RESEARCH: INFLUENZA
FOLDING PROJECT #12430 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,541
Core: 0x22
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project looks at miniprotein drugs that fight the flu virus. These tiny proteins latch onto a part of the virus called hemagglutinin, preventing it from infecting cells. Scientists want to use computer simulations to understand how these miniproteins work and design even better ones.

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 protein designed for therapeutic purposes.

Technical: Pharmaceutical
Biotechnology / Drug Development

Miniproteins are tiny proteins engineered to act as drugs. They're smaller than traditional antibodies but larger than small molecule drugs, offering a unique approach to treating diseases.


therapeutics

Substances used to treat or prevent diseases.

Technical: Pharmaceutical
Biotechnology / Drug Development

Therapeutics encompass a wide range of medical treatments, including drugs, vaccines, and gene therapies, aimed at preventing, diagnosing, or treating diseases.


hemagglutinin

A viral protein that allows influenza A virus to bind to cell surfaces.

Scientific: Biopharmaceutical
Virology / Influenza

Hemagglutinin is a key protein on the surface of the influenza A virus. It helps the virus attach to and infect cells by binding to sialic acid molecules present on cell surfaces.


influenza A (HA)

Hemagglutinin (HA) subtype of Influenza A virus.

Scientific: Biopharmaceutical
Virology / Influenza

Influenza A viruses are classified based on their surface proteins, hemagglutinin (HA) and neuraminidase (NA). HA allows the virus to bind to cells while NA helps it spread.


binding

The process of molecules adhering to each other.

Technical: Pharmaceutical
Biochemistry / Protein-Ligand Interactions

Binding refers to the interaction between molecules, such as proteins and ligands, where they attach to each other. This can be a reversible or irreversible process and is crucial for many biological functions.


affinity maturation

The process of enhancing the binding affinity of antibodies.

Technical: Biopharmaceutical
Immunology / Antibody Engineering

Affinity maturation is a biological process where antibodies are gradually improved over time to bind more strongly to their target antigens. This is crucial for effective immune responses.


molecular dynamics simulations

Computer simulations used to model the movement of atoms and molecules.

Technical: Biotechnology
Bioinformatics / Computational Biology

Molecular dynamics simulations are powerful tools that allow scientists to virtually observe and analyze the behavior of molecules over time. They help understand complex biological processes at a detailed atomic level.


ab initio

From first principles; based on fundamental laws of physics.

