Diabetic Kidney Disease

Multimodal single cell sequencing implicates chromatin accessibility and genetic background in diabetic kidney disease progression

cellxgene_census

Info

cellxgene_census/dkd

1.28 GiB

02-02-2024

39176 × 27980

Description

Multimodal single cell sequencing is a powerful tool for interrogating cell-specific changes in transcription and chromatin accessibility. We performed single nucleus RNA (snRNA-seq) and assay for transposase accessible chromatin sequencing (snATAC-seq) on human kidney cortex from donors with and without diabetic kidney disease (DKD) to identify altered signaling pathways and transcription factors associated with DKD. Both snRNA-seq and snATAC-seq had an increased proportion of VCAM1+ injured proximal tubule cells (PT_VCAM1) in DKD samples. PT_VCAM1 has a pro-inflammatory expression signature and transcription factor motif enrichment implicated NFkB signaling. We used stratified linkage disequilibrium score regression to partition heritability of kidney-function-related traits using publicly-available GWAS summary statistics. Cell-specific PT_VCAM1 peaks were enriched for heritability of chronic kidney disease (CKD), suggesting that genetic background may regulate chromatin accessibility and DKD progression. snATAC-seq found cell-specific differentially accessible regions (DAR) throughout the nephron that change accessibility in DKD and these regions were enriched for glucocorticoid receptor (GR) motifs. Changes in chromatin accessibility were associated with decreased expression of insulin receptor, increased gluconeogenesis, and decreased expression of the GR cytosolic chaperone, FKBP5, in the diabetic proximal tubule. Cleavage under targets and release using nuclease (CUT&RUN) profiling of GR binding in bulk kidney cortex and an in vitro model of the proximal tubule (RPTEC) showed that DAR co-localize with GR binding sites. CRISPRi silencing of GR response elements (GRE) in the FKBP5 gene body reduced FKBP5 expression in RPTEC, suggesting that reduced FKBP5 chromatin accessibility in DKD may alter cellular response to GR. We developed an open-source tool for single cell allele specific analysis (SALSA) to model the effect of genetic background on gene expression. Heterozygous germline single nucleotide variants (SNV) in proximal tubule ATAC peaks were associated with allele-specific chromatin accessibility and differential expression of target genes within cis-coaccessibility networks. Partitioned heritability of proximal tubule ATAC peaks with a predicted allele-specific effect was enriched for eGFR, suggesting that genetic background may modify DKD progression in a cell-specific manner.

Preview

An AnnData object with n_obs × n_vars = 39176 × 27980 with slots:

obsm: X_pca
NameDescriptionTypeData typeSize
obs

soma_joinid

If the dataset was retrieved from CELLxGENE census, this is a unique identifier for the cell.vectorint6439176

dataset_id

Identifier for the dataset from which the cell data is derived, useful for tracking and referencing purposes.vectorcategory39176

assay

Type of assay used to generate the cell data, indicating the methodology or technique employed.vectorcategory39176

assay_ontology_term_id

Experimental Factor Ontology (`EFO:`) term identifier for the assay, providing a standardized reference to the assay type.vectorcategory39176

cell_type

Classification of the cell type based on its characteristics and function within the tissue or organism.vectorcategory39176

cell_type_ontology_term_id

Cell Ontology (`CL:`) term identifier for the cell type, offering a standardized reference to the specific cell classification.vectorcategory39176

development_stage

Stage of development of the organism or tissue from which the cell is derived, indicating its maturity or developmental phase.vectorcategory39176

development_stage_ontology_term_id

Ontology term identifier for the developmental stage, providing a standardized reference to the organism's developmental phase. If the organism is human (`organism_ontology_term_id == 'NCBITaxon:9606'`), then the Human Developmental Stages (`HsapDv:`) ontology is used. If the organism is mouse (`organism_ontology_term_id == 'NCBITaxon:10090'`), then the Mouse Developmental Stages (`MmusDv:`) ontology is used. Otherwise, the Uberon (`UBERON:`) ontology is used. vectorcategory39176

disease

Information on any disease or pathological condition associated with the cell or donor.vectorcategory39176

disease_ontology_term_id

Ontology term identifier for the disease, enabling standardized disease classification and referencing. Must be a term from the Mondo Disease Ontology (`MONDO:`) ontology term, or `PATO:0000461` from the Phenotype And Trait Ontology (`PATO:`). vectorcategory39176

