Oncology demands extraordinary precision, compassionate communication, and an ever-expanding base of clinical knowledge — all while managing heavy patient loads and complex documentation requirements. ChatGPT can serve as a powerful thinking partner to help oncologists draft clearer patient education materials, streamline treatment summaries, prepare for difficult conversations, and stay current with evolving research. These 35 prompts are organized into seven practical categories to help you integrate AI assistance into your daily workflow without sacrificing the depth and nuance your patients deserve.
Patient Communication & Shared Decision-Making
Prompt 1: Explaining a New Diagnosis in Plain Language
You are helping an oncologist communicate a new cancer diagnosis to a patient with limited health literacy. The patient has been diagnosed with stage II non-small cell lung cancer. Write a clear, compassionate explanation of what this diagnosis means, what "stage II" indicates, and what the general treatment path might look like — using plain language at approximately a 6th-grade reading level. Avoid medical jargon and include an analogy to help the patient understand how cancer cells behave differently from normal cells.
This prompt helps physicians translate complex staging information into accessible language that reduces patient anxiety and improves comprehension during an already overwhelming appointment.
Prompt 2: Presenting Treatment Options for Informed Consent
I need to explain three treatment options to a 58-year-old patient with HER2-positive breast cancer: (1) surgery followed by adjuvant chemotherapy, (2) neoadjuvant chemotherapy followed by surgery, and (3) enrollment in a clinical trial. Write a balanced, patient-friendly comparison of these options, including potential benefits, side effects, and what daily life might look like during each treatment course. The tone should be supportive and empowering, encouraging the patient to ask questions.
Arming patients with a well-structured comparison supports genuine shared decision-making and helps them feel like active participants in their own care.
Prompt 3: Addressing a Patient's Fear of Chemotherapy
A patient newly diagnosed with colorectal cancer has expressed significant fear about chemotherapy, largely based on stories from friends and outdated information. Write a script I can adapt for a patient conversation that acknowledges their fears with empathy, addresses common misconceptions about modern chemotherapy, explains how side effects are proactively managed today, and encourages open dialogue about concerns going forward.
This prompt helps physicians prepare emotionally intelligent, evidence-based responses that rebuild trust and reduce treatment avoidance driven by fear.
Prompt 4: After-Visit Summary for a Patient Starting Immunotherapy
Write an after-visit summary for a patient who is beginning pembrolizumab (Keytruda) for metastatic melanoma. The summary should cover: what pembrolizumab does and how it differs from traditional chemotherapy, the treatment schedule, the most important immune-related adverse events to watch for and when to call the clinic, dietary and activity considerations, and a reminder of their next appointment. Keep the language warm, clear, and free of abbreviations.
A well-crafted after-visit summary reduces call volume, improves medication adherence, and gives patients a reference document they can share with caregivers.
Prompt 5: Responding to a Patient Who Wants to Stop Treatment
A patient with advanced ovarian cancer has told me she wants to discontinue her current chemotherapy regimen, citing exhaustion and loss of quality of life. Help me draft a compassionate, non-coercive response that: validates her feelings and autonomy, opens a dialogue about what she values most, explains what stopping treatment would likely mean medically, introduces palliative care as a concurrent option, and respects her right to make her own decision without judgment.
Navigating treatment discontinuation conversations with care preserves the therapeutic relationship and ensures patients feel heard rather than abandoned.
Treatment Planning & Documentation
Prompt 6: Drafting a Tumor Board Presentation
Help me prepare a structured tumor board presentation for the following case: a 64-year-old male with newly diagnosed glioblastoma multiforme (GBM), MGMT promoter methylated, IDH wild-type, with a 4 cm lesion in the left temporal lobe. He has an ECOG performance status of 1 and no significant comorbidities. Format the presentation with sections for: patient history and presentation, pathology and molecular profile, imaging findings, proposed treatment options with evidence basis, and questions for multidisciplinary discussion.
A well-organized tumor board presentation ensures that critical molecular and clinical details are surfaced efficiently, driving more productive multidisciplinary discussions.
Prompt 7: Writing a Chemotherapy Regimen Summary
Write a clinical documentation summary for a patient starting FOLFOX chemotherapy for stage III colon cancer following surgical resection. Include: the rationale for adjuvant chemotherapy, the components of the FOLFOX regimen and their mechanisms, the planned cycle schedule, key monitoring parameters (labs, toxicity assessments), dose modification criteria for common toxicities, and goals of therapy. Format this as a structured clinical note suitable for the patient's chart.
