A strategy for early detection of response to chemotherapy drugs based on treatment-related changes in the metabolome
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Updated: Jan 26, 2026

A Strategy for Sensitive, Large Scale Quantitative Metabolomics
Published on: May 27, 2014
Shahil Amin1, Jodi Rattner1, Mohammad Reza Keramati1,2
1Arnie Charbonneau Cancer Institute, University of Calgary, Calgary, Canada.
Abstract:
We describe a biomarker-based approach to delivering chemotherapy that entails monitoring treatment changes in the circulating metabolome that reflect efficacy. In-vitro, multiple tumor cell lines were exposed to numerous chemotherapeutics. Supernatants were collected at baseline and 72 hours post treatment. MTT assays were used to quantify growth inhibition. Clinical samples were derived from a phase II clinical trial of second-line axitinib in patients with advanced hepatocellular carcinoma. Sera were collected at baseline and 2-4 weeks after treatment initiation. Response to therapy was estimated by CT scan at 8 weeks. Samples were analyzed by gas chromatography-mass spectrometry to identify metabolomic changes associated with response. In vitro, we found drug-specific and generalizable patterns of change in the extracellular metabolome accompany growth inhibition. A cell death signature was also identified. This approach was also applied to clinical samples. While the in vitro signatures were detectable in vivo, a more robust signal was identified clinically that appeared within 4 weeks of administering drug that distinguished individuals with a treatment response. These changes were extinguished as tumor growth resumed. Serial monitoring of the metabolome during chemotherapy is a means to follow treatment efficacy and emergence of resistance, informing the oncologist whether to modify treatment.
Insights
Monitoring changes in circulating metabolites can predict chemotherapy effectiveness and resistance. This biomarker approach helps oncologists adjust treatments for better patient outcomes in advanced cancers.
Area of Science:
- Biochemistry
- Oncology
- Metabolomics
Background:
- Chemotherapy efficacy monitoring is crucial for personalized cancer treatment.
- Identifying reliable biomarkers for treatment response remains a challenge.
Purpose of the Study:
- To develop and validate a biomarker-based approach using metabolomics to monitor chemotherapy efficacy.
- To identify metabolomic signatures indicative of treatment response and resistance in hepatocellular carcinoma.
Main Methods:
- In vitro studies using tumor cell lines exposed to chemotherapeutics, analyzing extracellular metabolome changes.
- Gas chromatography-mass spectrometry analysis of serum samples from a Phase II clinical trial of axitinib in advanced hepatocellular carcinoma patients.
- Correlation of metabolomic data with CT scan-assessed treatment response and tumor growth.
Main Results:
- In vitro, distinct metabolomic patterns correlated with growth inhibition and cell death.
- In vivo, a robust clinical metabolomic signature emerged within 4 weeks, distinguishing responders from non-responders.
- These predictive metabolomic changes diminished upon tumor regrowth, indicating resistance.
Conclusions:
- Serial metabolomic monitoring can effectively track chemotherapy efficacy and detect emerging resistance.
- This approach provides a dynamic tool for oncologists to guide treatment modifications in real-time.
- Biomarker-based metabolomic analysis offers a promising strategy for optimizing cancer therapy.
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