RESEARCH: INFLUENZA
FOLDING PROJECT #12429 PROFILE
PROJECT TEAM
Manager(s): Dylan NovackInstitution: Temple University
Project URL: View Project Website
WORK UNIT INFO
Atoms: 90,490Core: 0x22
Status: Public
Related Projects
TLDR; PROJECT SUMMARY AI BETA
Miniprotein drugs are being designed to fight flu by blocking the hemagglutinin protein on the virus. Scientists want to use computer simulations to understand how these miniproteins bind to hemagglutinin and how changes in their structure affect their binding strength. This will help them design even better miniproteins to treat influenza.
Note: This TLDR is a simplication and may not be 100% accurate.OFFICAL PROJECT DESCRIPTION
Designed miniprotein therapeutics occupy the middle ground between small molecule drugs and monoclonal antibody treatments for infectious disease.
Hemagglutinin is a viral fusion protein that allows H1 influenza A (HA) to bind sialic acid on cell surfaces, as well as being involved in the post-endocytosis mechanism of cellular infection.; The Baker lab at University of Washington has developed de novo designed miniproteins that bind hemagglutinin, and developed ways to improve their binding through affinity maturation.
Many of the mutations seen in affinity-matured sequences are not directly in the binding interface, and it is unclear how these changes lead to higher affinity.
Understanding this mechanism may help us better computationally design better binders.
We aim to use molecular dynamics simulations to examine ab initio binding pathways for these miniprotein binders, and use enhanced sampling methods to study the unbinding reaction.
Pairing these methods together will provide a robust description of the complete binding reaction for this system.
RELATED TERMS GLOSSARY AI BETA
miniprotein
A small, engineered protein with a specific function.
Miniproteins are tiny, designed proteins created in the lab. They're used because they're smaller and easier to produce than traditional antibodies, making them promising for new treatments.
therapeutics
Substances used to treat or prevent disease.
Therapeutics are medications and treatments that aim to cure, manage, or prevent diseases. They can be small molecules, antibodies, or other biological agents.
infectious disease
A disease caused by a pathogen such as bacteria, virus, or parasite.
Infectious diseases are illnesses spread from one person to another through germs like bacteria and viruses. Examples include the flu, COVID-19, and tuberculosis.
hemagglutinin
A viral surface protein that allows viruses to bind to host cells.
Hemagglutinin is a protein found on the surface of some viruses. It helps the virus attach to and enter our cells, allowing it to infect us.
H1 influenza A (HA)
Hemagglutinin subtype of influenza A virus.
H1N1 is a type of influenza virus that causes flu. Hemagglutinin (HA) is a protein on the surface of this virus that helps it attach to our cells.
sialic acid
A type of sugar molecule found on cell surfaces.
Sialic acid is a common sugar attached to the surface of our cells. Viruses like influenza use it as a docking site to attach and infect us.
affinity maturation
The process of increasing the binding affinity of an antibody for its target.
Affinity maturation is a technique used to improve antibodies. It involves making small changes in the antibody's structure to make it bind more tightly to its target.
molecular dynamics simulations
Computer simulations that model the movement and interactions of molecules.
Molecular dynamics simulations are powerful tools used to study how molecules move and interact. They help us understand processes like protein folding and drug binding.
enhanced sampling methods
Techniques used to accelerate molecular dynamics simulations.
Enhanced sampling methods help us overcome limitations in traditional molecular dynamics simulations. They allow us to study rare events and explore a wider range of possible configurations.
