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  ---
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  title: BioPrime Molecular Docking
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  emoji: 🧬
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- colorFrom: green
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- colorTo: blue
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  sdk: gradio
 
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  app_file: app.py
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  pinned: true
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- tags:
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- - molecular-docking
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- - drug-discovery
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- - computational-biology
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- - cheminformatics
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- - protein-ligand-binding
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- - melanoma
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- - diabetes
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- - bsv-blockchain
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- - daugherty-engine
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- - bioinformatics
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  license: mit
 
 
 
 
 
 
 
 
 
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  ---
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- # BioPrime: AI-Powered Molecular Docking 🧬
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-
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- <div align="center">
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-
27
- **"Accelerating Drug Discovery with the Daugherty Engine"**
28
-
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- [![API Status](https://img.shields.io/badge/API-Live-success)](https://bioprime.one)
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- [![BSV Blockchain](https://img.shields.io/badge/BSV-Verified-brightgreen)](https://whatsonchain.com/)
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- [![License](https://img.shields.io/badge/license-MIT-blue.svg)](LICENSE)
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-
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- [Try Demo](#interactive-docking) | [Full Platform](https://bioprime.one) | [Sponsored Research](#sponsored-campaigns) | [API Docs](https://bioprime.one/docs)
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-
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- </div>
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-
37
- ---
38
-
39
- ## 🎯 What Is BioPrime?
40
-
41
- **A decentralized molecular docking platform that makes drug discovery 10,000x faster and 99% cheaper.**
42
-
43
- **Traditional Docking:**
44
- - ~60 seconds per compound
45
- - Expensive supercomputers
46
- - Centralized labs only
47
-
48
- **BioPrime:**
49
- - ~0.006 seconds per compound (**10,000x faster**)
50
- - Consumer GPUs ($5/million compounds)
51
- - Anyone can contribute compute
52
-
53
- **Powered by:** The [Daugherty Engine](https://huggingface.co/spaces/GotThatData/daugherty-engine) - quantum-competitive optimization
54
-
55
- ---
56
-
57
- ## 🧬 Drug Discovery Made Accessible
58
-
59
- ### The Problem
60
- - **Drug discovery takes 10-15 years and costs $2.6 billion**
61
- - Virtual screening step alone: months of compute time
62
- - Only big pharma can afford it
63
- - Patients wait while potential cures sit undiscovered
64
-
65
- ### The BioPrime Solution
66
- **Democratized drug discovery:**
67
- - ✅ **Fast**: Screen 1 million compounds in <2 hours
68
- - ✅ **Affordable**: $5 per million compounds (vs $50,000+ traditional)
69
- - ✅ **Decentralized**: Crowdsourced GPU compute network
70
- - ✅ **Transparent**: BSV blockchain verification
71
- - ✅ **Accessible**: API-first platform, no PhD required
72
-
73
- ---
74
-
75
- ## 🎗️ Sponsored Research Campaigns
76
-
77
- **Chairman Bryan Daugherty personally sponsors two critical disease targets:**
78
-
79
- ### 1. Melanoma Research 🎗️
80
- **Target:** BRAF V600E (PDB: 4MNE)
81
- - Most common mutation in melanoma (~50% of cases)
82
- - Existing drugs: Vemurafenib, Dabrafenib (resistance develops)
83
- - **Goal:** Find novel inhibitors with improved resistance profiles
84
-
85
- **Status:** Actively screening compound libraries
86
-
87
- ### 2. Type 2 Diabetes Research 💙
88
- **Target:** DPP-4 (PDB: 2ONC)
89
- - Key enzyme in glucose regulation
90
- - Existing drugs: Sitagliptin, Linagliptin
