Companion Website for “Constructing and Using Cell Type Populations of the Human Reference Atlas”

Andreas Bueckle1*, Bruce W. Herr II1*, Lu Chen2, Daniel Bolin1, Danial Qaurooni1, Michael Ginda1, Yashvardhan Jain1, Aleix Puig Barbé 3, Kristin Ardlie4, Fusheng Wang2, Katy Börner1*

1 Department of Intelligent Systems Engineering, Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, IN 47408, USA
2 Department of Computer Science and Department of Biomedical Informatics, Stony Brook University, Stony Brook, 11794, NY, USA
3 European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
4 Broad Institute, Cambridge, 02142, MA, USA
* Corresponding authors
abueckle@iu.edu
bherr@iu.edu
katy@iu.edu


Links

General

Portals

Code

Data

Figures

Figure C1. Mean scores for cell types (x-axis) from sc-transcriptomics datasets across organs and AS (y-axis) for (a) Azimuth, (b) CellTypist, and (c) popV.

Figure C2. Mean scores for cell types (x-axis) from sc-proteomics datasets across organs and AS (y-axis).

Usage examples

Accessing HRApop data

A Jupyter Notebook detailing easy access to cell type populations for AS, extraction sites, and datasets is available at https://github.com/cns-iu/hra-cell-type-populations-supporting-information/blob/main/notebooks/hra-pop-grlc-queries.ipynb.

Visualizing Cell Type Populations for AS, ES, and Datasets

The web interface at XXXXXXXX enables users to create stacked bar graphs for AS, ES, and Datasets, separated by sex and tool.

Running HRA Workflows Runner on a local H5AD file

A notebook to run the HRA Workflows Runner on Windows with Windows Subsystem for Linux (WSL) is provided at https://github.com/cns-iu/hra-pop-notebooks/blob/main/annotations/hra-workflows-runner-local-run.ipynb. The code also shows how to get confidence scores for each individual cell in addition to cell type populations with biomarker expression values per CT. Finally, this notebook demonstrates how to transform the output from the DCTA Workflow and return confidence scores + a CSV file for the cell type population that the user can then use on https://apps.humanatlas.io/us2, using either the web interface or the HRA API (https://humanatlas.io/user-story/2#apis).

Step-by-step instructions

Goal: get Mean B Expressions for a given CT in HRApop Atlas Datasets

  1. When opening https://apps.humanatlas.io/api/grlc/hra-pop.html#get-/datasets-with-ct, the first item shown is the SPARQL query running when the endpoint is called:

  2. Below, you can specify your request. The only mandatory field is the celltype, which must be a Persistent URL (PURL). You can click the FILL EXAMPLE button to prefill this field with http://purl.obolibrary.org/obo/CL_0000136, which is adipocyte. Clickt the TRY button to run the query.

  3. Then, the response area presents the result of the query, which consists of a table with one CT-B record per row. You may copy the results to your clipboard with the COPY button.

  4. You can also click the tabs in the response area to get the CURL command to run the query for the same results:

Interactive Sankey diagrams

In total, as of HRApop v1.0, there are 16,293 datasets in the HRApop Universe (558 of which are sc-transcriptomics and 104 of which are sc-proteomics), and they cover 49 organs. 662 datasets make up the HRApop Atlas. 5,672 datasets have an extraction site but no cell type population. Inversely, 6,395 datasets have a cell type population but no extraction site. 3,564 datasets have neither. The total number of non-atlas datasets is 15,631. The Sankey diagrams below offer an overview of HRApop Universe and Atlas provenance.

Explore the Sankey diagram for the HRApop Universe below (embedded) or here.

Explore the Sankey diagram for the HRApop Universe below (embedded) or here.

HRApop Atlas Data extraction sites

Assigning a spatial location via the Registration User Interface (RUI, https://apps.humanatlas.io/rui) is an essential requirement for a dataset to be included in HRApop. Below is an instance of the Exploration User Interface (EUI, see federated version with all registered tissue blocks here) that only shows extraction sites for HRApop Atlas Data.

load_button

z-scores for CTs per organ and AS

Exemplary corridor

Exemplary cell type populations

For a dataset

Shown is a snippet from a cell type population for a dataset in the small intestine, taken from a Dataset and Extraction Site Cell Type Population (DESpop). For clarity, we only show four CTs in this cell type population, all assigned by CellTypist, and we only show the top 10 Bs one CT (Tuft).

