RESEARCH: INFLUENZA
FOLDING PROJECT #12429 PROFILE

PROJECT TEAM

Manager(s): Dylan Novack
Institution: Temple University
Project URL: View Project Website

WORK UNIT INFO

Atoms: 90,490
Core: 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

Note: Glossary items are a high level summary and may not be 100% accurate.

miniprotein

A small, engineered protein with a specific function.

Technical: Pharmaceutical
Biotechnology / Drug Discovery

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.

Technical: Pharmaceutical
Biotechnology / Drug Development

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.

Medical: Pharmaceutical
Healthcare / Infectious Diseases

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.

Scientific: Biotechnology
Virology / Viral Infection

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.

Scientific: Biotechnology
Virology / Influenza 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.

Scientific: Biotechnology
Biochemistry / Glycobiology

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.

Technical: Pharmaceutical
Biotechnology / Antibody Engineering

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.

Scientific: Biotechnology
Biophysics / Computational Biology

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.

Scientific: Biotechnology
Biophysics / Computational Biology

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
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
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
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
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