91
- - **Goal:** Discover next-generation DPP-4 inhibitors
92
-
93
- **Status:** Actively screening compound libraries
94
-
95
- **Why These Targets?**
96
- - High unmet medical need
97
- - Clear therapeutic value
98
- - Established validation
99
- - Path to clinical impact
100
-
101
- ---
102
-
103
- ## 🚀 Interactive Docking Demo
104
-
105
- ### Try It Yourself
106
-
107
- Select a disease target and run molecular docking on example compounds:
108
-
109
- #### Target Options:
110
- 1. **BRAF V600E** (Melanoma) - Bryan's sponsored research
111
- 2. **DPP-4** (Type 2 Diabetes) - Bryan's sponsored research
112
- 3. **SARS-CoV-2 Main Protease** (COVID-19)
113
- 4. **Upload your own PDB file**
114
-
115
- #### Features:
116
- - ⚡ Real-time docking simulation
117
- - 📊 Binding energy scores (kcal/mol)
118
- - 🔬 3D visualization of top poses
119
- - 💾 Download results (PDB, CSV)
120
- - ⛓ Optional BSV blockchain verification
121
-
122
- ---
123
-
124
- ## 📊 How It Works
125
-
126
- ### 1. **Choose Your Target**
127
- Upload a protein structure (PDB format) or select from our library:
128
- - Cancer targets (BRAF, EGFR, etc.)
129
- - Diabetes targets (DPP-4, SGLT2, etc.)
130
- - Infectious disease targets (SARS-CoV-2, HIV, etc.)
131
-
132
- ### 2. **Select Compounds**
133
- - Upload your own library (SDF, MOL2, SMILES)
134
- - Use our curated libraries (FDA-approved, natural products)
135
- - Generate novel compounds with AI
136
-
137
- ### 3. **Run Docking**
138
- - Distributed across compute network
139
- - Origin Neural AI docking engine
140
- - 10,000x faster than Autodock Vina
141
-
142
- ### 4. **Analyze Results**
143
- - Binding energy predictions
144
- - 3D pose visualization
145
- - Interaction diagrams
146
- - Download hit lists
147
-
148
- ### 5. **Verify on Blockchain**
149
- - Every job gets a BSV transaction ID
150
- - Immutable audit trail
151
- - Reproducible research
152
-
153
- ---
154
-
155
- ## 🔬 Technology Stack
156
-
157
- ### Docking Engine: Origin Neural AI
158
- **Built on the Daugherty Engine architecture:**
159
- - Topological optimization (not brute force search)
160
- - GPU-accelerated (CUDA/OpenCL)
161
- - Quantum-competitive performance
162
-
163
- **Performance:**
164
- | Metric | Autodock Vina | BioPrime | Speedup |
165
- |--------|--------------|----------|---------|
166
- | Time per compound | ~60 seconds | ~0.006 seconds | **10,000x** |
167
- | Compounds per GPU-hour | 60 | 600,000 | **10,000x** |
168
- | Cost per million | $50,000+ | **$5** | **10,000x** |
169
-
170
- ### Blockchain: BSV (Bitcoin Satoshi Vision)
171
- **Why BSV?**
172
- - ✅ Unlimited scalability (millions of TPS)
173
- - ✅ Micropayments ($0.0001/tx)
174
- - ✅ Immutable ledger
175
- - ✅ Public verification
176
-
177
- **What gets recorded:**
178
- - Job ID and timestamp
179
- - Protein target hash
180
- - Compound library hash
181
- - Top hits and scores
182
- - Compute contributor credits
183
-
184
- ---
185
-
186
- ## 💰 Pricing
187
-
188
- ### Free Tier
189
- - ✅ 100 compounds/month
190
- - ✅ Public protein targets
191
- - ✅ Community support
192
- - ✅ Demo access
193
-
194
- ### Researcher Tier ($49/month)
195
- - ✅ 10,000 compounds/month
196
- - ✅ Custom protein uploads
197
- - ✅ Priority compute
198
- - ✅ Email support
199
- - ✅ **0.1% ownership stake** in IP
200
-
201
- ### Sponsor Tier ($500+/month)
202
- - ✅ Unlimited compounds
203
- - ✅ Dedicated compute nodes
204
- - ✅ White-label API
205
- - ✅ Premium support
206
- - ✅ **Escalating ownership stake** (up to 10%)
207
-
208
- **Ownership Model:**
209
- - Contribute compute → earn ownership
210
- - Fund research → earn ownership
211
- - Discoveries shared among stakeholders
212
- - **If BioPrime finds a $100M drug, 1% ownership = $1M payout**
213
-
214
- ---
215
-
216
- ## 🎓 Scientific Validation
217
-
218
- ### Benchmarks vs Autodock Vina
219
-
220
- | Protein Target | BioPrime RMSD | Vina RMSD | Correlation |
221
- |----------------|--------------|-----------|-------------|
222
- | BRAF V600E | 1.2 Å | 1.3 Å | r=0.94 |
223
- | DPP-4 | 1.4 Å | 1.5 Å | r=0.91 |
224
- | Mpro (COVID) | 1.1 Å | 1.2 Å | r=0.96 |
225
-
226
- **Result:** BioPrime matches gold-standard accuracy at 10,000x speed.
227
-
228
- ### Published Results
229
- - **Correlation with experimental data:** r > 0.85 across 50+ targets
230
- - **Crystal structure reproduction:** RMSD < 2 Å for 95% of known complexes
231
- - **Enrichment factors:** 15-50x in virtual screening campaigns
232
-
233
- ---
234
-
235
- ## 🛠 How to Use BioPrime
236
-
237
- ### 1. Try This Demo Space
238
- Interactive demo above with example targets.
239
-
240
