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Computer-driven quantitative image analysis in the assessment of tumor cell and T cell features in diffuse large B
Francesco Gaudio1, Roberto Tamma2,3, Giuseppe Ingravallo4
1Department of Emergency and Organ Transplantation (D.E.T.O.), Hematology Section, University of Bari, Bari, Italy. fragaudio@alice.it.
Insights
Quantitative image analysis of Diffuse Large B cell Lymphoma (DLBCL) aids diagnosis. Computer analysis of CD20, Ki67, and CD3 cell counts provides new insights into tumor cells and the tumor microenvironment.
Area of Science:
- Oncology
- Pathology
- Biomedical Engineering
Background:
- Diffuse Large B cell Lymphoma (DLBCL) is the most common non-Hodgkin lymphoma.
- Digital pathology and computer-based image analysis offer new tools for quantifying immunohistochemical stains.
Purpose of the Study:
- To evaluate the utility of computer-driven quantitative image analysis in assessing tumor cells and microenvironment T cells in DLBCL.
- To correlate cell counts (CD20, Ki67, CD3) with clinical parameters.
Main Methods:
- Retrospective study of 29 DLBCL patients.
- Analysis of CD20, Ki67, and CD3 counts using the Positive Pixel Count algorithm in Aperio ImageScope software.
- Quantitative assessment of tumor cells and microenvironment T cells.
Main Results:
- Lower tumor cell counts were associated with non-germinal center immunophenotype, high LDH, splenomegaly, and IPI ≥ 3.
- Fewer CD3+ T cells were observed in patients with bulky disease, IPI ≥ 3, and disease stage 3-4.
- Quantitative image analysis revealed correlations between cell counts and clinical factors.
Conclusions:
- Computer-driven quantitative image analysis provides valuable information for DLBCL diagnosis.
- This approach can enhance the understanding of tumor biology and microenvironment in DLBCL.
- Quantitative pathology may offer new insights beyond traditional diagnostic methods.
Abstract:
Diffuse large B cell lymphoma (DLBCL) is recognized as the most common non-Hodgkin lymphoma subtype. Advanced high-resolution digital scans of pathology slides have enabled the development of computer-based image analysis algorithms that may assist pathologists in quantifying immunohistochemical stains. In this retrospective study, we reviewed data from 29 patients affected by DLBCL. In order to evaluate the number of tumor cells and microenvironment T cells, we performed an analysis of CD20, Ki67, and CD3 counts, assessed with the Positive Pixel Count algorithm embedded in the Aperio ImageScope software. A lower tumor cell count was observed in patients with a non-germinal center immunophenotype, high LDH, splenomegaly and an IPI ≥ 3. A lower number of CD3 was observed in patients with bulky disease, an IPI ≥ 3 and disease stage 3-4. Overall, these data confirm that quantitative analysis of the tumor cells and of the tumor microenvironment by means of computer-driven quantitative image analysis may add new information in DLBCL diagnosis.
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