  {
        "@id": "https://entity.api.hubmapconsortium.org/entities/1628b6f7eb615862322d6274a6bc9fa0",
      "@type": "Donor",
      "samples": [
        {
          "@id": "https://entity.api.hubmapconsortium.org/entities/0b43d8d0dbbc5e3923a8b963650ab8e3",
          "@type": "Sample",
          "datasets": [],
          "sections": [
            {
              "@id": "https://entity.api.hubmapconsortium.org/entities/35e16f13caab262f446836f63cf4ad42",
              "@type": "Sample",
              "datasets": [
                {
                  "@id": "https://entity.api.hubmapconsortium.org/entities/3de525fe3e5718f297e8d62e037a042d",
                  "@type": "Dataset",
                  "link": "https://portal.hubmapconsortium.org/browse/dataset/3de525fe3e5718f297e8d62e037a042d",
                  "technology": "RNAseq",
                  "cell_count": "6000",
                  "gene_count": "60286",
                  "organ_id": "http://purl.obolibrary.org/obo/UBERON_0002108",
                  "label": "Registered 11/3/2023, HuBMAP Process, TMC-Stanford",
                  "description": "Dataset Type: RNAseq [Salmon]",
                  "thumbnail": "assets/icons/ico-unknown.svg",
                  "summaries": [
                    {
                      "@type": "CellSummary",
                      "annotation_method": "celltypist",
                      "modality": "sc_transcriptomics",
                      "summary": [
                        {
                          "cell_id": "ASCTB-TEMP:enterocyte",
                          "cell_label": "Enterocyte",
                          "gene_expr": [
                           ...
                          ],
                          "count": 3600,
                          "@type": "CellSummaryRow",
                          "percentage": 0.6
                        },
                        {
                          "cell_id": "ASCTB-TEMP:paneth",
                          "cell_label": "Paneth",
                          "gene_expr": [
                            ...
                            ],
                          "count": 265,
                          "@type": "CellSummaryRow",
                          "percentage": 0.04416666666666667
                        },
                        {
                          "cell_id": "ASCTB-TEMP:cycling-b-cell",
                          "cell_label": "Cycling B cell",
                          "gene_expr": [
                          ...
                          ],
                          "count": 43,
                          "@type": "CellSummaryRow",
                          "percentage": 0.007166666666666667
                        },
                        {
                          "cell_id": "ASCTB-TEMP:tuft",
                          "cell_label": "Tuft",
                          "gene_expr": [
                            {
                              "gene_id": "HGNC:29349",
                              "gene_label": "CCSER1",
                              "ensembl_id": "ENSG00000184305.15",
                              "mean_gene_expr_value": 3.573841094970703
                            },
                            {
                              "gene_id": "HGNC:18695",
                              "gene_label": "ST18",
                              "ensembl_id": "ENSG00000147488.11",
                              "mean_gene_expr_value": 2.0579261779785156
                            },
                            {
                              "gene_id": "HGNC:4036",
                              "gene_label": "FYB1",
                              "ensembl_id": "ENSG00000082074.18",
                              "mean_gene_expr_value": 2.106393337249756
                            },
                            {
                              "gene_id": "HGNC:10471",
                              "gene_label": "RUNX1",
                              "ensembl_id": "ENSG00000159216.19",
                              "mean_gene_expr_value": 2.0352487564086914
                            },
                            {
                              "gene_id": "HGNC:8783",
                              "gene_label": "PDE4D",
                              "ensembl_id": "ENSG00000113448.19",
                              "mean_gene_expr_value": 3.152188539505005
                            },
                            {
                              "gene_id": "HGNC:1079",
                              "gene_label": "BMX",
                              "ensembl_id": "ENSG00000102010.15",
                              "mean_gene_expr_value": 1.6486668586730957
                            },
                            {
                              "gene_id": "HGNC:13726",
                              "gene_label": "KMT2C",
                              "ensembl_id": "ENSG00000055609.19",
                              "mean_gene_expr_value": 2.2729785442352295
                            },
                            {
                              "gene_id": "HGNC:9066",
                              "gene_label": "PLCG2",
                              "ensembl_id": "ENSG00000197943.10",
                              "mean_gene_expr_value": 2.123337507247925
                            },
                            {
                              "gene_id": "HGNC:27363",
                              "gene_label": "ITPRID1",
                              "ensembl_id": "ENSG00000180347.13",
                              "mean_gene_expr_value": 1.7490202188491821
                            },
                            {
                              "gene_id": "HGNC:17890",
                              "gene_label": "HPGDS",
                              "ensembl_id": "ENSG00000163106.11",
                              "mean_gene_expr_value": 1.5961321592330933
                            }
                          ],
                          "count": 41,
                          "@type": "CellSummaryRow",
                          "percentage": 0.006833333333333334
                        }
	}

For an extraction site

Shown is a cell type population for an extraction site, taken from a Dataset and Extraction Site Cell Type Population (DESpop). All mesh-based collisions are listed in the all_collisions field. The corresponding corridor is described and linked in the corridor field. The summaries key contains the cell type population.