PROJECT FOLDING PPD AVERAGES BY GPU
Data as of Tuesday, 14 April 2026 06:34:35|
Rank Project |
Model Name Folding@Home Identifier |
Make Brand |
GPU Model |
PPD Average |
Points WU Average |
WUs Day Average |
WU Time Average |
|---|---|---|---|---|---|---|---|
| 1 | Radeon RX 7900XT/XTX/GRE Navi 31 [Radeon RX 7900XT/XTX/GRE] |
AMD | Navi 31 | 3,639,984 | 144,192 | 25.24 | 0 hrs 57 mins |
| 2 | Radeon RX 6900 XT Navi 21 [Radeon RX 6900 XT] |
AMD | Navi 21 | 3,580,832 | 183,143 | 19.55 | 1 hrs 14 mins |
| 3 | Radeon RX 6950 XT Navi 21 [Radeon RX 6950 XT] |
AMD | Navi 21 | 3,427,370 | 178,512 | 19.20 | 1 hrs 15 mins |
| 4 | TITAN V GV100 [TITAN V] M 12288 |
Nvidia | GV100 | 3,053,514 | 168,104 | 18.16 | 1 hrs 19 mins |
| 5 | Radeon RX 7700XT/7800XT Navi 32 [Radeon RX 7700XT/7800XT] |
AMD | Navi 32 | 2,869,002 | 124,630 | 23.02 | 1 hrs 3 mins |
| 6 | Radeon RX 6800/6800XT/6900XT Navi 21 [Radeon RX 6800/6800XT/6900XT] |
AMD | Navi 21 | 2,600,833 | 163,814 | 15.88 | 1 hrs 31 mins |
| 7 | GeForce RTX 2060 12GB TU106 [GeForce RTX 2060 12GB] |
Nvidia | TU106 | 2,243,784 | 155,934 | 14.39 | 1 hrs 40 mins |
| 8 | Quadro RTX 4000 TU104GL [Quadro RTX 4000] |
Nvidia | TU104GL | 2,225,919 | 156,542 | 14.22 | 1 hrs 41 mins |
| 9 | GeForce RTX 2060 Super TU106 [GeForce RTX 2060 SUPER] |
Nvidia | TU106 | 2,198,329 | 155,877 | 14.10 | 1 hrs 42 mins |
| 10 | GeForce RTX 2070 Rev. A TU106 [GeForce RTX 2070 Rev. A] |
Nvidia | TU106 | 2,194,417 | 150,773 | 14.55 | 1 hrs 39 mins |
| 11 | GeForce RTX 2070 TU106 [GeForce RTX 2070] |
Nvidia | TU106 | 2,096,870 | 148,490 | 14.12 | 1 hrs 42 mins |
| 12 | GeForce GTX 1080 Ti GP102 [GeForce GTX 1080 Ti] 11380 |
Nvidia | GP102 | 2,045,784 | 134,770 | 15.18 | 1 hrs 35 mins |
| 13 | GeForce RTX 2060 TU104 [GeForce RTX 2060] |
Nvidia | TU104 | 1,947,325 | 149,148 | 13.06 | 1 hrs 50 mins |
| 14 | GeForce RTX 2070 Mobile TU106BM [GeForce RTX 2070 Mobile] |
Nvidia | TU106BM | 1,817,999 | 146,205 | 12.43 | 1 hrs 56 mins |
| 15 | GeForce RTX 3060 Mobile / Max-Q GA106M [GeForce RTX 3060 Mobile / Max-Q] |
Nvidia | GA106M | 1,796,939 | 121,657 | 14.77 | 1 hrs 37 mins |
| 16 | GeForce RTX 2060 TU106 [Geforce RTX 2060] |
Nvidia | TU106 | 1,702,435 | 132,367 | 12.86 | 1 hrs 52 mins |
| 17 | GeForce RTX 2070 Mobile / Max-Q Refresh TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh] |
Nvidia | TU106M | 1,572,290 | 139,908 | 11.24 | 2 hrs 8 mins |
| 18 | Radeon RX 6650XT Navi 23 [Radeon RX 6650XT] |
AMD | Navi 23 | 1,565,162 | 139,256 | 11.24 | 2 hrs 8 mins |
| 19 | GeForce RTX 2060 Mobile TU106M [GeForce RTX 2060 Mobile] |
Nvidia | TU106M | 1,457,758 | 136,040 | 10.72 | 2 hrs 14 mins |
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| 20 | Radeon RX 6700/6700XT/6800M Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M] |
AMD | Navi 22 XT-XL | 1,424,932 | 96,642 | 14.74 | 1 hrs 38 mins |
