RESEARCH: INFLUENZA
FOLDING PROJECT #12427 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,575
Core: 0x22
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project looks at miniproteins designed to fight the flu. These tiny proteins bind to a part of the flu virus called hemagglutinin, stopping it from infecting cells. Scientists want to understand how these proteins work so well by using computer simulations to see how they attach and detach from the virus.

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 engineered for specific functions.

Technical: Biopharmaceuticals
Biotechnology / Drug Development

Miniproteins are artificially designed proteins that are smaller than traditional antibodies. They have potential applications in medicine as targeted drug delivery systems or therapeutic agents due to their ability to bind to specific molecules.


Hemagglutinin

A viral protein that allows viruses to bind to host cells.

Technical: Healthcare
Medicine / Virology

Hemagglutinin is a surface protein found on influenza viruses. It plays a crucial role in the virus's ability to attach to and infect human cells by binding to sialic acid receptors on cell surfaces.


Affinity Maturation

A process of increasing the binding affinity of an antibody or protein to its target.

Technical: Biopharmaceuticals
Biotechnology / Immunology

Affinity maturation is a technique used in biotechnology to enhance the ability of antibodies or proteins to bind to their specific targets. This process involves making multiple rounds of mutations and selecting for variants with improved binding strength.


Molecular Dynamics Simulations

Computer simulations of the movement and interactions of molecules.

Technical: Research
Biochemistry / Computational Biology

Molecular dynamics simulations are a powerful tool used in computational biology to study the behavior of molecules over time. By simulating the movements and interactions of atoms and molecules, scientists can gain insights into their structure, function, and reactivity.


Enhanced Sampling Methods

Techniques used to speed up molecular dynamics simulations.