"rui_location": {
      "@context": "https://hubmapconsortium.github.io/ccf-ontology/ccf-context.jsonld",
      "@id": "http://purl.org/ccf/1.5/e240c0a4-5e53-4464-8320-ad775f2c4bf7",
      "@type": "SpatialEntity",
      "ccf_annotations": [
       "http://purl.obolibrary.org/obo/UBERON_0002115",
       "http://purl.obolibrary.org/obo/UBERON_0002116"
      ],
      "creation_date": "2022-02-16",
      "creator": "Yiing Lin",
      "creator_first_name": "Yiing",
      "creator_last_name": "Lin",
      "dimension_units": "millimeter",
      "placement": {
       "@context": "https://hubmapconsortium.github.io/hubmap-ontology/ccf-context.jsonld",
       "@id": "http://purl.org/ccf/1.5/e240c0a4-5e53-4464-8320-ad775f2c4bf7_placement",
       "@type": "SpatialPlacement",
       "placement_date": "2022-02-16",
       "rotation_order": "XYZ",
       "rotation_units": "degree",
       "scaling_units": "ratio",
       "target": "http://purl.org/ccf/latest/ccf.owl#VHFSmallIntestine",
       "translation_units": "millimeter",
       "x_rotation": 0,
       "x_scaling": 1,
       "x_translation": 130.806,
       "y_rotation": 0,
       "y_scaling": 1,
       "y_translation": 111.09,
       "z_rotation": 86,
       "z_scaling": 1,
       "z_translation": 54.023
      },
      "x_dimension": 3,
      "y_dimension": 30,
      "z_dimension": 15,
      "all_collisions": [
       {
        "@type": "CollisionSummary",
        "collision_method": "MESH",
        "collisions": [
         {
          "@type": "CollisionItem",
          "reference_organ": "http://purl.org/ccf/latest/ccf.owl#VHFSmallIntestine",
          "as_3d_id": "https://purl.humanatlas.io/ref-organ/small-intestine-female/v1.2#VH_F_jejenum",
          "as_id": "http://purl.obolibrary.org/obo/UBERON_0002115",
          "as_label": "jejunum",
          "as_volume": 28523.456808180017,
          "percentage": 0.103
         }
        ]
       }
      ],
      "corridor": {
       "@type": "Corridor",
       "file_format": "model/gltf-binary",
       "file": "https://cdn.humanatlas.io/digital-objects/graph/hra-pop/v1.0/assets/corridors/e240c0a4-5e53-4464-8320-ad775f2c4bf7.glb"
      },
      "summaries": [
       {
        "@type": "CellSummary",
        "sex": "Female",
        "annotation_method": "celltypist",
        "aggregated_summary_count": 1,
        "aggregated_summaries": [
         {
          "aggregated_cell_source": "https://entity.api.hubmapconsortium.org/entities/3de525fe3e5718f297e8d62e037a042d",
          "percentage": 1
         }
        ],
        "modality": "sc_transcriptomics",
        "summary": [
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:enterocyte",
          "cell_label": "Enterocyte",
          "count": 3598,
          "percentage": 0.5996666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:paneth",
          "cell_label": "Paneth",
          "count": 265,
          "percentage": 0.04416666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cycling-b-cell",
          "cell_label": "Cycling B cell",
          "count": 43,
          "percentage": 0.007166666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:tuft",
          "cell_label": "Tuft",
          "count": 41,
          "percentage": 0.006833333333333334
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:trgv2-gdt",
          "cell_label": "TRGV2 gdT",
          "count": 120,
          "percentage": 0.02
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stem-cells",
          "cell_label": "Stem cells",
          "count": 110,
          "percentage": 0.018333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:best4-epithelial",
          "cell_label": "BEST4+ epithelial",
          "count": 124,
          "percentage": 0.020666666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:goblet-cell",
          "cell_label": "Goblet cell",
          "count": 289,
          "percentage": 0.04816666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:myofibroblast",
          "cell_label": "myofibroblast",
          "count": 57,
          "percentage": 0.0095
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:eecs",
          "cell_label": "EECs",
          "count": 251,
          "percentage": 0.041833333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:activated-t",
          "cell_label": "Activated T",
          "count": 47,
          "percentage": 0.007833333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mature-arterial-ec",
          "cell_label": "Mature arterial EC",
          "count": 11,
          "percentage": 0.0018333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:branch-a1-imn-",
          "cell_label": "Branch A1 (iMN)",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:memory-b",
          "cell_label": "Memory B",
          "count": 13,
          "percentage": 0.0021666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mesoderm-1-hand1-",
          "cell_label": "Mesoderm 1 (HAND1+)",
          "count": 5,
          "percentage": 0.0008333333333333334
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stat1-naive-b",
          "cell_label": "STAT1+ Naive B",
          "count": 21,
          "percentage": 0.0035
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:microfold-cell",
          "cell_label": "Microfold cell",
          "count": 198,
          "percentage": 0.033
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:proximal-progenitor",
          "cell_label": "Proximal progenitor",
          "count": 106,
          "percentage": 0.017666666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stromal-1-ccl11-",
          "cell_label": "Stromal 1 (CCL11+)",
          "count": 23,
          "percentage": 0.003833333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:branch-b1-emn-",
          "cell_label": "Branch B1 (eMN)",
          "count": 31,
          "percentage": 0.005166666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stromal-2-npy-",
          "cell_label": "Stromal 2 (NPY+)",
          "count": 12,
          "percentage": 0.002
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:ec-cells-tac1-",
          "cell_label": "EC cells (TAC1+)",
          "count": 20,
          "percentage": 0.0033333333333333335
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:i-cells-cck-",
          "cell_label": "I cells (CCK+)",
          "count": 26,
          "percentage": 0.004333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:smc-part1-capn3-",
          "cell_label": "SMC (PART1/CAPN3+)",
          "count": 6,
          "percentage": 0.001
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:arterial-capillary",
          "cell_label": "arterial capillary",
          "count": 30,
          "percentage": 0.005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lyve1-macrophage",