| 21 | GeForce RTX 2070 Mobile TU106M [GeForce RTX 2070 Mobile] |
Nvidia | TU106M | 1,396,246 | 133,831 | 10.43 | 2 hrs 18 mins |
| 22 | Radeon RX 7700S/7600(S) Navi 33 [Radeon RX 7700S/7600(S)] |
AMD | Navi 33 | 1,326,751 | 130,755 | 10.15 | 2 hrs 22 mins |
| 23 | P102-100 GP102 [P102-100] |
Nvidia | GP102 | 1,324,910 | 124,687 | 10.63 | 2 hrs 16 mins |
| 24 | TITAN X GP102 [TITAN X] 6144 |
Nvidia | GP102 | 1,318,216 | 122,324 | 10.78 | 2 hrs 14 mins |
| 25 | GeForce GTX 1070 Ti GP104 [GeForce GTX 1070 Ti] 8186 |
Nvidia | GP104 | 1,229,134 | 102,133 | 12.03 | 1 hrs 60 mins |
| 26 | GeForce GTX 1660 Ti TU116 [GeForce GTX 1660 Ti] |
Nvidia | TU116 | 1,176,670 | 126,640 | 9.29 | 2 hrs 35 mins |
| 27 | GeForce GTX 1660 SUPER TU116 [GeForce GTX 1660 SUPER] |
Nvidia | TU116 | 1,157,889 | 92,930 | 12.46 | 1 hrs 56 mins |
| 28 | GeForce GTX 1080 GP104 [GeForce GTX 1080] 8873 |
Nvidia | GP104 | 1,157,675 | 110,303 | 10.50 | 2 hrs 17 mins |
| 29 | GeForce GTX 980 Ti GM200 [GeForce GTX 980 Ti] 5632 |
Nvidia | GM200 | 1,155,521 | 122,156 | 9.46 | 2 hrs 32 mins |
| 30 | Radeon RX 6600/6600 XT/6600M Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M] |
AMD | Navi 23 XT-XL | 1,148,213 | 123,605 | 9.29 | 2 hrs 35 mins |
| 31 | GeForce GTX 1060 6GB GP106 [GeForce GTX 1060 6GB] 4372 |
Nvidia | GP106 | 1,111,785 | 50,842 | 21.87 | 1 hrs 6 mins |
| 32 | GeForce GTX 1070 GP104 [GeForce GTX 1070] 6463 |
Nvidia | GP104 | 1,107,361 | 121,598 | 9.11 | 2 hrs 38 mins |
| 33 | Radeon PRO W6600 Navi 23 XL [Radeon PRO W6600] |
AMD | Navi 23 XL | 1,088,189 | 118,732 | 9.17 | 2 hrs 37 mins |
| 34 | GeForce RTX 3050 8GB GA107 [GeForce RTX 3050 8GB] |
Nvidia | GA107 | 1,064,068 | 125,100 | 8.51 | 2 hrs 49 mins |
| 35 | P104-100 GP104 [P104-100] |
Nvidia | GP104 | 1,035,820 | 121,156 | 8.55 | 2 hrs 48 mins |
| 36 | Tesla M40 GM200GL [Tesla M40] 6844 |
Nvidia | GM200GL | 1,013,701 | 119,973 | 8.45 | 2 hrs 50 mins |
| 37 | Radeon VII Vega 20 [Radeon VII] |
AMD | Vega 20 | 1,003,155 | 160,447 | 6.25 | 3 hrs 50 mins |
| 38 | RX 5600 OEM/5600XT/5700/5700XT Navi 10 [RX 5600 OEM/5600XT/5700/5700XT] |
AMD | Navi 10 | 993,865 | 119,323 | 8.33 | 2 hrs 53 mins |
| 39 | Radeon Pro W5700 Navi 10 [Radeon Pro W5700] |
AMD | Navi 10 | 982,592 | 77,690 | 12.65 | 1 hrs 54 mins |
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| 40 | TITAN Xp GP102 [TITAN Xp] 12150 |
Nvidia | GP102 | 913,351 | 113,588 | 8.04 | 2 hrs 59 mins |
| 41 | Radeon Vega FE Vega 10 XTX [Radeon Vega FE] |
AMD | Vega 10 XTX | 863,475 | 112,962 | 7.64 | 3 hrs 8 mins |
| 42 | GeForce GTX 1660 Mobile TU116M [GeForce GTX 1660 Mobile] |
Nvidia | TU116M | 831,863 | 109,024 | 7.63 | 3 hrs 9 mins |
| 43 | Tesla P4 GP104GL [Tesla P4] 5704 |
Nvidia | GP104GL | 826,969 | 113,533 | 7.28 | 3 hrs 18 mins |
| 44 | GeForce RTX 3050 6GB Laptop GPU GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU] |
