User profiles for Daniel B. Burkhardt

Daniel B Burkhardt

Cellarity - Machine Learning Scientist
Verified email at cellarity.com
Cited by 1596

Visualizing structure and transitions in high-dimensional biological data

…, D Van Dijk, Z Wang, S Gigante, DB Burkhardt… - Nature …, 2019 - nature.com
The high-dimensional data created by high-throughput technologies require visualization
tools that reveal data structure and patterns in an intuitive form. We present PHATE, a …

[HTML][HTML] Multiscale PHATE identifies multimodal signatures of COVID-19

…, DB Burkhardt, S Gigante, A Godavarthi, B Rieck… - Nature …, 2022 - nature.com
As the biomedical community produces datasets that are increasingly complex and high
dimensional, there is a need for more sophisticated computational tools to extract biological …

Quantifying the effect of experimental perturbations at single-cell resolution

DB Burkhardt, JS Stanley III, A Tong, AL Perdigoto… - Nature …, 2021 - nature.com
Current methods for comparing single-cell RNA sequencing datasets collected in multiple
conditions focus on discrete regions of the transcriptional state space, such as clusters of cells. …

[PDF][PDF] Endocrine-exocrine signaling drives obesity-associated pancreatic ductal adenocarcinoma

…, J Singh, L Lawres, KJ Dorans, C Garcia, DB Burkhardt… - Cell, 2020 - cell.com
Obesity is a major modifiable risk factor for pancreatic ductal adenocarcinoma (PDAC), yet
how and when obesity contributes to PDAC progression is not well understood. Leveraging …

Multimodal single cell data integration challenge: results and lessons learned

C Lance, MD Luecken, DB Burkhardt, R Cannoodt… - BioRxiv, 2022 - biorxiv.org
Biology has become a data-intensive science. Recent technological advances in single-cell
genomics have enabled the measurement of multiple facets of cellular state, producing …

Long-term warming alters carbohydrate degradation potential in temperate forest soils

…, AF Billings, JL Blanchard, DB Burkhardt… - Applied and …, 2016 - Am Soc Microbiol
As Earth's climate warms, soil carbon pools and the microbial communities that process them
may change, altering the way in which carbon is recycled in soil. In this study, we used a …

[HTML][HTML] Immune cells and their inflammatory mediators modify β cells and cause checkpoint inhibitor–induced diabetes

…, S Deng, KC Du, M Kuchroo, DB Burkhardt… - JCI insight, 2022 - ncbi.nlm.nih.gov
Checkpoint inhibitors (CPIs) targeting programmed death 1 (PD-1)/programmed death
ligand 1 (PD-L1) and cytotoxic T lymphocyte antigen 4 (CTLA-4) have revolutionized cancer …

[HTML][HTML] Modeling uniquely human gene regulatory function via targeted humanization of the mouse genome

…, AA Kocher, M Krenzer, T Nottoli, DB Burkhardt… - Nature …, 2022 - nature.com
The evolution of uniquely human traits likely entailed changes in developmental gene
regulation. Human Accelerated Regions (HARs), which include transcriptional enhancers …

[HTML][HTML] MLL-AF9 initiates transformation from fast-proliferating myeloid progenitors

X Chen, DB Burkhardt, AA Hartman, X Hu… - Nature …, 2019 - nature.com
Cancer is a hyper-proliferative disease. Whether the proliferative state originates from the
cell-of-origin or emerges later remains difficult to resolve. By tracking de novo transformation …

Mapping phenotypic plasticity upon the cancer cell state landscape using manifold learning

DB Burkhardt, BP San Juan, JG Lock, S Krishnaswamy… - Cancer discovery, 2022 - AACR
Phenotypic plasticity describes the ability of cancer cells to undergo dynamic, nongenetic
cell state changes that amplify cancer heterogeneity to promote metastasis and therapy …