          "cell_label": "LYVE1+ Macrophage",
          "count": 18,
          "percentage": 0.003
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:m-x-cells-mln-ghrl-",
          "cell_label": "M/X cells (MLN/GHRL+)",
          "count": 12,
          "percentage": 0.002
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:tfh",
          "cell_label": "Tfh",
          "count": 33,
          "percentage": 0.0055
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stromal-3-kcnn3-",
          "cell_label": "Stromal 3 (KCNN3+)",
          "count": 18,
          "percentage": 0.003
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mlto",
          "cell_label": "mLTo",
          "count": 5,
          "percentage": 0.0008333333333333334
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lec6-adamts4-",
          "cell_label": "LEC6 (ADAMTS4+)",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:glia-1-dhh-",
          "cell_label": "Glia 1 (DHH+)",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cycling-ec",
          "cell_label": "cycling EC",
          "count": 20,
          "percentage": 0.0033333333333333335
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:d-cells-sst-",
          "cell_label": "D cells (SST+)",
          "count": 10,
          "percentage": 0.0016666666666666668
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:myofibroblast-rspo2-",
          "cell_label": "myofibroblast (RSPO2+)",
          "count": 30,
          "percentage": 0.005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:contractile-pericyte-pln-",
          "cell_label": "Contractile pericyte (PLN+)",
          "count": 20,
          "percentage": 0.0033333333333333335
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:t-reticular",
          "cell_label": "T reticular",
          "count": 5,
          "percentage": 0.0008333333333333334
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:colonocyte",
          "cell_label": "Colonocyte",
          "count": 4,
          "percentage": 0.0006666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cd8-tmem",
          "cell_label": "CD8 Tmem",
          "count": 7,
          "percentage": 0.0011666666666666668
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cycling-plasma-cell",
          "cell_label": "Cycling plasma cell",
          "count": 28,
          "percentage": 0.004666666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lec4-stab2-",
          "cell_label": "LEC4 (STAB2+)",
          "count": 10,
          "percentage": 0.0016666666666666668
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:dz-gc-cell",
          "cell_label": "DZ GC cell",
          "count": 16,
          "percentage": 0.0026666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:angiogenic-pericyte",
          "cell_label": "angiogenic pericyte",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:fdc",
          "cell_label": "FDC",
          "count": 4,
          "percentage": 0.0006666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stromal-3-c7-",
          "cell_label": "Stromal 3 (C7+)",
          "count": 13,
          "percentage": 0.0021666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:progenitor-neurog3-",
          "cell_label": "Progenitor (NEUROG3+)",
          "count": 12,
          "percentage": 0.002
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:pdc",
          "cell_label": "pDC",
          "count": 5,
          "percentage": 0.0008333333333333334
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mature-venous-ec",
          "cell_label": "Mature venous EC",
          "count": 21,
          "percentage": 0.0035
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lti-like-ncr-ilc3",
          "cell_label": "LTi-like NCR- ILC3",
          "count": 6,
          "percentage": 0.001
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mait-cell",
          "cell_label": "MAIT cell",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:trdv2-trgv9-gdt",
          "cell_label": "TRDV2/TRGV9 gdT",
          "count": 19,
          "percentage": 0.0031666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:nk-cell",
          "cell_label": "NK cell",
          "count": 25,
          "percentage": 0.004166666666666667
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:glia-3-bcan-",
          "cell_label": "Glia 3 (BCAN+)",
          "count": 7,
          "percentage": 0.0011666666666666668
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:activated-cd8-t",
          "cell_label": "Activated CD8 T",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:neuroblast",
          "cell_label": "Neuroblast",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:distal-progenitor",
          "cell_label": "Distal progenitor",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:macrophages",
          "cell_label": "Macrophages",
          "count": 15,
          "percentage": 0.0025
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mast-cell",
          "cell_label": "Mast cell",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:trgv4-gdt",
          "cell_label": "TRGV4 gdT",
          "count": 22,
          "percentage": 0.0036666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:icc",
          "cell_label": "ICC",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:k-cells-gip-",
          "cell_label": "K cells (GIP+)",
          "count": 8,
          "percentage": 0.0013333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:pre-b",
          "cell_label": "Pre-B",
          "count": 7,
          "percentage": 0.0011666666666666668
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:l-cells-pyy-",
          "cell_label": "L cells (PYY+)",
          "count": 11,
          "percentage": 0.0018333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:smc-plpp2-",
          "cell_label": "SMC (PLPP2+)",
          "count": 16,
          "percentage": 0.0026666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:adult-glia",
          "cell_label": "Adult Glia",
          "count": 10,
          "percentage": 0.0016666666666666668
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:th1",
          "cell_label": "Th1",
          "count": 4,
          "percentage": 0.0006666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:branch-b3-ipan-",
          "cell_label": "Branch B3 (IPAN)",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:ta",
          "cell_label": "TA",
          "count": 13,
          "percentage": 0.0021666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:sell-cd4-t",
          "cell_label": "SELL+ CD4 T",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:branch-a2-ipan-in-",
