and named atlas reference	Subcellular in-situ transcript positions and optional cell stain masks	Single-cell latent-space representation and batch labels	Single-cell trajectories, directional velocity or related transition kernels	—
Output data	Perturbation distances and cell-response analyses	Anchor-based reference map and predicted cell labels	Spatial transcript-informed cell boundaries	Balanced neighbor graph for downstream analysis	Terminal state and fate probability hypotheses	—
Validation	Nicht erfasst	Published method scope; no independent BioAtlas execution or benchmark	Published method scope; no independent BioAtlas execution or benchmark	Published method scope; no independent BioAtlas execution or benchmark	Published method scope; no independent BioAtlas execution or benchmark	—
Type	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	—
Intended use	Biological and pharmaceutical research	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	—
Compatibility	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	—
Limitations	Methods have different statistical assumptions; the framework is not a single predictive virtual-cell model.	Nicht erfasst	Nicht erfasst	Nicht erfasst	Nicht erfasst	—

Vergleichen Sie Versionen, Lizenzbedingungen, Rechenaufwand und Validierungsnachweise. Überprüfen Sie Preise und Lizenzbedingungen vor dem Produktionseinsatz mit Primärquellen.

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