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Nondestructive molecular imaging by Raman spectroscopy vs. marker detection by MALDI IMS for an early diagnosis of HCC
- Source :
- The Analyst. 146:1239-1252
- Publication Year :
- 2021
- Publisher :
- Royal Society of Chemistry (RSC), 2021.
-
Abstract
- Hepatocellular carcinoma (HCC) is a leading cause of cancer-related deaths worldwide with a steadily increasing mortality rate. Fast diagnosis at early stages of HCC is of key importance for the improvement of patient survival rates. In this regard, we combined two imaging techniques with high potential for HCC diagnosis in order to improve the prediction of liver cancer. In detail, Raman spectroscopic imaging and matrix-assisted laser desorption ionization imaging mass spectrometry (MALDI IMS) were applied for the diagnosis of 36 HCC tissue samples. The data were analyzed using multivariate methods, and the results revealed that Raman spectroscopy alone showed a good capability for HCC tumor identification (sensitivity of 88% and specificity of 80%), which could not be improved by combining the Raman data with MALDI IMS. In addition, it could be shown that the two methods in combination can differentiate between well-, moderately- and poorly-differentiated HCC using a linear classification model. MALDI IMS not only classified the HCC grades with a sensitivity of 100% and a specificity of 80%, but also showed significant differences in the expression of glycerophospholipids and fatty acyls during HCC differentiation. Furthermore, important differences in the protein, lipid and collagen compositions of differentiated HCC were detected using the model coefficients of a Raman based classification model. Both Raman and MALDI IMS, as well as their combination showed high potential for resolving concrete questions in liver cancer diagnosis.
- Subjects :
- Carcinoma, Hepatocellular
Desorption ionization
Spectrum Analysis, Raman
Biochemistry
Mass spectrometry imaging
Analytical Chemistry
03 medical and health sciences
symbols.namesake
0302 clinical medicine
Electrochemistry
medicine
Humans
Environmental Chemistry
Tumor Identification
Early Detection of Cancer
Spectroscopy
030304 developmental biology
0303 health sciences
Chemistry
Liver Neoplasms
Patient survival
medicine.disease
digestive system diseases
Molecular Imaging
Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
030220 oncology & carcinogenesis
Hepatocellular carcinoma
symbols
Cancer research
Molecular imaging
Raman spectroscopy
Liver cancer
Subjects
Details
- ISSN :
- 13645528 and 00032654
- Volume :
- 146
- Database :
- OpenAIRE
- Journal :
- The Analyst
- Accession number :
- edsair.doi.dedup.....19bf5bfb85ecef917f4f6f0d93c1d079
- Full Text :
- https://doi.org/10.1039/d0an01555e