| Literature DB >> 34846848 |
Komila Rasuleva1, Santhalingam Elamurugan2, Aaron Bauer2, Mdrakibhasan Khan1, Qian Wen3, Zhaofan Li4, Preston Steen5, Ang Guo6, Wenjie Xia4, Sijo Mathew6, Rick Jansen7,8, Dali Sun1,2.
Abstract
Tumor-derived extracellular vesicles (EVs) are under intensive study for their potential as noninvasive diagnosis biomarkers. Most EV-based cancer diagnostic assays trace supernumerary of a single cancer-associated marker or marker signatures. These types of biomarker assays are either subtype-specific or vulnerable to be masked by high background signals. In this study, we introduce using the β-sheet richness (BR) of the tumor-derived EVs as an effective way to discriminate EVs originating from malignant and nonmalignant cells, where EV contents are evaluated as a collective attribute rather than single factors. Circular dichroism, Fourier transform infrared spectroscopy, fluorescence staining assays, and a de novo workflow combining proteomics, bioinformatics, and protein folding simulations were employed to validate the collective attribute at both cellular and EV levels. Based on the BR of the tumorous EVs, we integrated immunoprecipitation and fluorescence labeling targeting the circulating tumor-derived EVs in serum and developed the process into a clinical assay, named EvIPThT. The assay can distinguish patients with and without malignant disease in a pilot cohort, with weak correlations to prognosis biomarkers, suggesting the potential for a cancer screening panel with existing prognostic biomarkers to improve overall performance.Entities:
Keywords: PDAC; collective attribute; extracellular vesicles; protein structure; β-sheet
Mesh:
Substances:
Year: 2021 PMID: 34846848 PMCID: PMC8715533 DOI: 10.1021/acssensors.1c02022
Source DB: PubMed Journal: ACS Sens ISSN: 2379-3694 Impact factor: 7.711
Figure 1β-sheet richness (BR) is a feature of PDAC cells and EVs. (A) CD spectra (stacked), peak value at 222 and 208 nm (due to π → π* and n → π* transition, respectively) of the cellular and EV proteins’ CD spectra at a protein concentration of 0.5 and 0.2 mg/mL, respectively. (B) Absorption involves the promotion of an electron to a higher state (left), and a schematic cartoon of the α-helix-rich normal EVs and β-sheet-rich tumorous EVs (right). (C) Second derivative IR spectra (left) of amide I region for protein secondary structure accessing, and relative intensities of amide I bands providing the spectroscopic β-sheet-to-α-helix ratio (right). (D) Chemical structure of ThT and its binding example to β-sheets (adapted from 3decision.discngine.com). (E) Confocal micrographs of cells stained with 50 nM ThT. Scale bars represent 10 μm. (F) Flow cytometry measurement of ThT-stained cells (left). Fluorescence intensity of the ThT-stained proteins from cellular and EV lysates (right). H: HPNE; M: MIA PaCa-2; and P: PANC-1. Error bars, mean ± s.e.m; n = 3; n.s., not significant; and p values were determined by unpaired two-tailed t-tests.
Figure 2BR analysis by combining proteomics, bioinformatics, and simulations. (A) BR analysis workflow. (B) Scatter plot paring β-sheet percentage (BP) and protein richness (Q). (C) Protein structural constitute of cells at cellular and EV levels. (D) PPI heat map sorted by the relative quantity of the proteins (Q). Each node (x and y axes) represents a protein ranked by relative protein quantity (Q). n = 1,103,777 for malignant and nonmalignant cells, respectively. (E) Circular PPI network graphs sorted by BP. Node size represents Q. (F) Comparative GO term enrichment analysis result. ΔE denotes the enrichment score difference between malignant and nonmalignant cells. Terms in the LNC category with ΔE > 0 were shown. (G) BR (top) and BP distribution (bottom) of the mitochondrial proteins. Nonmalignant: HPNE; Malignant: MIA PaCa-2.
Figure 3EvIPThT, a noninvasive screening option targeting tumorous EV BR. (A) Diagram of EvIPThT combining IP and ThT staining. (B) TEM images showing IP enrichment of EpCAM + EVs. (C) Western blotting analysis of EpCAM and CD9 in H and P cells. (D) Assay validation with anti-EpCAM and CD9 for IP. The case sample was constructed by spiking 5% EVs from PANC-1 cells into serum from a healthy donor. Control (ctrl): serum from the healthy donor (n = 4). (E) ThT staining only without IP for the case and ctrl sample (n = 4). (F) EvIPThT readout in healthy donors, PDAC, and pancreatitis (PT) patients (n = 6, 15, and 9, respectively). (G) ROC curve for EvIPThT from the pilot cohort. (H) Kendall correlation coefficients of EvIPThT to circulating CA19-9 and CEA, tumor stage and grade. (I) Viability of MIA PaCa-2 cells with and without gemcitabine (GEM) treatment (50 μM). (J–L) CD spectra, peak value at 222 and 208 nm (due to π → π* and n → π* transition, respectively), of the MIA PaCa-2 cellular proteins’ CD spectra at a protein concentration of 0.5 mg/mL. H: HPNE; M: MIA PaCa-2; and P: PANC-1. Error bars, mean ± s.e.m; n = 3; n.s., not significant; and p values were determined by unpaired two-tailed t-tests.