Related Experiment Video
Updated: Feb 8, 2026

Prostate Organoid Cultures as Tools to Translate Genotypes and Mutational Profiles to Pharmacological Responses
Published on: October 24, 2019
Systems pharmacology using mass spectrometry identifies critical response nodes in prostate cancer
H Alexander Ebhardt1,2, Alex Root3,4, Yansheng Liu1,5
11Department of Biology, Institute of Molecular Systems Biology, ETH Zürich, Auguste Piccard Hof 1, Zürich, Switzerland.
Abstract:
In the United States alone one in five newly diagnosed cancers in men are prostate carcinomas (PCa). Androgen receptor (AR) status and the PI3K-AKT-mTOR signal transduction pathway are critical in PCa. After initial response to single drugs targeting these pathways resistance often emerges, indicating the need for combination therapy. Here, we address the question of efficacy of drug combinations and development of resistance mechanisms to targeted therapy by a systems pharmacology approach. We combine targeted perturbation with detailed observation of the molecular response by mass spectrometry. We hypothesize that the molecular short-term (24 h) response reveals details of how PCa cells adapt to counter the anti-proliferative drug effect. With focus on six drugs currently used in PCa treatment or targeting the PI3K-AKT-mTOR signal transduction pathway, we perturbed the LNCaP clone FGC cell line by a total of 21 treatment conditions using single and paired drug combinations. The molecular response was analyzed by the mass spectrometric quantification of 52 proteins. Analysis of the data revealed a pattern of strong responders, i.e., proteins that were consistently downregulated or upregulated across many of the perturbation conditions. The downregulated proteins, HN1, PAK1, and SPAG5, are potential early indicators of drug efficacy and point to previously less well-characterized response pathways in PCa cells. Some of the upregulated proteins such as 14-3-3 proteins and KLK2 may be useful early markers of adaptive response and indicate potential resistance pathways targetable as part of combination therapy to overcome drug resistance. The potential of 14-3-3ζ (YWHAZ) as a target is underscored by the independent observation, based on cancer genomics of surgical specimens, that its DNA copy number and transcript levels tend to increase with PCa disease progression. The combination of systematic drug perturbation combined with detailed observation of short-term molecular response using mass spectrometry is a potentially powerful tool to discover response markers and anti-resistance targets.
Insights
This study used systems pharmacology to test drug combinations for prostate cancer (PCa). It identified proteins like HN1 and PAK1 as drug efficacy indicators and 14-3-3 proteins as potential resistance markers.
Area of Science:
- Oncology
- Pharmacology
- Systems Biology
Background:
- Prostate carcinoma (PCa) is a common cancer in men, often driven by Androgen Receptor (AR) signaling and the PI3K-AKT-mTOR pathway.
- Resistance to single-targeted therapies necessitates combination treatments for effective PCa management.
- Understanding short-term molecular responses is key to predicting drug efficacy and resistance mechanisms.
Purpose of the Study:
- To evaluate the efficacy of drug combinations in PCa using a systems pharmacology approach.
- To identify molecular markers indicative of short-term drug response and adaptive resistance.
- To explore potential therapeutic targets for overcoming drug resistance in PCa.
Main Methods:
- Utilized a systems pharmacology approach combining targeted drug perturbation with mass spectrometry-based protein quantification.
- Perturbed LNCaP clone FGC cells with 21 treatment conditions, including single and paired drug combinations targeting AR and PI3K-AKT-mTOR pathways.
- Analyzed the short-term (24h) molecular response by quantifying 52 proteins using mass spectrometry.
Main Results:
- Identified consistently downregulated proteins (HN1, PAK1, SPAG5) as potential early indicators of drug efficacy.
- Identified upregulated proteins (14-3-3 proteins, KLK2) as potential early markers of adaptive response and resistance.
- Observed increased DNA copy number and transcript levels of 14-3-3ζ (YWHAZ) with PCa progression, suggesting its role in resistance.
Conclusions:
- Systems pharmacology is a powerful tool for discovering drug response markers and anti-resistance targets in PCa.
- Downregulated proteins like HN1, PAK1, and SPAG5 may indicate drug efficacy.
- Upregulated proteins, particularly 14-3-3ζ, could serve as targets to overcome therapy resistance in PCa.
More Related Videos
12:23Phosphopeptide Enrichment Coupled with Label-free Quantitative Mass Spectrometry to Investigate the Phosphoproteome in Prostate Cancer
Published on: August 2, 2018
10:17A Mass Spectrometry-Based Approach to Identify Phosphoprotein Phosphatases and their Interactors
Published on: April 29, 2022
Related Concept Videos
Mass Spectrometry: Overview
Tandem Mass Spectrometry
Mass Spectrometry: Isotope Effect
Mass Spectrometry of Amines
Cancer-Critical Genes I: Proto-oncogenes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
Chemical Ionization (CI) Mass Spectrometry