HCA Data Explorer

Single-cell multi-omics analysis of human pancreatic islets reveals novel cellular states in type 1 diabetes.

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Updated October 18, 2024

Type 1 diabetes (T1D) is an autoimmune disease in which immune cells destroy insulin-producing beta cells. The aetiology of this complex disease is dependent on the interplay of multiple heterogeneous cell types in the pancreatic environment. Here, we provide a single-cell atlas of pancreatic islets of 24 T1D, autoantibody-positive and nondiabetic organ donors across multiple quantitative modalities including ~80,000 cells using single-cell transcriptomics, ~7,000,000 cells using cytometry by time of flight and ~1,000,000 cells using in situ imaging mass cytometry. We develop an advanced integrative analytical strategy to assess pancreatic islets and identify canonical cell types. We show that a subset of exocrine ductal cells acquires a signature of tolerogenic dendritic cells in an apparent attempt at immune suppression in T1D donors. Our multimodal analyses delineate cell types and processes that may contribute to T1D immunopathogenesis and provide an integrative procedure for exploration and discovery of human pancreatic function.

Robert B FaryabiInstitute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA faryabi@pennmedicine.upenn.edu
Ali NajiInstitute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PAAli.Naji@pennmedicine.upenn.edu
Klaus H KaestnerDepartment of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PAkaestner@pennmedicine.upenn.edu
Golnaz VahediDepartment of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PAvahedi@pennmedicine.upenn.edu
Maria Fasolino1
Gregory W Schwartz2
Abhijeet R Patil1
Aanchal Mongia2
Maria L Golson1
Yue J Wang1
Ashleigh Morgan1
Chengyang Liu3
Jonathan Schug1
Jinping Liu1
Minghui Wu1
Daniel Traum1
Ayano Kondo1
Catherine L May1
Naomi Goldman1
Wenliang Wang1
Michael Feldman4
Jason H Moore1
Alberto S Japp2
Michael R Betts2
Robert B Faryabi5
Ali Naji6
Klaus H Kaestner7
Golnaz Vahedi7
1Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
2Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
3Institute for Diabetes, Obesity and Metabolism, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
4Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA.
5Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
6Institute for Immunology, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
7Department of Genetics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA
None

To reference this project, please use the following link:

https://explore.data.humancellatlas.org/projects/daef3fda-2620-45ae-a3f7-1613814a35bf

Supplementary links are provided by contributors and represent items such as additional data which can’t be hosted here; code that was used to analyze this data; or tools and visualizations associated with this specific dataset.

1.https://cellxgene.cziscience.com/e/37b21763-7f0f-41ae-9001-60bad6e2841d.cxg/2.https://hpap.pmacs.upenn.edu/
GEO Series Accessions:

Atlas

PancreasPancreas v1.0

Analysis Portals

None

Project Label

Faryabi-Human-10x3pv2

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

pancreas

Organ Part

islet of Langerhans

Selected Cell Types

type B pancreatic cell

Disease Status (Specimen)

2 disease statuses

Disease Status (Donor)

2 disease statuses

Development Stage

3 development stages

Library Construction Method

10x 3' v2

Nucleic Acid Source

single cell

Paired End

false

Analysis Protocol

analysis_protocol_1, analysis_protocol_2

File Format

3 file formats

Cell Count Estimate

80.0k

Donor Count

14
fastq.gz96 file(s)h514 file(s)xlsx1 file(s)