Nvidia | GN20-P0-R-K2 | 820,943 | 112,365 | 7.31 | 3 hrs 17 mins |
| 45 | Quadro M6000 GM200GL [Quadro M6000] |
Nvidia | GM200GL | 809,031 | 103,571 | 7.81 | 3 hrs 4 mins |
| 46 | Radeon RX Vega 56/64 Vega 10 XL/XT [Radeon RX Vega 56/64] |
AMD | Vega 10 XL/XT | 801,580 | 101,235 | 7.92 | 3 hrs 2 mins |
| 47 | GeForce GTX 1660 TU116 [GeForce GTX 1660] |
Nvidia | TU116 | 779,611 | 108,173 | 7.21 | 3 hrs 20 mins |
| 48 | P106-100 GP106 [P106-100] |
Nvidia | GP106 | 747,873 | 108,282 | 6.91 | 3 hrs 28 mins |
| 49 | GeForce GTX 1060 3GB GP106 [GeForce GTX 1060 3GB] 3935 |
Nvidia | GP106 | 741,963 | 108,838 | 6.82 | 3 hrs 31 mins |
| 50 | GeForce GTX 1060 6GB GP104 [GeForce GTX 1060 6GB] |
Nvidia | GP104 | 705,020 | 107,844 | 6.54 | 3 hrs 40 mins |
| 51 | GeForce GTX 980 GM204 [GeForce GTX 980] 4612 |
Nvidia | GM204 | 701,008 | 101,323 | 6.92 | 3 hrs 28 mins |
| 52 | Quadro P4000 Mobile GP104GLM [Quadro P4000 Mobile] |
Nvidia | GP104GLM | 700,415 | 106,483 | 6.58 | 3 hrs 39 mins |
| 53 | Quadro P3200 Mobile GP104GLM [Quadro P3200 Mobile] |
Nvidia | GP104GLM | 690,025 | 105,982 | 6.51 | 3 hrs 41 mins |
| 54 | GeForce RTX 3050 Ti Mobile GA107M [GeForce RTX 3050 Ti Mobile] |
Nvidia | GA107M | 663,825 | 104,925 | 6.33 | 3 hrs 48 mins |
| 55 | GeForce GTX 1650 SUPER TU116 [GeForce GTX 1650 SUPER] |
Nvidia | TU116 | 514,316 | 91,148 | 5.64 | 4 hrs 15 mins |
| 56 | Radeon RX 6400/6500XT Navi 24 [Radeon RX 6400/6500XT] |
AMD | Navi 24 | 511,138 | 99,029 | 5.16 | 4 hrs 39 mins |
| 57 | GeForce GTX Titan Black GK110 [GeForce GTX Titan Black] 5121 |
Nvidia | GK110 | 506,552 | 96,551 | 5.25 | 4 hrs 34 mins |
| 58 | Radeon RX 7700S/7600S Navi 33 [Radeon RX 7700S/7600S] |
AMD | Navi 33 | 497,537 | 34,100 | 14.59 | 1 hrs 39 mins |
| 59 | GeForce GTX 1650 TU116 [GeForce GTX 1650] 3091 |
Nvidia | TU116 | 478,089 | 93,031 | 5.14 | 4 hrs 40 mins |
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| 60 | Tesla K40c GK110 [Tesla K40c] 5046 |
Nvidia | GK110 | 470,060 | 93,225 | 5.04 | 4 hrs 46 mins |
| 61 | GeForce GTX 1650 TU117 [GeForce GTX 1650] |
Nvidia | TU117 | 467,334 | 82,560 | 5.66 | 4 hrs 14 mins |
| 62 | GeForce GTX 970 GM204 [GeForce GTX 970] 3494 |
Nvidia | GM204 | 456,007 | 90,223 | 5.05 | 4 hrs 45 mins |
| 63 | GeForce GTX Titan Z GK110 [GeForce GTX Titan Z] 8122 |
Nvidia | GK110 | 445,374 | 95,721 | 4.65 | 5 hrs 9 mins |
| 64 | GeForce GTX 1650 Mobile / Max-Q TU117M [GeForce GTX 1650 Mobile / Max-Q] |
Nvidia | TU117M | 419,554 | 92,962 | 4.51 | 5 hrs 19 mins |
| 65 | Quadro T1000 Mobile TU117GLM [Quadro T1000 Mobile] |
Nvidia | TU117GLM | 417,124 | 79,510 | 5.25 | 4 hrs 34 mins |
| 66 | Quadro P2200 GP106GL [Quadro P2200] |
Nvidia | GP106GL | 387,215 | 84,478 | 4.58 | 5 hrs 14 mins |
| 67 | P106-090 GP106 [P106-090] |
Nvidia | GP106 | 382,030 | 86,842 | 4.40 | 5 hrs 27 mins |