donor_id

Identifier for the donor from whom the cell sample is obtained.vectorcategory39176

is_primary_data

Indicates whether the data is primary (directly obtained from experiments) or has been computationally derived from other primary data.vectorbool39176

self_reported_ethnicity

Ethnicity of the donor as self-reported, relevant for studies considering genetic diversity and population-specific traits.vectorcategory39176

self_reported_ethnicity_ontology_term_id

Ontology term identifier for the self-reported ethnicity, providing a standardized reference for ethnic classifications. If the organism is human (`organism_ontology_term_id == 'NCBITaxon:9606'`), then the Human Ancestry Ontology (`HANCESTRO:`) is used. vectorcategory39176

sex

Biological sex of the donor or source organism, crucial for studies involving sex-specific traits or conditions.vectorcategory39176

sex_ontology_term_id

Ontology term identifier for the biological sex, ensuring standardized classification of sex. Only `PATO:0000383`, `PATO:0000384` and `PATO:0001340` are allowed.vectorcategory39176

suspension_type

Type of suspension or medium in which the cells were stored or processed, important for understanding cell handling and conditions.vectorcategory39176

tissue

Specific tissue from which the cells were derived, key for context and specificity in cell studies.vectorcategory39176

tissue_ontology_term_id

Ontology term identifier for the tissue, providing a standardized reference for the tissue type. For organoid or tissue samples, the Uber-anatomy ontology (`UBERON:`) is used. The term ids must be a child term of `UBERON:0001062` (anatomical entity). For cell cultures, the Cell Ontology (`CL:`) is used. The term ids cannot be `CL:0000255`, `CL:0000257` or `CL:0000548`. vectorcategory39176

tissue_general

General category or classification of the tissue, useful for broader grouping and comparison of cell data.vectorcategory39176

tissue_general_ontology_term_id

Ontology term identifier for the general tissue category, aiding in standardizing and grouping tissue types. For organoid or tissue samples, the Uber-anatomy ontology (`UBERON:`) is used. The term ids must be a child term of `UBERON:0001062` (anatomical entity). For cell cultures, the Cell Ontology (`CL:`) is used. The term ids cannot be `CL:0000255`, `CL:0000257` or `CL:0000548`. vectorcategory39176

batch

A batch identifier. This label is very context-dependent and may be a combination of the tissue, assay, donor, etc.vectorcategory39176

size_factors

The size factors created by the normalisation method, if any.vectorfloat3239176
var

soma_joinid

If the dataset was retrieved from CELLxGENE census, this is a unique identifier for the feature.vectorint6427980

feature_id

Unique identifier for the feature, usually a ENSEMBL gene id.vectorobject27980

feature_name

A human-readable name for the feature, usually a gene symbol.vectorobject27980

hvg

Whether or not the feature is considered to be a 'highly variable gene'vectorbool27980

hvg_score

A ranking of the features by hvg.vectorfloat6427980
obsp

knn_connectivities

K nearest neighbors connectivities matrix.sparsematrixfloat3239176 × 39176

knn_distances

K nearest neighbors distance matrix.sparsematrixfloat6439176 × 39176
obsm

X_pca

The resulting PCA embedding.densematrixfloat3239176 × 50
varm

pca_loadings

The PCA loadings matrix.densematrixfloat3227980 × 50
layers

counts

Raw countssparsematrixfloat3239176 × 27980

normalized

Normalised expression valuessparsematrixfloat3239176 × 27980
uns

dataset_description

Long description of the dataset.atomicstr1

dataset_id

A unique identifier for the dataset. This is different from the `obs.dataset_id` field, which is the identifier for the dataset from which the cell data is derived.atomicstr1

dataset_name

A human-readable name for the dataset.atomicstr1

dataset_organism

The organism of the sample in the dataset.atomicstr1

dataset_reference

Bibtex reference of the paper in which the dataset was published.atomicstr1

dataset_summary

Short description of the dataset.atomicstr1

dataset_url

Link to the original source of the dataset.atomicstr1

knn

Supplementary K nearest neighbors data.dict3

normalization_id

Which normalization was usedatomicstr1

pca_variance

The PCA variance objects.dict2

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