Technical: Research
Biochemistry / Computational Biology

Enhanced sampling methods are computational techniques used in molecular dynamics simulations to explore a wider range of possible conformations and reactions. These methods help overcome the limitations of traditional simulations by accelerating the exploration of the system's energy landscape.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:36
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 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,819,131 187,425 20.38 1 hrs 11 mins
2 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,670,091 133,449 27.50 0 hrs 52 mins
3 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,649,067 184,268 19.80 1 hrs 13 mins
4 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 2,820,052 169,929 16.60 1 hrs 27 mins
5 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,767,635 131,818 21.00 1 hrs 9 mins
6 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 2,741,215 157,021 17.46 1 hrs 22 mins
7 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,575,585 162,731 15.83 1 hrs 31 mins
8 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,296,176 156,285 14.69 1 hrs 38 mins
9 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,204,334 156,151 14.12 1 hrs 42 mins
10 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,189,856 155,599 14.07 1 hrs 42 mins
11 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,046,653 150,811 13.57 1 hrs 46 mins
12 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,920,812 111,766 17.19 1 hrs 24 mins
13 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,897,350 147,807 12.84 1 hrs 52 mins
14 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,884,277 147,832 12.75 1 hrs 53 mins
15 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,769,742 140,588 12.59 1 hrs 54 mins
16 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,716,420 125,124 13.72 1 hrs 45 mins
17 P102-100
GP102 [P102-100]
Nvidia GP102 1,711,231 139,799 12.24 1 hrs 58 mins
18 Radeon RX 6650XT
Navi 23 [Radeon RX 6650XT]
AMD Navi 23 1,560,401 138,956 11.23 2 hrs 8 mins
19 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,509,305 118,485 12.74 1 hrs 53 mins
20 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,496,304 94,354 15.86 1 hrs 31 mins
21 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,435,023 135,385 10.60 2 hrs 16 mins
22 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,412,158 134,252 10.52 2 hrs 17 mins
23 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,384,584 132,418 10.46 2 hrs 18 mins
24 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,266,764 129,481 9.78 2 hrs 27 mins
25 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,193,381 127,266 9.38 2 hrs 34 mins
26 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,167,973 108,147 10.80 2 hrs 13 mins
27 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,133,011 123,580 9.17 2 hrs 37 mins
28 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,113,237 123,602 9.01 2 hrs 40 mins
29 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,111,038 88,042 12.62 1 hrs 54 mins
30 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,107,644 101,537 10.91 2 hrs 12 mins
31 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,105,418 118,154 9.36 2 hrs 34 mins
32 P104-100
GP104 [P104-100]
Nvidia GP104 1,049,608 121,800 8.62 2 hrs 47 mins
33 Tesla M40
GM200GL [Tesla M40] 6844
Nvidia GM200GL 1,046,794 121,273 8.63 2 hrs 47 mins
34 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 1,029,282 118,267 8.70 2 hrs 45 mins
35 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 992,358 119,520 8.30 2 hrs 53 mins
36 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 964,576 114,846 8.40 2 hrs 51 mins
37 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 926,767 86,761 10.68 2 hrs 15 mins
38 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 872,273 111,534 7.82 3 hrs 4 mins
39 Quadro M6000
GM200GL [Quadro M6000]
Nvidia GM200GL 854,190 112,919 7.56 3 hrs 10 mins
40 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 839,461 113,588 7.39 3 hrs 15 mins
41 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 815,254 111,959 7.28 3 hrs 18 mins
42 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 788,789 110,885 7.11 3 hrs 22 mins
43 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 771,283 95,301 8.09 2 hrs 58 mins
44 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 752,526 108,695 6.92 3 hrs 28 mins
45 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 695,420 105,181 6.61 3 hrs 38 mins
46 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 648,825 60,004 10.81 2 hrs 13 mins
47 Quadro P4000
GP104GL [Quadro P4000]
Nvidia GP104GL 639,066 104,140 6.14 3 hrs 55 mins
48 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 581,852 96,868 6.01 3 hrs 60 mins
49 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 580,523 86,895 6.68 3 hrs 36 mins
50 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 549,741 85,168 6.45 3 hrs 43 mins
51 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 535,232 94,942 5.64 4 hrs 15 mins
52 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 535,183 34,100 15.69 1 hrs 32 mins
53 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 523,514 92,753 5.64 4 hrs 15 mins
54 GeForce GTX Titan Black
GK110 [GeForce GTX Titan Black] 5121
Nvidia GK110 522,218 96,546 5.41 4 hrs 26 mins
55 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 477,633 92,782 5.15 4 hrs 40 mins
56 Tesla K40c
GK110 [Tesla K40c] 5046
Nvidia GK110 476,472 93,945 5.07 4 hrs 44 mins
57 Quadro P2200
GP106GL [Quadro P2200]
Nvidia GP106GL 473,076 90,904 5.20 4 hrs 37 mins
58 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 465,678 96,653 4.82 4 hrs 59 mins
59 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 445,237 77,658 5.73 4 hrs 11 mins
60 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 429,928 92,771 4.63 5 hrs 11 mins
61 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 382,203 86,868 4.40 5 hrs 27 mins
62 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 375,815 85,940 4.37 5 hrs 29 mins
63 Tesla K20C
GK110 [Tesla K20C] 3524
Nvidia GK110 375,655 85,000 4.42 5 hrs 26 mins
64 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 367,543 86,083 4.27 5 hrs 37 mins
65 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 313,755 83,754 3.75 6 hrs 24 mins
66 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 308,987 86,881 3.56 6 hrs 45 mins
67 Quadro M4000
GM204GL [Quadro M4000]
Nvidia GM204GL 300,238 80,346 3.74 6 hrs 25 mins
68 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 289,160 41,608 6.95 3 hrs 27 mins
69 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 267,444 77,327 3.46 6 hrs 56 mins
70 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 252,458 75,880 3.33 7 hrs 13 mins
71 GeForce GTX 960
GM206 [GeForce GTX 960] 2308
Nvidia GM206 238,157 73,557 3.24 7 hrs 25 mins
72 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 228,908 73,451 3.12 7 hrs 42 mins
73 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 197,273 69,509 2.84 8 hrs 27 mins
74 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 195,462 69,703 2.80 8 hrs 34 mins
75 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 157,925 64,953 2.43 9 hrs 52 mins
76 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 150,538 63,891 2.36 10 hrs 11 mins
77 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 109,199 56,724 1.93 12 hrs 28 mins
78 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 84,925 50,810 1.67 14 hrs 22 mins
79 R9 280X/HD 7900/8970 OEM
Tahiti XT [R9 280X/HD 7900/8970 OEM]
AMD Tahiti XT 84,846 59,294 1.43 16 hrs 46 mins
80 Quadro P600
GP107GL [Quadro P600]
Nvidia GP107GL 78,067 59,498 1.31 18 hrs 17 mins
81 Quadro K620
GM107GL [Quadro K620]
Nvidia GM107GL 51,677 42,653 1.21 19 hrs 49 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:36
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make