          "cell_label": "Branch A2 (IPAN/IN)",
          "count": 8,
          "percentage": 0.0013333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:immature-pericyte",
          "cell_label": "Immature pericyte",
          "count": 4,
          "percentage": 0.0006666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:clp",
          "cell_label": "CLP",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cycling-stromal",
          "cell_label": "cycling stromal",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:transitional-stromal-3-c3-",
          "cell_label": "Transitional Stromal 3 (C3+)",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:branch-a4-in-",
          "cell_label": "Branch A4 (IN)",
          "count": 5,
          "percentage": 0.0008333333333333334
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lec1-ackr4-",
          "cell_label": "LEC1 (ACKR4+)",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lec3-adgrg3-",
          "cell_label": "LEC3 (ADGRG3+)",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:monocytes",
          "cell_label": "Monocytes",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:sell-cd8-t",
          "cell_label": "SELL+ CD8 T",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:-cells-ins-",
          "cell_label": "β cells (INS+)",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mesothelium-rgs5-",
          "cell_label": "Mesothelium (RGS5+)",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:nk-t-cell",
          "cell_label": "NK T cell",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:activated-cd4-t",
          "cell_label": "Activated CD4 T",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:pericyte",
          "cell_label": "Pericyte",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:fetal-venous-ec",
          "cell_label": "Fetal venous EC",
          "count": 4,
          "percentage": 0.0006666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:fcrl4-memory-b",
          "cell_label": "FCRL4+ Memory B",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cdc1",
          "cell_label": "cDC1",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lz-gc-cell",
          "cell_label": "LZ GC cell",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:gc-b-cell",
          "cell_label": "GC B cell",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:venous-capillary",
          "cell_label": "venous capillary",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:cldn10-cells",
          "cell_label": "CLDN10+ cells",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lymphoid-dc",
          "cell_label": "Lymphoid DC",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:mmp9-inflammatory-macrophage",
          "cell_label": "MMP9+ Inflammatory macrophage",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:pro-b",
          "cell_label": "Pro-B",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:branch-b2-emn-",
          "cell_label": "Branch B2 (eMN)",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:naive-b",
          "cell_label": "Naive B",
          "count": 3,
          "percentage": 0.0005
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:treg",
          "cell_label": "Treg",
          "count": 2,
          "percentage": 0.0003333333333333333
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stromal-2-ch25h-",
          "cell_label": "Stromal 2 (CH25H+)",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:best2-goblet-cell",
          "cell_label": "BEST2+ Goblet cell",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:lec2-madcam1-",
          "cell_label": "LEC2 (MADCAM1+)",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:ilc2",
          "cell_label": "ILC2",
          "count": 1,
          "percentage": 0.00016666666666666666
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "ASCTB-TEMP:stromal-1-adamdec1-",
          "cell_label": "Stromal 1 (ADAMDEC1+)",
          "count": 1,
          "percentage": 0.00016666666666666666
         }
        ]
       },
       {
        "@type": "CellSummary",
        "sex": "Female",
        "annotation_method": "popv",
        "aggregated_summary_count": 1,
        "aggregated_summaries": [
         {
          "aggregated_cell_source": "https://entity.api.hubmapconsortium.org/entities/3de525fe3e5718f297e8d62e037a042d",
          "percentage": 1
         }
        ],
        "modality": "sc_transcriptomics",
        "summary": [
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:1000334",
          "cell_label": "enterocyte of epithelium of small intestine",
          "count": 5408,
          "percentage": 0.9016338779593198
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:1000343",
          "cell_label": "paneth cell of epithelium of small intestine",
          "count": 192,
          "percentage": 0.032010670223407804
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:1000495",
          "cell_label": "small intestine goblet cell",
          "count": 215,
          "percentage": 0.035845281760586864
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0009006",
          "cell_label": "intestinal enteroendocrine cell",
          "count": 44,
          "percentage": 0.007335778592864288
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0009012",
          "cell_label": "transit amplifying cell of small intestine",
          "count": 10,
          "percentage": 0.0016672224074691564
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0009080",
          "cell_label": "intestinal tuft cell",
          "count": 26,
          "percentage": 0.004334778259419807
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0000057",
          "cell_label": "fibroblast",
          "count": 41,
          "percentage": 0.006835611870623541
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0000131",
          "cell_label": "gut endothelial cell",
          "count": 14,
          "percentage": 0.002334111370456819
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0000775",
          "cell_label": "neutrophil",
          "count": 38,
          "percentage": 0.006335445148382794
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0000624",
          "cell_label": "CD4-positive, alpha-beta T cell",
          "count": 1,
          "percentage": 0.00016672224074691563
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0000625",
          "cell_label": "CD8-positive, alpha-beta T cell",
          "count": 6,
          "percentage": 0.0010003334444814939
         },
         {
          "@type": "CellSummaryRow",
          "cell_id": "CL:0000786",
          "cell_label": "plasma cell",
          "count": 3,
          "percentage": 0.0005001667222407469
         }
        ]
       }
      ]
     }

