Are We There Yet? Assessing the Readiness of Single-Cell Proteomics to Answer Biological Hypotheses.
Alyssa A NitzJose Humberto Giraldez ChavezZachary G EliasonSamuel H PaynePublished in: Journal of proteome research (2024)
Single-cell analysis is an active area of research in many fields of biology. Measurements at single-cell resolution allow researchers to study diverse populations without losing biologically meaningful information to sample averages. Many technologies have been used to study single cells, including mass spectrometry-based single-cell proteomics (SCP). SCP has seen a lot of growth over the past couple of years through improvements in data acquisition and analysis, leading to greater proteomic depth. Because method development has been the main focus in SCP, biological applications have been sprinkled in only as proof-of-concept. However, SCP methods now provide significant coverage of the proteome and have been implemented in many laboratories. Thus, a primary question to address in our community is whether the current state of technology is ready for widespread adoption for biological inquiry. In this Perspective, we examine the potential for SCP in three thematic areas of biological investigation: cell annotation, developmental trajectories, and spatial mapping. We identify that the primary limitation of SCP is sample throughput. As proteome depth has been the primary target for method development to date, we advocate for a change in focus to facilitate measuring tens of thousands of single-cell proteomes to enable biological applications beyond proof-of-concept.
Keyphrases
- single cell
- rna seq
- mass spectrometry
- high throughput
- high resolution
- healthcare
- mental health
- optical coherence tomography
- electronic health record
- label free
- ms ms
- mesenchymal stem cells
- deep learning
- social media
- climate change
- health insurance
- artificial intelligence
- affordable care act
- signaling pathway
- cell therapy
- genetic diversity