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alert-system

自动化警报系统,用于药物发现中的关键事件。用于跟踪竞争对手的里程碑、临床试验更新、监管决定以及感兴趣的出版物。关键词:警报、监控、追踪、通知、竞争情报

person作者: jakexiaohubgithub

Alert System Skill

Automated monitoring and alerting for drug discovery intelligence.

Quick Start

/alerts --create --target "EGFR inhibitors" --events clinical,fda
/alerts --list
/alerts --check my-alert

What's Included

| Alert Type | Description | Sources | |------------|-------------|---------| | Clinical Updates | Trial status changes | ClinicalTrials.gov | | Regulatory | FDA/EMA decisions | FDA, EMA | | Publications | New papers on target | PubMed | | Competitor | Pipeline updates | Press releases | | Patent | New patent filings | USPTO, EPO | | Conference | Meeting abstracts | ASCO, ESMO |

Alert Configuration

name: EGFR Competitive Alerts
description: Monitor EGFR inhibitor landscape

targets:
  - EGFR
  - Exon 19 deletion
  - T790M
  - C797S

competitors:
  - AstraZeneca
  - Johnson & Johnson
  - Roche

events:
  - clinical_trial_updates
  - regulatory_approvals
  - publications
  - patent_filings

filters:
  phase: [2, 3]
  countries: [US, EU, CN, JP]
  minimum_significance: high

notifications:
  email: user@example.com
  frequency: weekly
  format: summary

Output Structure

# Alert Report: EGFR Landscape (Weekly)

## Summary
| Alert Type | New | Total |
|------------|-----|-------|
| Clinical Updates | 3 | 127 |
| Publications | 12 | 456 |
| Regulatory | 1 | 23 |
| Patent Filings | 5 | 89 |

## Clinical Trial Updates

### New Trials
| NCT ID | Sponsor | Phase | Indication | Status |
|--------|---------|-------|------------|--------|
| NCT01234567 | AstraZeneca | 3 | NSCLC | Recruiting |
| NCT01234568 | Johnson & Johnson | 2 | NSCLC | Not recruiting |

### Status Changes
| NCT ID | Previous | Current | Date |
|--------|----------|---------|------|
| NCT07890123 | Recruiting | Active, not recruiting | 2024-12-10 |

## Key Publications

1. **Fourth-generation EGFR inhibitors targeting C797S**
   - Journal: Nature Cancer
   - Date: 2024-12-08
   - Authors: Zhang et al.
   - Impact: Novel scaffold for resistance

2. **Combination therapy: EGFR + MET inhibition**
   - Journal: Lancet Oncology
   - Date: 2024-12-05
   - Authors: Smith et al.
   - Impact: Positive Phase 2 results

## Regulatory Updates

### FDA Actions
| Date | Sponsor | Action | Drug |
|------|---------|--------|------|
| 2024-12-12 | AstraZeneca | Approval | Tagrisso (adjuvant) |

## Patent Filings

### New Patents
| Date | Assignee | Title | Patent No. |
|------|----------|-------|------------|
| 2024-12-10 | Merck | EGFR C797S inhibitors | US2024/XXX |
| 2024-12-08 | Roche | Antibody-drug conjugate | EPXXX |

## Recommendations

**Action Items**:
1. Review new C797S inhibitor paper - assess differentiation
2. Monitor AstraZeneca adjuvant approval impact
3. Investigate Merck's new patent - potential FTO issue

Event Types

| Event | Description | Priority | |-------|-------------|----------| | Clinical trial starts | New trial initiated | Medium | | Clinical trial completes | Primary endpoint reached | High | | Regulatory approval | Drug approval | High | | Regulatory rejection | CRL, rejection | High | | Key publication | High-impact paper | Medium | | Competitor deal | M&A, licensing | High | | Patent granted | New patent issued | Medium | | Patent expiry | Patent expires | Low |

Running Scripts

# Create new alert
python scripts/alert_system.py --create my-alert --target "EGFR"

# Check for updates
python scripts/alert_system.py --check my-alert

# List all alerts
python scripts/alert_system.py --list

# Export alert history
python scripts/alert_system.py --export my-alert --format csv

Requirements

pip install requests schedule

# For persistence
pip install sqlalchemy

Reference

Best Practices

  1. Set specific targets: Narrower = fewer false positives
  2. Use appropriate frequency: Daily for high-priority, weekly for others
  3. Review regularly: Alerts need human interpretation
  4. Adjust filters: Refine based on signal-to-noise
  5. Document actions: Track alert-driven decisions

Common Pitfalls

| Pitfall | Solution | |---------|----------| | Too many alerts | Narrow target/event filters | | False positives | Add confidence filters | | Alert fatigue | Adjust frequency and thresholds | | Missing context | Include summary with links | | No action tracking | Document response to alerts |

Alert Frequency Guidelines

| Priority | Check Frequency | Notification | |----------|-----------------|--------------| | Critical | Hourly | Immediate | | High | Daily | Daily digest | | Medium | Weekly | Weekly summary | | Low | Monthly | Monthly report |