Install
$ agentstack add skill-npbuilds-skill-library-endpoint-selection ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Endpoint Selection — Where Clinical Science Meets Regulatory Acceptance
Endpoint selection is the single most consequential decision in clinical trial design. Choose a validated surrogate and you get accelerated approval in 2 years. Choose a clinical endpoint that requires 5 years of follow-up and you burn $200M more in development costs. Choose an endpoint the FDA does not accept and you get a Complete Response Letter.
This is where the physician-scientist adds unique value in venture diligence. Most financial analysts can model an rNPV; few can independently assess whether a trial's primary endpoint will satisfy the FDA.
Key Concepts
Endpoint Taxonomy
| Category | Definition | Example | Regulatory Implication | |---|---|---|---| | Clinical endpoint | Measures how a patient feels, functions, or survives | Overall Survival (OS), Major Adverse Cardiac Events (MACE) | Gold standard; supports full approval | | Surrogate endpoint | Lab measurement or physical sign that substitutes for a clinical endpoint | Objective Response Rate (ORR), HbA1c, LDL-C | Can support accelerated approval if "reasonably likely to predict clinical benefit" | | Validated surrogate | Surrogate with established relationship to clinical outcome | LDL-C for CV events, viral load for HIV | Supports full approval | | Patient-reported outcome (PRO) | Patient's own assessment of symptoms, function, quality of life | EORTC QLQ-C30, SF-36, visual analog scale | Increasingly important; FDA has specific PRO guidance | | Composite endpoint | Combines multiple events into a single endpoint | MACE (CV death + MI + stroke) | Increases event rate; components must be clinically meaningful | | Digital endpoint | Measured by wearable/sensor/app | Step count, sleep architecture, voice biomarkers | Emerging; limited regulatory precedent |
Surrogate Validation Framework (Prentice Criteria)
A valid surrogate endpoint must satisfy:
- The surrogate is correlated with the clinical endpoint
- The treatment effect on the surrogate correlates with the treatment effect on the clinical endpoint
- The entire treatment effect on the clinical endpoint is mediated through the surrogate
In practice, few surrogates satisfy all three Prentice criteria. The FDA uses a pragmatic standard: "reasonably likely to predict clinical benefit" for accelerated approval.
Endpoint Tables by Therapeutic Area
Oncology
| Endpoint | Type | FDA Status | Typical Use | Key Considerations | |---|---|---|---|---| | Overall Survival (OS) | Clinical | Gold standard for full approval | Phase 3 primary | Requires long follow-up; confounded by crossover and subsequent therapy | | Progression-Free Survival (PFS) | Surrogate | Accepted for full approval in some settings | Phase 3 primary or co-primary | RECIST-based; accepted in ovarian, breast, CRC; debated in NSCLC | | Objective Response Rate (ORR) | Surrogate | Supports accelerated approval | Phase 2 primary, Phase 3 secondary | Rapid readout; does not capture durability | | Duration of Response (DOR) | Surrogate | Supports accelerated approval (with ORR) | Phase 2/3 secondary | Context-dependent; median DOR >6 months generally expected | | Disease-Free Survival (DFS) | Surrogate | Accepted in adjuvant settings | Phase 3 primary (adjuvant) | Validated in colon cancer (Stage III), breast cancer | | Complete Response (CR) rate | Surrogate | Supports accelerated in heme malignancies | Phase 2 primary (heme) | MRD-negativity increasingly used alongside CR | | Minimal Residual Disease (MRD) | Surrogate | Under evaluation; FDA guidance draft 2024 | Phase 2/3 (heme) | Highly sensitive; not yet validated as standalone | | Patient-Reported Outcomes | PRO | Supports labeling claims | Phase 3 secondary | EORTC QLQ-C30, FACT scales; must use validated instrument |
CNS / Neurology
