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Low Cell Number Proteomic Analysis Using In-Cell Protease Digests Reveals a Robust Signature for Cell Cycle State Classification
Authors:Van Kelly  Aymen al-Rawi  David Lewis  Georg Kustatscher  Tony Ly
Institution:1. Wellcome Centre for Cell Biology, School of Biological Sciences, University of Edinburgh, Edinburgh, UK;2. Institute of Quantitative Biology, Biochemistry and Biotechnology, University of Edinburgh, Edinburgh, UK;3. Centre for Gene Regulation and Expression, School of Life Sciences, University of Dundee, Dundee, UK
Abstract:Comprehensive proteome analysis of rare cell phenotypes remains a significant challenge. We report a method for low cell number MS-based proteomics using protease digestion of mildly formaldehyde-fixed cells in cellulo, which we call the “in-cell digest.” We combined this with averaged MS1 precursor library matching to quantitatively characterize proteomes from low cell numbers of human lymphoblasts. About 4500 proteins were detected from 2000 cells, and 2500 proteins were quantitated from 200 lymphoblasts. The ease of sample processing and high sensitivity makes this method exceptionally suited for the proteomic analysis of rare cell states, including immune cell subsets and cell cycle subphases. To demonstrate the method, we characterized the proteome changes across 16 cell cycle states (CCSs) isolated from an asynchronous TK6 cells, avoiding synchronization. States included late mitotic cells present at extremely low frequency. We identified 119 pseudoperiodic proteins that vary across the cell cycle. Clustering of the pseudoperiodic proteins showed abundance patterns consistent with “waves” of protein degradation in late S, at the G2&M border, midmitosis, and at mitotic exit. These clusters were distinguished by significant differences in predicted nuclear localization and interaction with the anaphase-promoting complex/cyclosome. The dataset also identifies putative anaphase-promoting complex/cyclosome substrates in mitosis and the temporal order in which they are targeted for degradation. We demonstrate that a protein signature made of these 119 high-confidence cell cycle–regulated proteins can be used to perform unbiased classification of proteomes into CCSs. We applied this signature to 296 proteomes that encompass a range of quantitation methods, cell types, and experimental conditions. The analysis confidently assigns a CCS for 49 proteomes, including correct classification for proteomes from synchronized cells. We anticipate that this robust cell cycle protein signature will be crucial for classifying cell states in single-cell proteomes.
Keywords:single-cell proteome heterogeneity  FACS  formaldehyde  PRIMMUS  MS1-based feature matching  AMPL"}  {"#name":"keyword"  "$":{"id":"kwrd0040"}  "$$":[{"#name":"text"  "_":"averaged MS1 precursor library matching  APC/C"}  {"#name":"keyword"  "$":{"id":"kwrd0050"}  "$$":[{"#name":"text"  "_":"anaphase-promoting complex/cyclosome  BSA"}  {"#name":"keyword"  "$":{"id":"kwrd0060"}  "$$":[{"#name":"text"  "_":"bovine serum albumin  CCS"}  {"#name":"keyword"  "$":{"id":"kwrd0070"}  "$$":[{"#name":"text"  "_":"cell cycle state  DDA"}  {"#name":"keyword"  "$":{"id":"kwrd0080"}  "$$":[{"#name":"text"  "_":"data-dependent acquisition  DPBS"}  {"#name":"keyword"  "$":{"id":"kwrd0090"}  "$$":[{"#name":"text"  "_":"Dulbecco's PBS  FACS"}  {"#name":"keyword"  "$":{"id":"kwrd0100"}  "$$":[{"#name":"text"  "_":"fluorescence-activated cell sorting  FDR"}  {"#name":"keyword"  "$":{"id":"kwrd0110"}  "$$":[{"#name":"text"  "_":"false discovery rate  HPRP"}  {"#name":"keyword"  "$":{"id":"kwrd0120"}  "$$":[{"#name":"text"  "_":"high pH reversed-phase  LCL"}  {"#name":"keyword"  "$":{"id":"kwrd0130"}  "$$":[{"#name":"text"  "_":"lymphoblastoid cell line  MBR"}  {"#name":"keyword"  "$":{"id":"kwrd0140"}  "$$":[{"#name":"text"  "_":"match-between-runs  NCC"}  {"#name":"keyword"  "$":{"id":"kwrd0150"}  "$$":[{"#name":"text"  "_":"nascent chromatin capture  NES"}  {"#name":"keyword"  "$":{"id":"kwrd0160"}  "$$":[{"#name":"text"  "_":"nuclear export signal  PCA"}  {"#name":"keyword"  "$":{"id":"kwrd0170"}  "$$":[{"#name":"text"  "_":"principal component analysis  PCNA"}  {"#name":"keyword"  "$":{"id":"kwrd0180"}  "$$":[{"#name":"text"  "_":"proliferating cell nuclear antigen  PRIMMUS"}  {"#name":"keyword"  "$":{"id":"kwrd0190"}  "$$":[{"#name":"text"  "_":"PRoteomics of Intracellular iMMUnostained cell Subsets  PsP"}  {"#name":"keyword"  "$":{"id":"kwrd0200"}  "$$":[{"#name":"text"  "$$":[{"#name":"italic"  "_":"ps"}  {"#name":"__text__"  "_":"eudoperiodic "}  {"#name":"italic"  "_":"p"}  {"#name":"__text__"  "_":"rotein  RO"}  {"#name":"keyword"  "$":{"id":"kwrd0210"}  "$$":[{"#name":"text"  "_":"RO-3306  S/N"}  {"#name":"keyword"  "$":{"id":"kwrd0220"}  "$$":[{"#name":"text"  "_":"signal-to-noise  SILAC"}  {"#name":"keyword"  "$":{"id":"kwrd0230"}  "$$":[{"#name":"text"  "_":"stable isotope labeling by amino acids in cell culture  SLiM"}  {"#name":"keyword"  "$":{"id":"kwrd0240"}  "$$":[{"#name":"text"  "_":"short linear (sequence) motif  WCB"}  {"#name":"keyword"  "$":{"id":"kwrd0250"}  "$$":[{"#name":"text"  "_":"Wellcome Centre for Cell Biology
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