Technical: Biotechnology
Computational Chemistry / Quantum Mechanics

Ab initio methods in computational chemistry rely solely on the fundamental laws of physics to predict molecular properties and behavior. They provide a theoretical foundation for understanding chemical systems.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:34
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 3,661,457 145,034 25.25 0 hrs 57 mins
2 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,655,457 181,835 20.10 1 hrs 12 mins
3 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,630,555 183,847 19.75 1 hrs 13 mins
4 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,869,785 107,257 26.76 0 hrs 54 mins
5 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,595,383 162,880 15.93 1 hrs 30 mins
6 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,274,388 155,627 14.61 1 hrs 39 mins
7 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,204,318 156,002 14.13 1 hrs 42 mins
8 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,189,763 155,603 14.07 1 hrs 42 mins
9 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,179,354 153,680 14.18 1 hrs 42 mins
10 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 2,122,063 152,157 13.95 1 hrs 43 mins
11 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 2,001,233 138,440 14.46 1 hrs 40 mins
12 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,996,209 113,799 17.54 1 hrs 22 mins
13 Quadro RTX 5000 Mobile / Max-Q
TU104GLM [Quadro RTX 5000 Mobile / Max-Q]
Nvidia TU104GLM 1,903,342 147,378 12.91 1 hrs 52 mins
14 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,895,921 147,568 12.85 1 hrs 52 mins
15 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,861,903 147,641 12.61 1 hrs 54 mins
16 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,774,894 127,217 13.95 1 hrs 43 mins
17 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,747,767 143,906 12.15 1 hrs 59 mins
18 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,703,937 137,561 12.39 1 hrs 56 mins
19 Radeon RX 6650XT
Navi 23 [Radeon RX 6650XT]
AMD Navi 23 1,549,932 138,819 11.17 2 hrs 9 mins
20 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,494,928 137,732 10.85 2 hrs 13 mins
21 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,407,217 134,078 10.50 2 hrs 17 mins
22 P102-100
GP102 [P102-100]
Nvidia GP102 1,354,118 126,639 10.69 2 hrs 15 mins
23 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,344,839 99,680 13.49 1 hrs 47 mins
24 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,315,220 130,757 10.06 2 hrs 23 mins
25 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,304,382 129,358 10.08 2 hrs 23 mins
26 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,287,468 101,383 12.70 1 hrs 53 mins
27 GeForce RTX 3050 8GB
GA107 [GeForce RTX 3050 8GB]
Nvidia GA107 1,203,357 128,521 9.36 2 hrs 34 mins
28 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 1,195,450 104,158 11.48 2 hrs 5 mins
29 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,156,788 108,705 10.64 2 hrs 15 mins
30 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,145,087 86,774 13.20 1 hrs 49 mins
31 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,144,138 125,246 9.14 2 hrs 38 mins
32 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,123,557 123,531 9.10 2 hrs 38 mins
33 Tesla M40
GM200GL [Tesla M40] 6844
Nvidia GM200GL 1,081,867 122,315 8.84 2 hrs 43 mins
34 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,072,809 122,597 8.75 2 hrs 45 mins
35 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,059,433 115,882 9.14 2 hrs 38 mins
36 P104-100
GP104 [P104-100]
Nvidia GP104 1,050,245 121,796 8.62 2 hrs 47 mins
37 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 984,743 117,822 8.36 2 hrs 52 mins
38 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 964,232 116,592 8.27 2 hrs 54 mins
39 Quadro M6000
GM200GL [Quadro M6000]
Nvidia GM200GL 874,402 115,179 7.59 3 hrs 10 mins
40 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 868,054 101,320 8.57 2 hrs 48 mins
41 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 847,828 110,040 7.70 3 hrs 7 mins
42 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 826,646 113,182 7.30 3 hrs 17 mins
43 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 823,063 111,596 7.38 3 hrs 15 mins
44 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 811,934 107,463 7.56 3 hrs 11 mins
45 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 799,241 73,821 10.83 2 hrs 13 mins
46 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 772,402 111,217 6.94 3 hrs 27 mins
47 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 764,605 110,196 6.94 3 hrs 28 mins
48 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 738,249 34,100 21.65 1 hrs 7 mins
49 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 729,243 107,627 6.78 3 hrs 33 mins
50 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 725,715 106,299 6.83 3 hrs 31 mins
51 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 703,549 68,630 10.25 2 hrs 20 mins
52 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 697,900 98,070 7.12 3 hrs 22 mins
53 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 689,175 106,855 6.45 3 hrs 43 mins
54 Quadro P4000
GP104GL [Quadro P4000]
Nvidia GP104GL 678,174 105,526 6.43 3 hrs 44 mins
55 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 643,605 102,651 6.27 3 hrs 50 mins
56 Quadro T1200 Mobile
TU117GLM [Quadro T1200 Mobile]
Nvidia TU117GLM 558,902 98,680 5.66 4 hrs 14 mins
57 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 549,568 95,488 5.76 4 hrs 10 mins
58 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 497,833 93,513 5.32 4 hrs 30 mins
59 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 483,704 93,551 5.17 4 hrs 39 mins
60 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 483,018 93,402 5.17 4 hrs 38 mins
61 Tesla K40c
GK110 [Tesla K40c] 5046
Nvidia GK110 478,043 93,882 5.09 4 hrs 43 mins
62 GeForce GTX Titan Black
GK110 [GeForce GTX Titan Black] 5121
Nvidia GK110 435,191 93,883 4.64 5 hrs 11 mins
63 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 429,429 93,565 4.59 5 hrs 14 mins
64 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 396,898 87,946 4.51 5 hrs 19 mins
65 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 389,820 89,759 4.34 5 hrs 32 mins
66 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 389,420 87,898 4.43 5 hrs 25 mins
67 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 387,187 82,025 4.72 5 hrs 5 mins
68 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 379,443 86,048 4.41 5 hrs 27 mins
69 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 377,286 86,726 4.35 5 hrs 31 mins
70 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 331,985 84,233 3.94 6 hrs 5 mins
71 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 312,464 86,117 3.63 6 hrs 37 mins
72 GeForce GTX 1050 Ti Mobile
GP107M [GeForce GTX 1050 Ti Mobile]
Nvidia GP107M 309,409 81,216 3.81 6 hrs 18 mins
73 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 288,218 42,487 6.78 3 hrs 32 mins
74 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 267,824 77,208 3.47 6 hrs 55 mins
75 Radeon RX 580 2048SP
Polaris 20 XL [Radeon RX 580 2048SP]
AMD Polaris 20 XL 267,646 77,938 3.43 6 hrs 59 mins
76 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 256,379 76,270 3.36 7 hrs 8 mins
77 GeForce GTX 960
GM206 [GeForce GTX 960] 2308
Nvidia GM206 236,664 73,980 3.20 7 hrs 30 mins
78 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 228,777 73,440 3.12 7 hrs 42 mins
79 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 201,968 70,383 2.87 8 hrs 22 mins
80 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 194,634 70,023 2.78 8 hrs 38 mins
81 Quadro P1000 Mobile
GP107GLM [Quadro P1000 Mobile]
Nvidia GP107GLM 160,181 34,100 4.70 5 hrs 7 mins
82 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 135,962 59,777 2.27 10 hrs 33 mins
83 GeForce GTX 750
GM107 [GeForce GTX 750] 1111
Nvidia GM107 114,253 61,907 1.85 13 hrs 0 mins
84 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 110,168 57,593 1.91 12 hrs 33 mins
85 Quadro K2200
GM107GL [Quadro K2200]
Nvidia GM107GL 86,412 55,968 1.54 15 hrs 33 mins
86 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 83,136 51,963 1.60 15 hrs 0 mins
87 GeForce MX150
GP108 [GeForce MX150]
Nvidia GP108 59,855 42,311 1.41 16 hrs 58 mins
88 GeForce GTX 660
GK106 [GeForce GTX 660]
Nvidia GK106 44,794 46,173 0.97 24 hrs 44 mins
89 GeForce GTX 745
GM107 [GeForce GTX 745] 793
Nvidia GM107 35,673 45,706 0.78 30 hrs 45 mins
90 Quadro NVS 510
GK107 [Quadro NVS 510]
Nvidia GK107 6,553 34,100 0.19 124 hrs 53 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:34
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make