For an AS

Shown is a snippet from the AS Cell Type Population of the cortex of kidney, assigned by Azimuth, taken from a AS Cell Type Population (ASpop).

  {
      "@type": "CellSummary",
      "sex": "Female",
      "cell_source": "http://purl.obolibrary.org/obo/UBERON_0002189",
      "cell_source_label": "outer cortex of kidney",
      "annotation_method": "azimuth",
      "aggregated_summary_count": 37,
      "aggregated_summaries": [
        {
          "aggregated_cell_source": "https://entity.api.hubmapconsortium.org/entities/367fee3b40cba682063289505b922be1",
          "percentage": 0.981
        },
        {
          "aggregated_cell_source": "https://entity.api.hubmapconsortium.org/entities/434fbc55d458dc4e06da9ba4961f3840",
          "percentage": 0.343
        },
        ...],
      "modality": "sc_transcriptomics",
      "summary": [
        {
          "@type": "CellSummaryRow",
          "cell_id": "CL:1000692",
          "cell_label": "Fibroblast",
          "count": 10336.100000000002,
          "percentage": 0.01925307293655101
        },
        {
          "@type": "CellSummaryRow",
          "cell_id": "CL:1001108",
          "cell_label": "Medullary Thick Ascending Limb",
          "count": 26758.349000000002,
          "percentage": 0.04984282707778434
        },
        {
          "@type": "CellSummaryRow",
          "cell_id": "CL:4030013",
          "cell_label": "Descending Thin Limb Type 2",
          "count": 31925.262000000002,
          "percentage": 0.05946724565401847
        }
        ...
	}