| 68 | RX 470/480/570/580/590 Ellesmere XT [RX 470/480/570/580/590] |
AMD | Ellesmere XT | 368,520 | 86,202 | 4.28 | 5 hrs 37 mins |
| 69 | GeForce GTX 1650 Ti Mobile TU117M [GeForce GTX 1650 Ti Mobile] |
Nvidia | TU117M | 361,374 | 85,189 | 4.24 | 5 hrs 39 mins |
| 70 | GeForce GTX 1050 Ti GP107 [GeForce GTX 1050 Ti] 2138 |
Nvidia | GP107 | 324,726 | 85,054 | 3.82 | 6 hrs 17 mins |
| 71 | GeForce GTX 1050 LP GP107 [GeForce GTX 1050 LP] 1862 |
Nvidia | GP107 | 312,169 | 39,118 | 7.98 | 3 hrs 0 mins |
| 72 | Quadro M4000 GM204GL [Quadro M4000] |
Nvidia | GM204GL | 301,270 | 80,496 | 3.74 | 6 hrs 25 mins |
| 73 | R9 290X/390X Hawaii/Grenada XT [R9 290X/390X] |
AMD | Hawaii/Grenada XT | 290,653 | 85,287 | 3.41 | 7 hrs 3 mins |
| 74 | GeForce GTX 1050 Mobile GP107M [GeForce GTX 1050 Mobile] |
Nvidia | GP107M | 264,140 | 76,370 | 3.46 | 6 hrs 56 mins |
| 75 | GeForce GTX 960 GM206 [GeForce GTX 960] 2308 |
Nvidia | GM206 | 235,237 | 71,285 | 3.30 | 7 hrs 16 mins |
| 76 | GeForce GTX 1050 3 GB Max-Q GP107M [GeForce GTX 1050 3 GB Max-Q] |
Nvidia | GP107M | 229,855 | 71,910 | 3.20 | 7 hrs 31 mins |
| 77 | GeForce GTX 950 GM206 [GeForce GTX 950] 1572 |
Nvidia | GM206 | 228,736 | 73,442 | 3.11 | 7 hrs 42 mins |
| 78 | RX 5500/5500M/Pro 5500M Navi 14 [RX 5500/5500M/Pro 5500M] |
AMD | Navi 14 | 218,142 | 71,341 | 3.06 | 7 hrs 51 mins |
| 79 | Quadro P1000 GP107GL [Quadro P1000] |
Nvidia | GP107GL | 205,716 | 71,850 | 2.86 | 8 hrs 23 mins |
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| 80 | Radeon R9 285/380 Tonga PRO [Radeon R9 285/380] |
AMD | Tonga PRO | 178,089 | 69,978 | 2.54 | 9 hrs 26 mins |
| 81 | Quadro P620 GP107GL [Quadro P620] |
Nvidia | GP107GL | 168,916 | 66,431 | 2.54 | 9 hrs 26 mins |
| 82 | GeForce GTX 750 Ti GM107 [GeForce GTX 750 Ti] 1389 |
Nvidia | GM107 | 154,732 | 64,312 | 2.41 | 9 hrs 59 mins |
| 83 | R9 280X/HD 7900/8970 OEM Tahiti XT [R9 280X/HD 7900/8970 OEM] |
AMD | Tahiti XT | 146,441 | 69,008 | 2.12 | 11 hrs 19 mins |
| 84 | GeForce MX150 GP107M [GeForce MX150] |
Nvidia | GP107M | 111,276 | 57,803 | 1.93 | 12 hrs 28 mins |
| 85 | Quadro P600 GP107GL [Quadro P600] |
Nvidia | GP107GL | 87,104 | 59,501 | 1.46 | 16 hrs 24 mins |
| 86 | GeForce GT 1030 GP108 [GeForce GT 1030] |
Nvidia | GP108 | 75,918 | 45,020 | 1.69 | 14 hrs 14 mins |
| 87 | GeForce GTX 760 GK104 [GeForce GTX 760] 2258 |
Nvidia | GK104 | 70,503 | 47,149 | 1.50 | 16 hrs 3 mins |
| 88 | GeForce MX150 GP108 [GeForce MX150] |
Nvidia | GP108 | 32,702 | 35,456 | 0.92 | 26 hrs 1 mins |
| 89 | Quadro K620 GM107GL [Quadro K620] |
Nvidia | GM107GL | 27,531 | 44,247 | 0.62 | 38 hrs 34 mins |
PROJECT FOLDING PPD AVERAGES BY CPU BETA
Data as of Tuesday, 14 April 2026 06:34:35|
Rank Project |
CPU Model |
Logical Processors (LP) |
PPD-PLP AVG PPD per 1 LP |
ALL LP-PPD (Estimated) |
Make |
|---|