Clear, comprehensive chemotherapy documentation improves care coordination across the oncology team and reduces errors during handoffs.
Prompt 8: Generating a Patient-Specific Side Effect Management Plan
A 52-year-old woman with triple-negative breast cancer is starting AC-T chemotherapy. She works part-time, has two teenage children, and is anxious about managing side effects while maintaining daily function. Create a personalized side effect management plan that covers: expected timeline of side effects by cycle, practical strategies for managing nausea, fatigue, and hair loss, when to seek urgent care versus when to call the office, and tips for communicating with family and employers during treatment.
Individualized side effect plans that account for a patient's life context dramatically improve adherence and quality of life during treatment.
Prompt 9: Drafting a Referral Letter to a Radiation Oncologist
Write a professional referral letter to a radiation oncologist for a 70-year-old patient with localized prostate cancer (Gleason 7, PSA 9.2, cT2b). The letter should include a concise case summary, the rationale for referral, relevant comorbidities (hypertension, mild BPH), current medications including androgen deprivation therapy, and the specific questions I would like the radiation oncologist to address regarding treatment sequencing and field planning.
A precise referral letter ensures consultants have the context they need from the first interaction, preventing delays and redundant workup.
Prompt 10: Summarizing a Complex Treatment History for a New Provider
A patient with relapsed/refractory diffuse large B-cell lymphoma is transferring care to a new oncologist. Summarize the following treatment history into a structured, one-page clinical handoff document: [paste treatment history]. The summary should highlight prior regimens and response, cumulative toxicities, current disease status, active medications, and key clinical considerations for the incoming provider.
A well-structured treatment history summary prevents dangerous gaps in care continuity when patients transition between providers or institutions.
Clinical Research & Trials
Prompt 11: Explaining a Clinical Trial to a Patient
Explain the concept of a Phase II randomized controlled trial to a patient in plain language. The trial compares a novel PD-L1 inhibitor to standard chemotherapy in patients with recurrent cervical cancer. Cover: what a clinical trial is and why they matter, what randomization means and how it works, the concept of informed consent, what participation would require (visits, tests, time commitment), and what happens to the patient's care if they choose not to enroll.
Clear, jargon-free trial explanations are foundational to ethical enrollment and help patients make genuinely informed decisions about research participation.
Prompt 12: Identifying Relevant Clinical Trial Criteria
Given the following patient profile — 61-year-old female, EGFR-mutant (exon 19 deletion) non-small cell lung cancer, previously treated with osimertinib with acquired C797S resistance mutation, ECOG PS 1, no brain metastases, adequate organ function — generate a structured list of clinical trial eligibility considerations I should evaluate, common inclusion/exclusion criteria for trials in this space, and the key molecular targets that current trials are investigating for osimertinib-resistant NSCLC.
Systematically mapping a patient's profile against trial criteria reduces the time oncologists spend screening databases and helps surface the most promising options.
Prompt 13: Drafting a Patient Letter About a Trial Result
A landmark clinical trial (hypothetically, TRIAL-X) that many of my patients participated in has just published results showing a significant improvement in overall survival for patients with early-stage pancreatic cancer using a novel adjuvant regimen. Write a letter I can send to former trial participants thanking them for their contribution, summarizing the results in accessible language, explaining what this means for future patients, and addressing the common question of whether they personally benefited from the trial.
Communicating trial results back to participants honors their contribution, strengthens trust in research, and reinforces the value of clinical trial participation in the community.
Prompt 14: Preparing a Journal Club Presentation
Help me prepare a 15-minute journal club presentation on the following paper: [paste abstract or key findings]. Structure the presentation to cover: background and clinical context, study design and methodology, key results with statistical interpretation, limitations and potential biases, implications for current practice, and 3-5 discussion questions to prompt team dialogue. Identify any methodological strengths or weaknesses I should highlight.
A structured journal club presentation framework helps oncologists extract and communicate the most clinically relevant insights from new research efficiently.
