Loading BioAtlas...
Loading BioAtlas...
مقایسه شاخ‌به‌شاخ مدل‌های زیستی، موتورهای داکینگ و پایپ‌لاین‌های محاسباتی. فیلتر بر اساس مدل دسترسی، مصرف پردازشی و دسته‌بندی جهت اخذ تصمیم دقیق در کمتر از یک دقیقه.
| مشخصه | ＋ افزودن ابزار | |||||
|---|---|---|---|---|---|---|
| Category | Single-Cell & Spatial Biology | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | — |
| Subcategory | Spatial Omics Data Infrastructure | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | — |
| Company | scverse Consortium | Research / method authors | Research / method authors | Research / method authors | Research / method authors | — |
| Access mode | Open Source | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | — |
| Licence conditions | BSD-3-Clause | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Compute requirements | Standard Python environment (CPU/GPU) | Version and data dependent | Version and data dependent | Version and data dependent | Version and data dependent | — |
| Biological application | Spatial transcriptomics, multiplexed immunofluorescence, and tissue cartography | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Research workflow | Load raw spatial instrument files -> align coordinates -> perform spatial statistics and Napari visualization | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Evidence level | Peer-reviewed research (Nature Methods 2024) | OFFICIAL_DOCUMENTATION | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | — |
| Commercial eligibility | Permissive open source release | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Price | Free Open Source | Verify access and licence | Verify access and licence | Verify access and licence | Verify access and licence | — |
| Availability ⓘ | Available on PyPI and GitHub | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | — |
| Features | Standardized representation of spatial coordinates, images, labels, and feature tables, Support for 10x Visium, 10x Xenium, NanoString CosMx, Akoya PhenoCycler, and Vizgen MERSCOPE, Affine transformation engine for multi-modal spatial image co-registration, Zarr-based storage for fast streaming and out-of-memory computation | 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 | Python Library | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | — |
| AI role | Spatial Data Modeling & Alignment | NON_AI_REFERENCE | NON_AI_STATISTICAL | NON_AI_STATISTICAL | NON_AI_STATISTICAL | — |
| Input data | ثبت‌نشده | 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 | ثبت‌نشده | 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 | ثبت‌نشده | 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 | Spatial omics data standard and library | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Intended use | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Compatibility | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Manufacturer | scverse Community | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Integration evidence | https://spatialdata.scverse.org | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |
| Laboratory handoff | Enables interactive histological exploration of spatial tissue biopsies | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | ثبت‌نشده | — |