| Endpoint | Type | FDA Status | Disease | Key Considerations | |---|---|---|---|---| | ADAS-Cog | Clinical | Accepted (with functional co-primary) | Alzheimer's | Must be paired with ADCS-ADL or CDR-SB | | CDR-SB | Clinical | Accepted as primary | Alzheimer's | Clinical Dementia Rating Sum of Boxes; used by lecanemab | | EDSS | Clinical | Accepted | Multiple Sclerosis | Expanded Disability Status Scale; insensitive to change | | Annualized Relapse Rate | Clinical | Accepted | Multiple Sclerosis | More sensitive than EDSS; standard primary | | UPDRS | Clinical | Accepted | Parkinson's | Unified Parkinson's Disease Rating Scale | | Amyloid PET | Surrogate | Supported accelerated approval (aducanumab) | Alzheimer's | Highly controversial; amyloid clearance ≠ clinical benefit is debated | | NfL (neurofilament light) | Biomarker | Exploratory / emerging | Multiple diseases | Promising fluid biomarker; not yet validated surrogate |
Cardiovascular
| Endpoint | Type | FDA Status | Key Considerations | |---|---|---|---| | MACE (3-point) | Clinical composite | Gold standard | CV death + nonfatal MI + nonfatal stroke | | MACE (4-point) | Clinical composite | Accepted | Adds hospitalization for unstable angina | | Heart failure hospitalization | Clinical | Accepted (with CV death) | Co-primary in HF trials | | LDL-C reduction | Validated surrogate | Supports full approval | Validated by statin trials; accepted for PCSK9, ezetimibe | | HbA1c | Validated surrogate | Supports approval (diabetes) | Must also show CV safety (CVOT requirement post-2008) | | eGFR slope | Surrogate | Accepted in CKD | FDA guidance 2023; validates for CKD progression |
Rare Disease
| Approach | Description | FDA Attitude | |---|---|---| | Functional endpoints | Disease-specific scales (6MWT, FVC, motor function) | Accepted when validated for the condition | | Biomarker surrogates | Enzyme levels, substrate reduction, genetic correction | Often accepted for accelerated approval given small populations | | Natural history comparison | Single-arm trial vs external natural history data | Increasingly accepted for ultra-rare (<1,000 patients) | | Composite endpoints | Combine rare events to increase statistical power | Acceptable if components are clinically meaningful |
Immunology / Inflammation
| Endpoint | Disease | Type | FDA Status | |---|---|---|---| | ACR20/50/70 | Rheumatoid Arthritis | Clinical composite | Standard primary | | DAS28-CRP | RA | Clinical composite | Co-primary or secondary | | PASI 75/90/100 | Psoriasis | Clinical | Standard primary; PASI 90 increasingly expected | | EASI-75 | Atopic Dermatitis | Clinical | Standard primary | | Mayo Score | Ulcerative Colitis | Clinical composite | Standard primary; endoscopic subscore critical | | CDAI / SES-CD | Crohn's Disease | Clinical + endoscopic | PRO2 (patient-reported) emerging as co-primary |
When This Applies
- Evaluating whether a company's trial has the right primary endpoint for FDA approval
- Comparing endpoint strategies across competitors in the same indication
- Assessing whether an accelerated approval pathway is viable based on endpoint choice
- Identifying regulatory risk: "Has the FDA ever accepted this endpoint in this indication?"
- Informing trial-design-optimizer about endpoint feasibility and regulatory precedent
Cross-Domain Connections
- Biotech-venture/trial-design-optimizer: Endpoint choice drives trial design (sample size, duration, cost)
- Biotech-venture/regulatory-precedent: Approval precedent by endpoint informs pathway-analyzer
- Biotech-venture/clinical-differentiator: Comparing endpoints across competitors reveals differentiation
- Biotech-venture/pos-calculator: Endpoint type affects PoS (validated surrogate → higher Phase 3 success)
- Biotech-venture/regulatory-risk-scorer: Endpoint validation strength is a scoring dimension
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: npbuilds
- Source: npbuilds/skill-library
- License: MIT
- Homepage: https://skill-library-prod.web.app/
Install and usage instructions live in the source repository linked above.
Reviews
No reviews yet, be the first.
Write a review
Versions
- v0.1.0 Imported from the upstream source.