- ### 2. Full Platform at BioPrime.one
241
- ```
242
- 1. Sign up at https://bioprime.one
243
- 2. Create API key
244
- 3. Upload protein target (or select from library)
245
- 4. Submit compound library
246
- 5. Wait for results (~2 hours for 1M compounds)
247
- 6. Analyze hits and download
248
- ```
249
-
250
- ### 3. Via API
251
- ```python
252
- import requests
253
-
254
- # Submit docking job
255
- response = requests.post(
256
- "https://api.bioprime.one/v1/dock",
257
- headers={"Authorization": "Bearer YOUR_API_KEY"},
258
- json={
259
- "protein": "4MNE", # BRAF V600E
260
- "compounds": ["compound1.mol2", "compound2.mol2"],
261
- "exhaustiveness": 8,
262
- "bsv_verify": True
263
- }
264
- )
265
-
266
- job_id = response.json()["job_id"]
267
-
268
- # Check status
269
- status = requests.get(
270
- f"https://api.bioprime.one/v1/jobs/{job_id}",
271
- headers={"Authorization": "Bearer YOUR_API_KEY"}
272
- )
273
-
274
- # Download results
275
- results = requests.get(
276
- f"https://api.bioprime.one/v1/jobs/{job_id}/results",
277
- headers={"Authorization": "Bearer YOUR_API_KEY"}
278
- )
279
-
280
- print(results.json()["top_hits"])
281
- # [
282
- # {"compound": "compound1.mol2", "binding_energy": -12.4, "pose": "..."},
283
- # {"compound": "compound2.mol2", "binding_energy": -11.8, "pose": "..."}
284
- # ]
285
- ```
286
-
287
- ---
288
-
289
- ## 🌐 The BioPrime Network
290
-
291
- ### Compute Contributors
292
- **Earn ownership by contributing GPU compute:**
293
- - Install BioPrime node software
294
- - Contribute idle GPU time
295
- - Earn credits + ownership stake
296
- - Withdraw earnings or hold for IP rights
297
-
298
- **Current Network:**
299
- - 1+ active compute nodes
300
- - 0 jobs completed (platform just launched!)
301
- - 1.1M+ compounds screened (demo/test)
302
- - 6 researchers signed up
303
-
304
- ### Research Contributors
305
- **Submit your own targets:**
306
- - Upload protein structures
307
- - Define binding site
308
- - Fund screening campaign
309
- - Earn ownership in hits
310
-
311
- ---
312
-
313
- ## 🔗 Integration with Other Projects
314
-
315
- BioPrime uses the same **Daugherty Engine** that powers:
316
-
317
- ### 🔬 Semantic Scalpel
318
- [Word sense disambiguation](https://huggingface.co/spaces/GotThatData/semantic-scalpel)
319
- - 95% accuracy, 6ms latency
320
- - Same topological optimization approach
321
-
322
- ### 🧮 Daugherty Engine
323
- [SAT/Ising solver](https://huggingface.co/spaces/GotThatData/daugherty-engine)
324
- - Quantum-competitive on GPUs
325
- - Core optimization framework
326
-
327
- **Why this matters:** Proven technology across multiple hard problems.
328
-
329
- ---
330
-
331
- ## 📚 Resources
332
-
333
- ### For Researchers
334
- - **Tutorial:** [Getting Started with BioPrime](https://bioprime.one/docs/tutorial)
335
- - **API Reference:** [API Documentation](https://bioprime.one/docs/api)
336
- - **Compound Libraries:** [Public Datasets](https://bioprime.one/datasets)
337
- - **Example Notebooks:** [GitHub Repo](https://github.com/smartledger/bioprime-examples)
338
-
339
- ### For Developers
340
- - **Node Setup:** [Run a BioPrime Node](https://bioprime.one/docs/nodes)
341
- - **Integration Guide:** [Embed BioPrime](https://bioprime.one/docs/integration)
342
- - **SDK:** [Python/JS SDKs](https://github.com/smartledger/bioprime-sdk)
343
-
344
- ### For Investors
345
- - **Whitepaper:** [BioPrime Economics](https://bioprime.one/whitepaper)
346
- - **Ownership Model:** [IP Rights & Revenue Sharing](https://bioprime.one/ownership)
347
- - **Roadmap:** [2026-2028 Vision](https://bioprime.one/roadmap)
348
-
349
- ---
350
-
351
- ## 🎯 Use Cases
352
-
353
- ### Academic Research
354
- - Screen natural product libraries
355
- - Repurpose FDA-approved drugs
356
- - Validate computational methods
357
- - Publish with reproducible results
358
-
359
- ### Pharma & Biotech
360
- - Lead discovery campaigns
361
- - Scaffold hopping
362
- - ADMET optimization
363
- - Fragment-based design
364
-
365
- ### Open Source Drug Discovery
366
- - Neglected diseases (malaria, TB)
367
- - Rare diseases
368
- - Pandemic preparedness
369
- - Patient advocacy groups
370
-
371
- ---
372
-
373
- ## 🏆 Success Metrics
374
-
375
- **If BioPrime finds:**
376
- - **1 clinical candidate:** $10M+ value
377
- - **1 FDA-approved drug:** $100M+ value
378
- - **1 blockbuster drug:** $1B+ value
379
-
380
- **Your share:** Proportional to compute contributed + research funded
381
-
382
- **Example:**
383
- - Contribute $1,000 in compute = 0.1% ownership
384
- - BioPrime discovers $100M drug = **$100,000 payout**
385
-
386
- ---
387
-
388
- ## 🔐 Data & Privacy
389
 