Prompt 15: Writing a Grant Proposal Abstract
Help me write a 300-word abstract for a grant proposal investigating the use of circulating tumor DNA (ctDNA) as a predictive biomarker for response to immunotherapy in patients with resected stage III melanoma. The abstract should include: the clinical problem being addressed, the proposed research hypothesis, the study design and patient population, primary and secondary endpoints, and the potential impact of findings on clinical practice. The tone should be compelling to a non-specialist review panel.
A compelling grant abstract is often the first and most critical filter in competitive funding processes, and a clear, impactful draft saves significant revision time.
Multidisciplinary Team Communication
Prompt 16: Writing a Case Summary for the Multidisciplinary Team
Prepare a concise multidisciplinary team (MDT) case summary for the following patient: a 47-year-old woman with newly diagnosed stage IIIA gastric adenocarcinoma, HER2-negative, microsatellite stable. She is a teacher, has two young children, and has expressed strong preference for fertility preservation. Format the summary to include: diagnosis and staging, performance status and comorbidities, key patient preferences and values, proposed management questions for the MDT, and roles needed (surgery, radiation, nutrition, social work, palliative care).
A patient-centered MDT summary that includes values and preferences alongside clinical data drives more holistic and individualized treatment planning.
Prompt 17: Communicating a Change in Prognosis to the Care Team
A patient with metastatic colorectal cancer whose disease had been stable on FOLFIRI-bevacizumab has shown rapid progression on recent imaging with new liver and peritoneal metastases. Help me draft a brief, structured clinical communication to the patient's primary care physician and palliative care team updating them on the change in disease status, the plan to reassess treatment options, the shift toward goals-of-care discussions, and the immediate support needs we are anticipating for the patient and family.
Timely, well-structured communication across the care team ensures all providers can support the patient consistently during critical disease transitions.
Prompt 18: Preparing Talking Points for a Difficult Team Meeting
I need to lead a team meeting to discuss a patient case where there is disagreement between the oncology team and the surgical team about the timing of resection for a patient with borderline resectable pancreatic cancer. Help me prepare neutral, evidence-based talking points that: summarize the current evidence for neoadjuvant versus upfront surgery, acknowledge the legitimate clinical perspectives on both sides, propose a framework for reaching consensus, and center the discussion on patient-specific factors and values.
Preparing balanced, evidence-grounded talking points helps oncologists facilitate productive team disagreements without interpersonal conflict derailing clinical decision-making.
Prompt 19: Drafting Nursing Staff Education on a New Protocol
Our oncology unit is implementing a new protocol for managing immune-related adverse events (irAEs) in patients receiving checkpoint inhibitors. Write a one-page educational summary for nursing staff that covers: the most common irAEs by organ system and their early warning signs, the grading scale used to categorize severity, the immediate nursing actions required for grade 2 and above irAEs, when to escalate to the on-call oncologist, and documentation requirements. Use bullet points and a simple table format for quick reference.
Clear nursing education materials on complex protocols improve early detection of serious toxicities and reduce preventable hospitalizations.
Prompt 20: Preparing a Handoff Summary for Cross-Coverage
Generate a structured cross-coverage handoff summary for the following inpatient oncology service: [list of 5-6 hypothetical patients with brief details]. For each patient, include: primary diagnosis and treatment status, current clinical concerns requiring monitoring, pending results or decisions, anticipated issues overnight, and specific instructions for common scenarios (e.g., fever, pain, nausea). Format for rapid review by the covering resident or fellow.
A well-structured overnight handoff reduces adverse events and cognitive load for covering providers managing unfamiliar patients.
Palliative Care & Difficult Conversations
Prompt 21: Preparing for a Goals-of-Care Conversation
Help me prepare for a goals-of-care conversation with a 73-year-old patient with progressive metastatic pancreatic cancer who has not previously engaged with end-of-life planning. The patient lives with his wife and is of strong religious faith. Provide: a framework for opening the conversation respectfully, key questions to elicit his values and priorities, language for discussing prognosis without removing hope, how to introduce hospice as a positive option rather than giving up, and how to close the conversation in a way that preserves trust.
A thoughtful, structured approach to goals-of-care conversations leads to care that is more aligned with patient values and reduces family distress at end of life.