Dataset counts

as_label_organ tool sex dataset
Set of lactiferous glands in left breast - Interlobar adipose tissue of left mammary gland popv Female 2
Set of lactiferous glands in left breast - main lactiferous duct popv Female 2
Set of lactiferous glands in left breast - mammary lobe popv Female 2
Set of lactiferous glands in right breast - Interlobar adipose tissue of right mammary gland popv Female 3
Set of lactiferous glands in right breast - main lactiferous duct popv Female 3
heart - Posteromedial head of posterior papillary muscle of left ventricle azimuth Female 6
heart - Posteromedial head of posterior papillary muscle of left ventricle celltypist Female 6
heart - heart left ventricle azimuth Female 28
heart - heart left ventricle azimuth Male 37
heart - heart left ventricle celltypist Female 28
heart - heart left ventricle celltypist Male 37
heart - heart right ventricle azimuth Female 14
heart - heart right ventricle azimuth Male 16
heart - heart right ventricle celltypist Female 14
heart - heart right ventricle celltypist Male 16
heart - interventricular septum azimuth Female 7
heart - interventricular septum azimuth Male 8
heart - interventricular septum celltypist Female 7
heart - interventricular septum celltypist Male 8
heart - left cardiac atrium azimuth Female 7
heart - left cardiac atrium azimuth Male 7
heart - left cardiac atrium celltypist Female 7
heart - left cardiac atrium celltypist Male 7
heart - right cardiac atrium azimuth Female 9
heart - right cardiac atrium azimuth Male 8
heart - right cardiac atrium celltypist Female 9
heart - right cardiac atrium celltypist Male 8
large intestine - ascending colon celltypist Female 6
large intestine - ascending colon celltypist Male 8
large intestine - ascending colon popv Female 6
large intestine - ascending colon popv Male 8
large intestine - caecum celltypist Female 3
large intestine - caecum celltypist Male 1
large intestine - caecum popv Female 3
large intestine - caecum popv Male 1
large intestine - descending colon celltypist Female 4
large intestine - descending colon celltypist Male 7
large intestine - descending colon popv Female 4
large intestine - descending colon popv Male 7
large intestine - hepatic flexure of colon celltypist Female 3
large intestine - hepatic flexure of colon celltypist Male 1
large intestine - hepatic flexure of colon popv Female 3
large intestine - hepatic flexure of colon popv Male 1
large intestine - rectum celltypist Female 3
large intestine - rectum popv Female 3
large intestine - sigmoid colon celltypist Female 7
large intestine - sigmoid colon celltypist Male 8
large intestine - sigmoid colon popv Female 7
large intestine - sigmoid colon popv Male 8
large intestine - transverse colon celltypist Female 3
large intestine - transverse colon celltypist Male 5
large intestine - transverse colon popv Female 3
large intestine - transverse colon popv Male 5
left kidney - hilum of kidney azimuth Male 2
left kidney - kidney capsule azimuth Female 3
left kidney - kidney capsule azimuth Male 2
left kidney - outer cortex of kidney azimuth Female 17
left kidney - outer cortex of kidney azimuth Male 19
left kidney - renal column azimuth Female 10
left kidney - renal column azimuth Male 2
left kidney - renal papilla azimuth Female 5
left kidney - renal pyramid azimuth Female 37
left kidney - renal pyramid azimuth Male 31
left ureter - Left ureter azimuth Female 4
left ureter - Left ureter azimuth Male 8
liver - capsule of the liver celltypist Female 1
liver - capsule of the liver celltypist Male 1
liver - capsule of the liver popv Female 1
liver - capsule of the liver popv Male 1
liver - diaphragmatic surface of liver celltypist Female 1
liver - diaphragmatic surface of liver celltypist Male 1
liver - diaphragmatic surface of liver popv Female 1
liver - diaphragmatic surface of liver popv Male 1
liver - gastric impression of liver celltypist Female 1
liver - gastric impression of liver celltypist Male 1
liver - gastric impression of liver popv Female 1
liver - gastric impression of liver popv Male 1
male reproductive system - Verumontanum popv Male 2
male reproductive system - apex of prostate popv Male 2
male reproductive system - central zone of prostate popv Male 6
male reproductive system - peripheral zone of prostate popv Male 6
male reproductive system - seminal vesicle popv Male 2
male reproductive system - transition zone of prostate popv Male 2
pancreas - Neck of pancreas azimuth Female 1
pancreas - Neck of pancreas azimuth Male 1
pancreas - Neck of pancreas celltypist Female 1
pancreas - Neck of pancreas celltypist Male 1
pancreas - Neck of pancreas popv Female 1
pancreas - Neck of pancreas popv Male 1
pancreas - body of pancreas azimuth Female 1
pancreas - body of pancreas azimuth Male 1
pancreas - body of pancreas celltypist Female 1
pancreas - body of pancreas celltypist Male 1
pancreas - body of pancreas popv Female 1
pancreas - body of pancreas popv Male 1
pancreas - head of pancreas azimuth Female 1
pancreas - head of pancreas azimuth Male 1
pancreas - head of pancreas celltypist Female 1
pancreas - head of pancreas celltypist Male 1
pancreas - head of pancreas popv Female 1
pancreas - head of pancreas popv Male 1
pancreas - tail of pancreas azimuth Female 1
pancreas - tail of pancreas azimuth Male 1
pancreas - tail of pancreas celltypist Female 1
pancreas - tail of pancreas celltypist Male 1
pancreas - tail of pancreas popv Female 1
pancreas - tail of pancreas popv Male 1
pancreas - uncinate process of pancreas azimuth Female 1
pancreas - uncinate process of pancreas azimuth Male 1
pancreas - uncinate process of pancreas celltypist Female 1
pancreas - uncinate process of pancreas celltypist Male 1
pancreas - uncinate process of pancreas popv Female 1
pancreas - uncinate process of pancreas popv Male 1
respiratory system - Cartilage of segmental bronchus azimuth Female 1
respiratory system - Cartilage of segmental bronchus azimuth Male 4
respiratory system - Cartilage of segmental bronchus celltypist Female 1
respiratory system - Cartilage of segmental bronchus celltypist Male 4
respiratory system - Cartilage of segmental bronchus popv Female 1
respiratory system - Cartilage of segmental bronchus popv Male 4
respiratory system - Lateral segmental bronchus azimuth Female 1
respiratory system - Lateral segmental bronchus azimuth Male 2
respiratory system - Lateral segmental bronchus celltypist Female 1
respiratory system - Lateral segmental bronchus celltypist Male 2
respiratory system - Lateral segmental bronchus popv Female 1
respiratory system - Lateral segmental bronchus popv Male 2
respiratory system - Left Medial Basal Bronchopulmonary Segment azimuth Male 1