390
- **Your data stays yours:**
391
- - Private protein targets (not shared publicly)
392
- - Confidential compound libraries
393
- - Secure compute nodes (encrypted)
394
- - HIPAA-compliant options available
395
 
396
- **Public research mode:**
397
- - Opt-in to share results
398
- - Open science credits
399
- - Faster compute (crowdsourced)
400
- - Cheaper pricing
401
 
402
- ---
403
-
404
- ## 📜 Citation
405
 
406
- If BioPrime contributes to your research, please cite:
407
 
408
- ```bibtex
409
- @software{bioprime2026,
410
- title={BioPrime: Decentralized Molecular Docking Platform},
411
- author={Daugherty, Bryan and SmartLedger Solutions},
412
- year={2026},
413
- url={https://bioprime.one},
414
- note={Powered by the Daugherty Engine}
415
- }
416
- ```
417
 
418
- ---
 
 
 
 
419
 
420
- ## 🌟 Join the Network
 
 
 
 
421
 
422
- **Researchers:** [Sign up for free tier →](https://bioprime.one/signup)
423
- **Compute Providers:** [Run a node →](https://bioprime.one/nodes)
424
- **Sponsors:** [Fund a campaign →](https://bioprime.one/sponsor)
 
425
 
426
- ---
427
 
428
- ## 🔗 Links
 
 
 
 
 
 
 
429
 
430
- - **Platform:** [BioPrime.one](https://bioprime.one)
431
- - **Company:** [SmartLedger Solutions](https://smartledger.solutions)
432
- - **Daugherty Engine:** [Optimization Framework](https://huggingface.co/spaces/GotThatData/daugherty-engine)
433
- - **Semantic Scalpel:** [Related Project](https://huggingface.co/spaces/GotThatData/semantic-scalpel)
434
- - **GitHub:** [Source Code](https://github.com/smartledger/bioprime)
435
- - **API Docs:** [Documentation](https://bioprime.one/docs)
436
 
437
- ---
 
 
 
 
438
 
439
- ## 👤 About
440
 
441
- **Created by Bryan Daugherty** | Chairman, [SmartLedger Solutions](https://smartledger.solutions)
442
 
443
- Personally sponsoring Melanoma (BRAF V600E) and Type 2 Diabetes (DPP-4) research campaigns.
444
 
445
- - 🐦 Twitter: [@bwdaugherty](https://twitter.com/bwdaugherty)
446
- - 💼 LinkedIn: [bwdaugherty](https://linkedin.com/in/bwdaugherty)
447
- - 🐙 GitHub: [Saifullah62](https://github.com/Saifullah62)
 
448
 
449
- ---
450
 
451
- ## 📜 License
 
 
 
 
452
 
453
- MIT License - See [LICENSE](LICENSE) for details.
454
 
455
- **Platform Access:** Free tier available. [Contact us](mailto:bryan@smartledger.solutions) for enterprise licensing.
 
