scAdam models

scAdam models#

Model

Description

Suspension

Accuracy

Balanced Accuracy

Levels

Reference

Human_BMMC

Bone marrow mononuclear cell of healthy adults

cells

0.947

0.942

3

[Luecken et al., 2021]

Human_Bone_Marrow

A Balanced Bone Marrow Reference

cells

0.881

0.861

3

[Zeng et al., 2025]

Human_Brain_atlas

Human Brain Cell Atlas v1.0

nuclei

0.998

0.998

2

[Siletti et al., 2023]

Human_Brain_Dementia

Cross-dementia human brain snRNA-seq

nuclei

0.999

0.999

2

[Rexach et al., 2024]

Human_Brain_DLPFC

Seattle Alzheimer’s disease dorsolateral prefrontal cortex

nuclei

0.997

0.997

2

[Gabitto et al., 2024]

Human_Brain_MTG

Seattle Alzheimer’s disease middle temporal gyrus

nuclei

0.998

0.998

2

[Gabitto et al., 2024]

Human_Breast_cancer

Single-cell atlas of human breast cancers

cells

0.955

0.943

2

[Chen et al., 2026]

Human_CC_Dev_RNA

Multi-omic profiling of the developing human cerebral cortex (RNA)

nuclei

0.974

0.975

2

[Zhu et al., 2023]

Human_CC_Dev_ATAC

Multi-omic profiling of the developing human cerebral cortex (ATAC)

nuclei

0.916

0.912

2

[Zhu et al., 2023]

Human_Fetal

A human cell atlas of fetal gene expression

nuclei

0.984

0.981

2

[Cao et al., 2020]

Human_Heart

Human heart CITE-seq analysis of healthy and diseased states

cells

0.957

0.956

2

[Amrute et al., 2024]

Human_HNSCC

Single-cell atlas of HPV-negative Head and Neck Cancer

cells

0.980

0.981

2

[Kroehling et al., 2026]

Human_Kidney_cell

scRNA-seq of the Adult Human Kidney (V. 1.5)

cells

0.974

0.974

3

cellxgene

Human_Kidney_nucleus

snRNA-seq of the Adult Human Kidney (V. 1.5)

nuclei

0.973

0.972

3

cellxgene

Human_Lung

Core Human Lung Cell Atlas

cells

0.965

0.964

5

[Sikkema et al., 2023]

Human_Lung_Cancer

Extended single-cell lung cancer atlas

cells

0.937

0.936

3

[Salcher et al., 2022]

Human_Optic_nerve

Single nuclei atlas of the human optic nerve

nuclei

0.995

0.994

2

cellxgene

Human_oropharyngeal_SCC

Oropharyngeal HPV+/HPV- squamous cell carcinoma and normal tissue

cells

0.972

0.968

2

cellxgene

Human_Pancreas

Pancreatic islet atlas (non-diabetes, prediabetes and type 2 diabetes)

cells

0.996

0.989

1

[Bandesh et al., 2025]

Human_PBMC

Peripheral blood mononuclear cells of healthy adults

cells

0.979

0.979

3

[Hao et al., 2021]

Human_Retina_cell

Single cell atlas of the human retina

cells

0.984

0.979

4

[Li et al., 2023]

Human_Retina_nucleus

Single nucleus atlas of the human retina

nuclei

0.994

0.994

2

[Li et al., 2023]

Human_Subcutaneous_AT

Subcutaneous adipose tissue atlas

cells

0.973

0.954

3

unpublished atlas by Laletin V. and Chechekhin V.

Human_Testes

Single cell atlas of the human testes

cells

0.991

0.991

2

unpublished atlas by Chechekhin V.

Human_Visceral_AT

Visceral adipose tissue atlas

cells

0.978

0.975

3

unpublished atlas by Chechekhin V.

Mouse_Aging_Brain

Atlas of mouse aging brain

cells

0.993

0.993

1

[Zhao et al., 2020]

Mouse_BAT

Pansci brown adipose tissue atlas

nuclei

0.979

0.945

2

[Zhang et al., 2024]

Mouse_Retina

Single cell atlas of the mouse retina

cells

0.967

0.960

4

[Li et al., 2024]

Mouse_Cerebellum

Single nuclei atlas of the Mouse cerebellum

nuclei

0.999

0.999

2

[Hao et al., 2024]

Mouse_Colon

Pansci colon atlas

nuclei

0.968

0.933

2

[Zhang et al., 2024]

Mouse_Duodenum

Pansci duodenum atlas

nuclei

0.964

0.897

2

[Zhang et al., 2024]

Mouse_gWAT

Pansci perigonadal adipose tissue atlas

nuclei

0.977

0.947

2

[Zhang et al., 2024]

Mouse_Heart

Pansci heart atlas

nuclei

0.961

0.932

2

[Zhang et al., 2024]

Mouse_Hippocampus

Atlas of mouse hippocampus of health and 5xFAD mice

nuclei

0.949

0.948

2

unpublished atlas by Mareeva S. and Tychinin D.

Mouse_Ileum

Pansci ileum atlas

nuclei

0.973

0.950

2

[Zhang et al., 2024]

Mouse_iWAT

Pansci perigonadal adipose tissue atlas

nuclei

0.977

0.947

2

[Zhang et al., 2024]

Mouse_Jejunum

Pansci jejunum atlas

nuclei

0.975

0.926

2

[Zhang et al., 2024]

Mouse_Kidney

Pansci kidney atlas

nuclei

0.988

0.949

2

[Zhang et al., 2024]

Mouse_Liver

Pansci liver atlas

nuclei

0.986

0.950

2

[Zhang et al., 2024]

Mouse_Lung

Pansci lung atlas

nuclei

0.975

0.953

2

[Zhang et al., 2024]

Mouse_Muscle

Pansci muscle atlas

nuclei

0.975

0.942

2

[Zhang et al., 2024]

Mouse_Stomach

Pansci stomach atlas

nuclei

0.962

0.914

2

[Zhang et al., 2024]

Mouse_Testes

Atlas of mouse testes

cells

0.975

0.975

3

unpublished atlas by Chechekhin V.

Macaque_Cerebellum

Single nuclei atlas of the Macaque cerebellum

nuclei

0.995

0.994

2

[Hao et al., 2024]

Marmoset_Cerebellum

Single nuclei atlas of the Marmoset cerebellum

nuclei

0.988

0.987

2

[Hao et al., 2024]