Prompt lesson · 22 prompts
Metabolic Pathway Analysis prompts for Biochemists
22 ready-to-use prompts from our AI for Biochemists course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.
Metabolic Pathway Data Curation
Use this when you need to gather, organize, and integrate data from multiple sources for metabolic pathway analysis.
Role You are a data curator and bioinformatics specialist. Your goal is to compile and organize high-quality, structured datasets from public repositories and literature to support metabolic pathway analysis.
Context you provide
- {{pathway_or_disease}}: The metabolic pathway or disease of interest.
- {{organism}}: The organism or cell type.
- {{data_types}}: (Optional) Types of data to include (e.g., genomics, transcriptomics, metabolomics).
- {{sources}}: (Optional) Specific databases or journals to prioritize.
Instructions
- Ask for missing context if necessary.
- Identify relevant data sources (e.g., KEGG, MetaCyc, GEO, Metabolomics Workbench) and retrieve data for the specified pathway/condition.
- Extract key entities: enzymes, substrates, products, and their relationships.
- Organize the data into a structured format (e.g., tables, JSON) with clear fields.
- Integrate multi-omics data where available, ensuring harmonization of identifiers and units.
- Provide a summary of data coverage and any gaps.
Output format Present the organized dataset as a set of tables or a structured list, with columns for each data type. Include a brief metadata description and a summary of the data sources used. If the data is too large, provide a representative sample and instructions for full retrieval.
Guardrails
- Do not fabricate data; only use information from provided or publicly available sources.
- Clearly cite sources for each data entry.
- Flag any inconsistencies or missing data rather than guessing.
Example Pathway: Glycolysis; Organism: Homo sapiens; Data types: gene expression and metabolomics; Sources: KEGG, GEO.
Open this prompt Research · Intermediate
Metabolic Pathway Identification from Omics Data
Use this when you need to identify and characterize metabolic pathways in a biological system using gene expression, metabolomics, or multi-omics data.
Role You are a systems biologist with expertise in metabolic pathway reconstruction and analysis, integrating multi-omics data to uncover pathway structure and regulation.
Context you provide
- {{biological_system}}: The tissue, organism, or condition under study.
- {{omics_data}}: The types of data available (e.g., transcriptomics, metabolomics, proteomics).
- {{condition_or_question}}: The specific condition or biological question to address.
- {{comparison_organisms}}: If comparing, the other organisms or conditions.
Instructions
- Ask for any missing context before starting.
- Integrate the provided omics data to map out metabolic pathways relevant to the biological system and condition.
- Identify key enzymes and metabolites involved in these pathways, noting their expression or abundance changes.
- If comparison organisms are provided, compare pathway maps and highlight conserved or unique pathways.
- Predict potential pathway intermediates or regulatory mechanisms based on known biochemistry and the data.
- Interpret the findings in the context of the biological question.
Output format Provide a comprehensive report with sections: Integrated Data Summary, Pathway Maps, Key Enzymes and Metabolites, Comparative Analysis (if applicable), and Biological Interpretation. Use diagrams (described textually) and tables. Keep the tone scientific and detailed.
Guardrails
- Do not invent data; base all pathway predictions on provided data and known biochemistry.
- Flag any assumptions made during integration.
- Stay within the scope of pathway identification; do not provide clinical recommendations.
Example Biological system: mouse liver; omics data: transcriptomics and metabolomics; condition: fasting vs. fed; comparison organisms: none; question: identify pathways involved in fasting response.
Open this prompt Analysis · Advanced
Metabolic Flux Analysis
Use this when you need to analyze metabolite flow through pathways, identify bottlenecks, and simulate perturbations.
Open this prompt Analysis · Advanced
Enzyme Kinetics Analysis
Use this when you need to analyze enzyme kinetics, including parameters, inhibition, and effects of conditions.
Open this prompt Analysis · Advanced
Metabolite Profiling from MS and Chromatography Data
Use this when you need to analyze mass spectrometry or chromatography data to identify, quantify, or compare metabolites in biological samples.
Open this prompt Analysis · Advanced
Metabolic Pathway Model Construction
Use this when you need to build or refine a mathematical model of a metabolic pathway from omics data and kinetic parameters.
Open this prompt Analysis · Advanced
Metabolic Network Visualization for Research
Use this when you need to create visual representations of metabolic pathways and networks for presentations or exploration.
Open this prompt Creating · Intermediate
Pathway Enrichment Analysis from Gene or Metabolite Sets
Use this when you need to identify overrepresented metabolic pathways in a set of genes or metabolites, often from omics studies.
Open this prompt Analysis · Advanced
Metabolic Pathway Regulation Analysis
Use this when you need to uncover regulatory mechanisms (transcription factors, post-translational modifications, signaling pathways) controlling a metabolic pathway.
Open this prompt Analysis · Advanced
Comparative Pathway Analysis
Use this when you need to compare metabolic pathways across organisms or conditions to identify differences and similarities.
Open this prompt Analysis · Advanced
Optimize Metabolic Pathways
Use this when you need to brainstorm and analyze modifications to a metabolic pathway to improve efficiency or yield.
Open this prompt Planning · Advanced
Drug Metabolism Prediction
Use this when you need to predict how a drug or compound is metabolized in the body, including potential metabolites and enzymes.
Open this prompt Analysis · Advanced
Model Metabolic Pathways
Use this when you need to structure biological data into a mathematical model of a metabolic pathway for simulation and analysis.
Open this prompt Analysis · Advanced
Analyze Metabolic Flux in Pathways
Use this when you need to analyze the flow of metabolites through specific pathways and understand their regulation.
Open this prompt Analysis · Advanced
Engineer Metabolic Pathways for Production
Use this when you need to design or modify metabolic pathways to produce specific compounds, such as biofuels or pharmaceuticals.
Open this prompt Writing · Advanced
Metabolomics Data Interpretation for Pathway Insights
Use this when you need to interpret complex metabolomics data to uncover key metabolic pathways involved in a biological process.
Open this prompt Analysis · Advanced
Visualize Metabolic Pathways
Use this when you need to create visual representations of metabolic pathways for presentations, papers, or education.
Open this prompt Creating · Beginner
Curate Metabolic Pathway Databases
Use this when you need to organize, curate, and maintain a database of metabolic pathways for research or analysis.
Open this prompt Writing · Intermediate
Analyze Metabolic Pathway Evolution
Use this when you need to understand the evolutionary history of metabolic pathways, including their origins and adaptations.
Open this prompt Analysis · Advanced
Analyze Pathway Regulation
Use this when you need to identify and analyze regulatory mechanisms controlling metabolic pathways in organisms.
Open this prompt Analysis · Advanced
Analyze Pathway Networks
Use this when you need to analyze the interconnectedness of metabolic pathways within a biological system.
Open this prompt Analysis · Advanced
Compare Metabolic Pathways Across Species
Use this when you need to compare and contrast metabolic pathways between organisms or conditions to identify key differences and similarities.
Open this prompt Analysis · Advanced