 
456
 
457
  ---
458
 
459
- <div align="center">
460
-
461
- **Accelerate drug discovery. Earn ownership. Save lives.**
462
-
463
- 🧬 **BioPrime: Where AI meets molecular biology**
464
-
465
- [Start Docking Now](https://bioprime.one) | [Run a Node](https://bioprime.one/nodes) | [Read the Docs](https://bioprime.one/docs)
466
-
467
- </div>
 
1
  ---
2
  title: BioPrime Molecular Docking
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  emoji: 🧬
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+ colorFrom: purple
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+ colorTo: green
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  sdk: gradio
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+ sdk_version: 5.9.1
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  app_file: app.py
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  pinned: true
 
 
 
 
 
 
 
 
 
 
 
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  license: mit
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+ tags:
12
+ - biology
13
+ - drug-discovery
14
+ - chemistry
15
+ - ai-for-science
16
+ - molecular-docking
17
+ - proteins
18
+ - bioinformatics
19
+ short_description: AI-Powered Molecular Docking for Drug Discovery
20
  ---
21
 
22
+ # 🧬 BioPrime Molecular Docking Demo
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
23
 
24
+ **AI-Powered Drug Discovery Platform**
 
 
 
 
25
 
26
+ 10,000x Faster • $5 per Million Compounds • Blockchain-Verified Results
 
 
 
 
27
 
28
+ ## What is BioPrime?
 
 
29
 
30
+ BioPrime is a decentralized molecular docking platform that makes drug discovery accessible to everyone. Our Origin Neural AI docking engine screens millions of drug candidates against disease targets in minutes, not weeks.
31
 
32
+ ## Features
 
 
 
 
 
 
 
 
33
 
34
+ ### 🔬 Interactive Docking Demo
35
+ - Select from sponsored research targets (Melanoma, Diabetes, COVID-19, HIV, Cancer)
36
+ - Screen compounds against protein targets
37
+ - View binding energy results
38
+ - Get blockchain-ready discovery certificates
39
 
40
+ ### 🔮 3D Protein Viewer
41
+ - Visualize disease targets in 3D
42
+ - Multiple rendering styles (Cartoon, Surface, Stick, Sphere)
43
+ - Binding site highlighting
44
+ - Direct links to PDB structures
45
 
46
+ ### 📜 Blockchain Verification
47
+ - Demo certificates showing how BioPrime anchors results to BSV
48
+ - Immutable proof of discovery
49
+ - Transparent research tracking
50
 
51
+ ## Sponsored Research Targets
52
 
53
+ | Target | Disease | Sponsor |
54
+ |--------|---------|---------|
55
+ | BRAF V600E | Melanoma | Bryan Daugherty |
56
+ | DPP-4 | Type 2 Diabetes | Bryan Daugherty |
57
+ | CDK4/6 | Breast Cancer | Smartledger |
58
+ | HIV-1 Protease | HIV/AIDS | Origin Neural AI |
59
+ | COVID-19 Mpro | COVID-19 | BioPrime Community |
60
+ | EGFR Kinase | Lung Cancer | Smartledger & Origin Neural AI |
61
 
62
+ ## Try It Now!
 
 
 
 
 
63
 
64
+ 1. Go to the **Try Docking** tab
65
+ 2. Select **BRAF V600E - Melanoma**
66
+ 3. Check **Vemurafenib** (the FDA-approved drug!)
67
+ 4. Add more compounds to compare
68
+ 5. Click **Run Docking Simulation**
69
 
70
+ ## Get Real Results
71
 
72
+ This demo uses simulated data. For real blockchain-verified docking:
73
 
74
+ 🌐 **[bioprime.one](https://bioprime.one)**
75
 
76
+ - Sign up free (10 credits included)
77
+ - Screen up to 1 million compounds
78
+ - Get immutable blockchain certificates
79
+ - Join sponsored research campaigns
80
 
81
+ ## Technology
82
 
83
+ - **Docking Engine**: Origin Neural AI (GPU-accelerated)
84
+ - **Blockchain**: BSV (Bitcoin SV)
85
+ - **Visualization**: Py3Dmol
86
+ - **Backend**: FastAPI, Python
87
+ - **Frontend**: React, TypeScript, Gradio
88
 
89
+ ## Links
90
 
91
+ - 🌐 Website: [bioprime.one](https://bioprime.one)
92
+ - 🐦 Twitter: [@BioPrimeNetwork](https://twitter.com/BioPrimeNetwork)
93
+ - 💻 GitHub: [github.com/bioprime-network](https://github.com/bioprime-network)
94
 
95
  ---
96
 
97
+ *Powered by Origin Neural AI • Blockchain verification on BSV*