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Subtyping non-small cell lung cancer by histology-guided spatial metabolomics
- Source :
- Journal of Cancer Research and Clinical Oncology
- Publication Year :
- 2021
-
Abstract
- Purpose Most cancer-related deaths worldwide are associated with lung cancer. Subtyping of non-small cell lung cancer (NSCLC) into adenocarcinoma (AC) and squamous cell carcinoma (SqCC) is of importance, as therapy regimes differ. However, conventional staining and immunohistochemistry have their limitations. Therefore, a spatial metabolomics approach was aimed to detect differences between subtypes and to discriminate tumor and stroma regions in tissues. Methods Fresh-frozen NSCLC tissues (n = 35) were analyzed by matrix-assisted laser desorption/ionization-mass spectrometry imaging (MALDI-MSI) of small molecules ( Results Histology-guided spatial metabolomics revealed differences between AC and SqCC and between NSCLC tumor and tumor microenvironment. A diagnostic ability of 0.95 was achieved for the discrimination of AC and SqCC. Metabolomic contrast to the tumor microenvironment was revealed with an area under the curve of 0.96 due to differences in phospholipid profile. Furthermore, the detection of NSCLC with rarely arising mutations of the isocitrate dehydrogenase (IDH) gene was demonstrated through 45 times enhanced oncometabolite levels. Conclusion MALDI-MSI of small molecules can contribute to NSCLC subtyping. Measurements can be performed intraoperatively on a single tissue section to support currently available approaches. Moreover, the technique can be beneficial in screening of IDH-mutants for the characterization of these seldom cases promoting the development of treatment strategies.
- Subjects :
- Male
Cancer Research
Lung Neoplasms
Cytological Techniques
Adenocarcinoma
Cohort Studies
Machine Learning
Mass spectrometry imaging
Stroma
Non-small cell lung cancer
Carcinoma, Non-Small-Cell Lung
Germany
Squamous cell carcinoma
medicine
Biomarkers, Tumor
Humans
Metabolomics
Lung cancer
Aged
Neoplasm Staging
Aged, 80 and over
Tumor microenvironment
business.industry
Histology
General Medicine
Middle Aged
medicine.disease
Immunohistochemistry
Subtyping
Isocitrate Dehydrogenase
Isocitrate dehydrogenase
Oncology
Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
Mutation
Cancer research
Female
business
Original Article – Cancer Research
Subjects
Details
- ISSN :
- 14321335
- Volume :
- 148
- Issue :
- 2
- Database :
- OpenAIRE
- Journal :
- Journal of cancer research and clinical oncology
- Accession number :
- edsair.doi.dedup.....11ef356552633d6eb2aa3d6d33514536