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Updated: Jun 10, 2026

Using Human Differentially Expressed Gene Lists to Perform Downstream Pathway Enrichment Analysis and Target Prioritization
Published on: October 3, 2025
Pathway-based identification of biomarkers for targeted therapeutics: personalized oncology with PI3K pathway
Jannik N Andersen1, Sriram Sathyanarayanan, Alessandra Di Bacco
1Merck Sharp & Dohme, Boston, MA 02115, USA.
Abstract:
Although we have made great progress in understanding the complex genetic alterations that underlie human cancer, it has proven difficult to identify which molecularly targeted therapeutics will benefit which patients. Drug-specific modulation of oncogenic signaling pathways in specific patient subpopulations can predict responsiveness to targeted therapy. Here, we report a pathway-based phosphoprofiling approach to identify and quantify clinically relevant, drug-specific biomarkers for phosphatidylinositol 3-kinase (PI3K) pathway inhibitors that target AKT, phosphoinositide-dependent kinase 1 (PDK1), and PI3K-mammalian target of rapamycin (mTOR). We quantified 375 nonredundant PI3K pathway-relevant phosphopeptides, all containing AKT, PDK1, or mitogen-activated protein kinase substrate recognition motifs. Of these phosphopeptides, 71 were drug-regulated, 11 of them by all three inhibitors. Drug-modulated phosphoproteins were enriched for involvement in cytoskeletal reorganization (filamin, stathmin, dynamin, PAK4, and PTPN14), vesicle transport (LARP1, VPS13D, and SLC20A1), and protein translation (S6RP and PRAS40). We then generated phosphospecific antibodies against selected, drug-regulated phosphorylation sites that would be suitable as biomarker tools for PI3K pathway inhibitors. As proof of concept, we show clinical translation feasibility for an antibody against phospho-PRAS40(Thr246). Evaluation of binding of this antibody in human cancer cell lines, a PTEN (phosphatase and tensin homolog deleted from chromosome 10)-deficient mouse prostate tumor model, and triple-negative breast tumor tissues showed that phospho-PRAS40(Thr246) positively correlates with PI3K pathway activation and predicts AKT inhibitor sensitivity. In contrast to phosphorylation of AKT(Thr308), the phospho-PRAS40(Thr246) epitope is highly stable in tissue samples and thus is ideal for immunohistochemistry. In summary, our study illustrates a rational approach for discovery of drug-specific biomarkers toward development of patient-tailored treatments.
Insights
This study developed a phosphoprofiling method to find biomarkers for PI3K pathway inhibitors. A phospho-PRAS40(Thr246) antibody shows promise for predicting patient response to AKT inhibitors in cancer treatment.
Area of Science:
- Biochemistry
- Molecular Biology
- Oncology
Background:
- Identifying effective molecularly targeted cancer therapeutics remains challenging.
- Drug-specific modulation of oncogenic signaling pathways can predict treatment response.
- The phosphatidylinositol 3-kinase (PI3K) pathway is a key target in cancer therapy.
Purpose of the Study:
- To develop a pathway-based phosphoprofiling approach for identifying drug-specific biomarkers.
- To quantify biomarkers for PI3K pathway inhibitors targeting AKT, PDK1, and mTOR.
- To validate a novel biomarker for predicting patient response to AKT inhibitors.
Main Methods:
- Pathway-based phosphoprofiling of 375 PI3K pathway-relevant phosphopeptides.
- Quantification of drug-regulated phosphopeptides using three PI3K pathway inhibitors.
- Generation and validation of phosphospecific antibodies, including one against phospho-PRAS40(Thr246).
Main Results:
- Identified 71 drug-regulated phosphopeptides, with 11 regulated by all three inhibitors.
- Drug-modulated phosphoproteins were involved in cytoskeletal reorganization, vesicle transport, and protein translation.
- Phospho-PRAS40(Thr246) antibody demonstrated clinical translation feasibility, correlating with PI3K pathway activation and predicting AKT inhibitor sensitivity.
Conclusions:
- A rational approach for discovering drug-specific biomarkers for PI3K pathway inhibitors was established.
- Phospho-PRAS40(Thr246) is a stable and promising biomarker for immunohistochemistry in cancer diagnostics.
- This phosphoprofiling strategy facilitates the development of patient-tailored cancer treatments.
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