respiratory system - Left Medial Basal Bronchopulmonary Segment celltypist Male 1
respiratory system - Left Medial Basal Bronchopulmonary Segment popv Male 1
respiratory system - Left anterior segmental bronchus azimuth Male 1
respiratory system - Left anterior segmental bronchus celltypist Male 1
respiratory system - Left anterior segmental bronchus popv Male 1
respiratory system - Left apical segmental bronchus azimuth Male 1
respiratory system - Left apical segmental bronchus celltypist Male 1
respiratory system - Left apical segmental bronchus popv Male 1
respiratory system - Left lateral basal segmental bronchus azimuth Male 1
respiratory system - Left lateral basal segmental bronchus celltypist Male 1
respiratory system - Left lateral basal segmental bronchus popv Male 1
respiratory system - Left medial basal segmental bronchus azimuth Male 1
respiratory system - Left medial basal segmental bronchus celltypist Male 1
respiratory system - Left medial basal segmental bronchus popv Male 1
respiratory system - Left posterior basal segmental bronchus azimuth Female 8
respiratory system - Left posterior basal segmental bronchus azimuth Male 21
respiratory system - Left posterior basal segmental bronchus celltypist Female 8
respiratory system - Left posterior basal segmental bronchus celltypist Male 21
respiratory system - Left posterior basal segmental bronchus popv Female 8
respiratory system - Left posterior basal segmental bronchus popv Male 21
respiratory system - Left posterior bronchopulmonary segment azimuth Male 1
respiratory system - Left posterior bronchopulmonary segment celltypist Male 1
respiratory system - Left posterior bronchopulmonary segment popv Male 1
respiratory system - Right Anterior Bronchopulmonary Segment azimuth Female 1
respiratory system - Right Anterior Bronchopulmonary Segment celltypist Female 1
respiratory system - Right Anterior Bronchopulmonary Segment popv Female 1
respiratory system - Right Lateral Bronchopulmonary Segment azimuth Male 3
respiratory system - Right Lateral Bronchopulmonary Segment celltypist Male 3
respiratory system - Right Lateral Bronchopulmonary Segment popv Male 3
respiratory system - Right Medial Bronchopulmonary Segment azimuth Male 8
respiratory system - Right Medial Bronchopulmonary Segment celltypist Male 8
respiratory system - Right Medial Bronchopulmonary Segment popv Male 8
respiratory system - Right Posterior Basal Bronchopulmonary Segment azimuth Female 7
respiratory system - Right Posterior Basal Bronchopulmonary Segment azimuth Male 9
respiratory system - Right Posterior Basal Bronchopulmonary Segment celltypist Female 7
respiratory system - Right Posterior Basal Bronchopulmonary Segment celltypist Male 9
respiratory system - Right Posterior Basal Bronchopulmonary Segment popv Female 7
respiratory system - Right Posterior Basal Bronchopulmonary Segment popv Male 9
respiratory system - Right anterior basal bronchopulmonary segment azimuth Male 1
respiratory system - Right anterior basal bronchopulmonary segment celltypist Male 1
respiratory system - Right anterior basal bronchopulmonary segment popv Male 1
respiratory system - Right superior segmental bronchus azimuth Male 1
respiratory system - Right superior segmental bronchus celltypist Male 1
respiratory system - Right superior segmental bronchus popv Male 1
respiratory system - Superior lingular bronchopulmonary segment azimuth Female 1
respiratory system - Superior lingular bronchopulmonary segment celltypist Female 1
respiratory system - Superior lingular bronchopulmonary segment popv Female 1
respiratory system - left Lateral Basal Bronchopulmonary Segment azimuth Male 1
respiratory system - left Lateral Basal Bronchopulmonary Segment celltypist Male 1
respiratory system - left Lateral Basal Bronchopulmonary Segment popv Male 1
respiratory system - left anterior basal bronchopulmonary segment azimuth Male 1
respiratory system - left anterior basal bronchopulmonary segment celltypist Male 1
respiratory system - left anterior basal bronchopulmonary segment popv Male 1
right kidney - kidney capsule azimuth Female 2
right kidney - outer cortex of kidney azimuth Female 5
right kidney - outer cortex of kidney azimuth Male 75
right kidney - renal papilla azimuth Female 2
right kidney - renal papilla azimuth Male 2
right kidney - renal pyramid azimuth Female 13
right kidney - renal pyramid azimuth Male 4
right ureter - Right ureter azimuth Female 1
right ureter - Right ureter azimuth Male 2
skin of body - skin celltypist Female 1
skin of body - skin celltypist Male 6
skin of body - skin popv Female 1
skin of body - skin popv Male 6
small intestine - ascending part of duodenum celltypist Female 3
small intestine - ascending part of duodenum celltypist Male 8
small intestine - ascending part of duodenum popv Female 3
small intestine - ascending part of duodenum popv Male 8
small intestine - descending part of duodenum celltypist Female 4
small intestine - descending part of duodenum celltypist Male 7
small intestine - descending part of duodenum popv Female 4
small intestine - descending part of duodenum popv Male 7
small intestine - distal part of ileum celltypist Female 3
small intestine - distal part of ileum celltypist Male 7
small intestine - distal part of ileum popv Female 3
small intestine - distal part of ileum popv Male 7
small intestine - duodenal ampulla celltypist Female 2
small intestine - duodenal ampulla popv Female 2
small intestine - horizontal part of duodenum celltypist Female 3
small intestine - horizontal part of duodenum celltypist Male 7
small intestine - horizontal part of duodenum popv Female 3
small intestine - horizontal part of duodenum popv Male 7
small intestine - ileum celltypist Female 5
small intestine - ileum celltypist Male 1
small intestine - ileum popv Female 5
small intestine - ileum popv Male 1
small intestine - jejunum celltypist Female 4
small intestine - jejunum celltypist Male 8
small intestine - jejunum popv Female 4
small intestine - jejunum popv Male 8
small intestine - superior part of duodenum celltypist Female 2
small intestine - superior part of duodenum celltypist Male 1
small intestine - superior part of duodenum popv Female 2
small intestine - superior part of duodenum popv Male 1
spleen - diaphragmatic surface of spleen popv Male 6
spleen - hilum of spleen popv Female 2
spleen - hilum of spleen popv Male 2
thymus - left thymus lobe popv Female 2
thymus - left thymus lobe popv Male 2
thymus - right thymus lobe popv Female 2
thymus - right thymus lobe popv Male 2
urinary bladder - fundus of urinary bladder popv Female 2
urinary bladder - fundus of urinary bladder popv Male 5
urinary bladder - trigone of urinary bladder popv Male 4