Prompt 22: Explaining Hospice to a Patient and Family
Write a plain-language explanation of hospice care I can use with a patient and their family members. The explanation should clarify: what hospice is and is not (address the myth that it means giving up or hastening death), who qualifies for hospice and how enrollment works, what services are provided and by whom, what happens to current medications and symptom management, and how patients can leave hospice if their condition improves. The tone should be warm and reassuring.
Accurate, compassionate hospice education removes the stigma and fear that cause families to delay enrollment, often to the patient's detriment.
Prompt 23: Drafting a Condolence Letter to a Patient's Family
Help me write a sincere, professional condolence letter to the family of a patient I treated for three years for metastatic renal cell carcinoma who recently passed away. The letter should express genuine sympathy, acknowledge the patient's strength and the family's role in supporting him, mention something meaningful about the therapeutic relationship without oversharing clinical details, and offer brief information about grief support resources. The tone should be warm, personal, and appropriately brief.
A thoughtful condolence letter is one of the most human gestures an oncologist can offer and leaves a lasting impression on grieving families.
Prompt 24: Responding to a Family Requesting Aggressive Treatment Against Patient Wishes
A patient with end-stage lung cancer has clearly documented her wish to avoid ICU admission or mechanical ventilation. Her adult children are now pressuring the team for "everything possible" to be done. Help me draft a script for a family meeting that: acknowledges the family's love and grief, clearly explains the patient's expressed wishes and the team's legal and ethical obligation to honor them, distinguishes between comfort-focused care and abandonment, and redirects the conversation toward how the team can best support their loved one's comfort and dignity.
Navigating family-patient conflicts around end-of-life care is one of the most ethically demanding situations in oncology, and preparing a structured, compassionate framework reduces harmful escalation.
Prompt 25: Writing a Symptom Management Plan for a Palliative Patient
Create a home symptom management plan for a patient with advanced lung cancer transitioning to home-based palliative care. The patient's primary symptoms are dyspnea, breakthrough pain, and anxiety. The plan should include: current medications and their purpose explained in plain language, non-pharmacological strategies for each symptom, a clear escalation guide (when to call the nurse, when to go to the ER, when to call 911), and a checklist of supplies and equipment to have at home. Format for a patient and family audience.
A clear, actionable home symptom management plan reduces unnecessary emergency department visits and empowers families to manage crises with confidence.
Continuing Medical Education
Prompt 26: Summarizing a New Clinical Guideline
Summarize the key clinical practice changes introduced in the most recent NCCN guidelines update for [specific cancer type, e.g., non-small cell lung cancer] compared to the prior version. Highlight: new first-line treatment recommendations, changes in biomarker testing requirements, updated surveillance protocols, and any recommendations that have been downgraded or removed. Format as a concise, scannable summary I can share with my clinical team.
Rapidly synthesizing guideline changes helps busy oncologists stay current and identify where their practice protocols may need immediate updating.
Prompt 27: Creating a Self-Study Quiz on a New Drug Class
Create a 10-question self-study quiz to help me master the clinical use of antibody-drug conjugates (ADCs) in oncology. Questions should cover: mechanism of action, current FDA-approved indications, key toxicity profiles that differ from traditional chemotherapy (particularly ocular toxicity, interstitial lung disease), drug-drug interactions, and patient selection criteria. Provide the correct answers and brief explanations after each question.
Active retrieval through self-quizzing is one of the most evidence-based methods for durable learning, and AI-generated quizzes can be tailored to exactly the knowledge gaps you need to address.
Prompt 28: Preparing a Teaching Case for Trainees
Create a structured teaching case for oncology fellows based on the following clinical scenario: a 55-year-old woman presents with a new diagnosis of multiple myeloma (IgG kappa, ISS stage II, standard risk cytogenetics). Format the case as a progressive disclosure exercise with: an initial presentation section, a set of questions about workup and diagnosis, a second data reveal (labs, imaging, bone marrow biopsy), additional questions about staging and risk stratification, and a final section on induction therapy selection with discussion questions about transplant eligibility.
Well-crafted progressive disclosure cases train fellows to reason through uncertainty sequentially rather than pattern-matching from a complete dataset, building stronger diagnostic reasoning skills.
Prompt 29: Drafting a CME Lecture Outline
Help me outline a 45-minute CME lecture titled "Emerging Biomarkers in Precision Oncology: From Tissue to Blood." The audience is community oncologists with general oncology training. Structure the outline to include: learning objectives (3-4), an opening clinical case to anchor the lecture, a section on molecular tumor profiling (tissue), a section on liquid biopsy and ctDNA applications, a section on translating biomarker results into treatment decisions, common pitfalls in interpretation, and a closing case discussion. Suggest 3-4 high-impact slides for each section.
