Immunohistochemical Assays for Bladder Cancer Molecular Subtyping: Optimizing Parsimony and Performance of Lund Taxonomy Classifiers. (May 2022)
- Record Type:
- Journal Article
- Title:
- Immunohistochemical Assays for Bladder Cancer Molecular Subtyping: Optimizing Parsimony and Performance of Lund Taxonomy Classifiers. (May 2022)
- Main Title:
- Immunohistochemical Assays for Bladder Cancer Molecular Subtyping: Optimizing Parsimony and Performance of Lund Taxonomy Classifiers
- Authors:
- Hardy, Céline S.C.
Ghaedi, Hamid
Slotman, Ava
Sjödahl, Gottfrid
Gooding, Robert J.
Berman, David M.
Jackson, Chelsea L. - Abstract:
- Transcriptomic and proteomic profiling classify bladder cancers into luminal and basal molecular subtypes, with controversial prognostic and predictive associations. The complexity of published subtyping algorithms is a major impediment to understanding their biology and validating or refuting their clinical use. Here, we optimize and validate compact algorithms based on the Lund taxonomy, which separates luminal subtypes into urothelial-like (Uro) and genomically unstable (GU). We characterized immunohistochemical expression data from two muscle-invasive bladder cancer cohorts ( n =193, n =76) and developed efficient decision tree subtyping models using 4-fold cross-validation. We demonstrated that a published algorithm using routine assays (GATA3, KRT5, p16) classified basal/luminal subtypes and basal/Uro/GU subtypes with 86%–95% and 67%–86% accuracies, respectively. KRT14 and RB1 are less frequently used in pathology practice but achieved the simplest, most accurate models for basal/luminal and basal/Uro/GU discrimination, with 93%–96% and 85%–86% accuracies, respectively. More complex models with up to eight antibodies performed no better than simpler two- or three-antibody models. We conclude that simple immunohistochemistry classifiers can accurately identify luminal (Uro, GU) and basal subtypes and are appealing options for clinical implementation.
- Is Part Of:
- Journal of histochemistry and cytochemistry. Volume 70:Number 5(2022)
- Journal:
- Journal of histochemistry and cytochemistry
- Issue:
- Volume 70:Number 5(2022)
- Issue Display:
- Volume 70, Issue 5 (2022)
- Year:
- 2022
- Volume:
- 70
- Issue:
- 5
- Issue Sort Value:
- 2022-0070-0005-0000
- Page Start:
- 357
- Page End:
- 375
- Publication Date:
- 2022-05
- Subjects:
- CDKN2A -- histopathology -- LundTax -- urothelial carcinoma
Histochemistry -- Periodicals
Cytochemistry -- Periodicals
Histocytochemistry -- methods
Histological Techniques
572.05 - Journal URLs:
- http://www.jhc.org/ ↗
http://journals.sagepub.com/home/jhc ↗
http://www.sagepublications.com/ ↗ - DOI:
- 10.1369/00221554221095530 ↗
- Languages:
- English
- ISSNs:
- 0022-1554
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20568.xml