A structured CME lecture outline ensures that complex molecular content is delivered in a clinically grounded, audience-appropriate way that maximizes actionable learning.
Prompt 30: Reviewing a Complex Case for Board Exam Preparation
I am preparing for my medical oncology board recertification exam. Present me with a challenging clinical vignette involving a patient with a rare hematologic malignancy, ask me to work through the diagnosis and management, then critique my reasoning and provide a model answer with references to key evidence or guidelines. Continue presenting cases until I indicate I want to stop. Start with a case at the attending level of difficulty.
AI-facilitated case-based review allows oncologists to practice high-yield board scenarios at their own pace and receive immediate, detailed feedback on their clinical reasoning.
Practice Management
Prompt 31: Writing a Patient-Facing FAQ for a New Treatment Program
Our oncology practice is launching a new CAR-T cell therapy program. Write a patient-facing FAQ document covering: what CAR-T therapy is and how it works in simple terms, who is a candidate, what the treatment process looks like from start to finish (including hospitalization), the most serious potential side effects and how they are monitored, what support services are available, and how to get a referral. The tone should be informative, hopeful, and accessible to patients without scientific backgrounds.
A comprehensive patient FAQ reduces pre-treatment anxiety, sets accurate expectations, and decreases the administrative burden of answering the same questions repeatedly.
Prompt 32: Drafting a Response to a Negative Online Review
A patient left a negative online review complaining that they felt rushed during appointments and that their questions were not answered adequately. Help me draft a professional, HIPAA-compliant public response that: acknowledges the concern without admitting fault or revealing patient information, expresses genuine commitment to patient experience, invites the patient to contact the practice directly to resolve their concerns, and reflects positively on the practice's values. Keep the response under 100 words.
A measured, professional response to negative reviews protects the practice's reputation while demonstrating accountability and a patient-centered culture.
Prompt 33: Creating a Prior Authorization Appeal Letter
Write a prior authorization appeal letter to a commercial insurance carrier for the following denied medication: pembrolizumab (Keytruda) for a patient with PD-L1-positive (TPS 60%) metastatic non-small cell lung cancer as first-line monotherapy. The denial reason was "not medically necessary." The letter should include: clinical rationale with reference to the KEYNOTE-024 trial data, the patient's specific biomarker profile supporting eligibility, the relevant FDA approval and NCCN guideline classification, and the clinical risks of the denied treatment approach.
A well-evidenced, guideline-supported appeal letter dramatically improves approval rates and reduces the time patients spend waiting for approved therapies.
Prompt 34: Developing Onboarding Materials for a New Staff Member
Create an onboarding checklist and first-week orientation agenda for a new oncology nurse navigator joining our practice. The agenda should cover: an introduction to the patient population and most common diagnoses treated, an overview of the chemotherapy regimens most frequently used and their key monitoring requirements, the EMR workflows specific to oncology (treatment orders, toxicity documentation, patient portal communication), team communication norms and escalation pathways, and key community and social support resources the navigator should know about.
Structured onboarding materials reduce the time new staff take to reach full productivity and improve patient safety during the critical orientation period.
Prompt 35: Writing a Patient Satisfaction Survey for the Oncology Clinic
Design a brief (10-12 question) patient satisfaction survey specifically tailored to an outpatient oncology practice. Questions should assess: clarity of communication about diagnosis and treatment, adequacy of time spent with the oncologist, coordination between the oncology team and other providers, support for emotional and psychosocial needs, satisfaction with the infusion suite experience, access to care (appointment scheduling, phone response), and overall confidence in their care team. Include a mix of Likert scale and open-ended questions, and a brief instruction section for patients.
A well-designed oncology-specific satisfaction survey captures the dimensions of care that matter most to cancer patients and generates actionable data for quality improvement.
These 35 prompts only scratch the surface of how AI can support the demanding, detail-intensive work of oncology — from the exam room to the research bench to the administrative office. The key is treating ChatGPT as a capable first-draft collaborator that you refine with your clinical expertise, not a replacement for your judgment.
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