RESEARCH: INFLUENZA
FOLDING PROJECT #12440 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,573
Core: 0x22
Status: Public

TLDR; PROJECT SUMMARY AI BETA

This project looks at miniproteins designed to fight the flu virus. They bind to a protein called hemagglutinin, which helps the virus infect cells. Researchers want to understand how these miniproteins work so they can design even better ones in the future. They'll use computer simulations to see how the miniproteins attach and detach from hemagglutinin.

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

Small, engineered proteins with therapeutic potential.

Scientific: Pharmaceutical
Biotechnology / Drug Design

Miniproteins are artificially created proteins designed to be smaller and more effective than traditional antibodies. They have various applications in medicine, including treating infections and diseases.


therapeutics

Medicines or treatments used to prevent or cure diseases.

Scientific: Pharmaceutical
Biotechnology / Drug Development

Therapeutics are medical interventions aimed at treating or preventing diseases. This can include medications, surgery, or other forms of treatment.


infectious disease

A disease caused by a pathogenic microorganism.

Scientific: Pharmaceutical
Biotechnology / Infectious Disease Research

Infectious diseases are illnesses caused by harmful microorganisms like bacteria, viruses, fungi, or parasites. These pathogens can spread from person to person, animal to person, or through contaminated environments.


hemagglutinin

A viral protein that allows attachment to host cells.

Scientific: Pharmaceutical
Biotechnology / Virology

Hemagglutinin is a key protein found on the surface of influenza viruses. It helps the virus attach to and enter host cells, enabling infection.


influenza A (HA)

Hemagglutinin subtype of influenza A virus.

Scientific: Pharmaceutical
Biotechnology / Virology

Influenza A (HA) refers to a specific type of hemagglutinin protein found on the surface of influenza A viruses. Different subtypes of HA contribute to the variations in influenza strains.


sialic acid

A type of sugar molecule found on cell surfaces.

Scientific: Pharmaceutical
Biotechnology / Glycobiology

Sialic acid is a type of sugar molecule that plays a crucial role in cell recognition and signaling. It is often found attached to proteins and lipids on the surface of cells.


affinity maturation

The process of improving the binding affinity of an antibody or other biomolecule.

Scientific: Pharmaceutical
Biotechnology / Immunology

Affinity maturation is a natural process where antibodies evolve to bind more tightly to their target antigens. This occurs through mutations in the antibody genes, resulting in higher-affinity antibodies.


molecular dynamics simulations

Computer simulations of the movement and interactions of atoms and molecules.

Scientific: Pharmaceutical
Biotechnology / Computational Biology

Molecular dynamics simulations are powerful computer models that simulate the behavior of molecules over time. They can be used to study various biological processes, including protein folding, drug binding, and cellular interactions.


enhanced sampling methods

Techniques used to accelerate the exploration of conformational space in molecular simulations.

Scientific: Pharmaceutical
Biotechnology / Computational Biology

Enhanced sampling methods are computational techniques that help researchers overcome limitations in traditional molecular dynamics simulations. They allow for a more thorough exploration of the possible conformations and energy landscapes of molecules.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:29
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 3,893,616 186,970 20.82 1 hrs 9 mins
2 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,617,779 183,615 19.70 1 hrs 13 mins
3 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,561,964 137,629 25.88 0 hrs 56 mins
4 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,796,671 97,705 28.62 0 hrs 50 mins
5 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 2,537,720 153,010 16.59 1 hrs 27 mins
6 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,529,049 161,694 15.64 1 hrs 32 mins
7 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 2,344,843 159,174 14.73 1 hrs 38 mins
8 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,241,500 157,022 14.28 1 hrs 41 mins
9 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,207,615 152,793 14.45 1 hrs 40 mins
10 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,179,124 155,349 14.03 1 hrs 43 mins
11 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,105,202 152,059 13.84 1 hrs 44 mins
12 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,998,361 105,520 18.94 1 hrs 16 mins
13 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,922,718 148,790 12.92 1 hrs 51 mins
14 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,879,132 147,736 12.72 1 hrs 53 mins
15 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,861,037 146,934 12.67 1 hrs 54 mins
16 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,706,493 130,463 13.08 1 hrs 50 mins
17 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,519,318 134,422 11.30 2 hrs 7 mins
18 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,497,334 137,053 10.93 2 hrs 12 mins
19 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,472,287 136,292 10.80 2 hrs 13 mins
20 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,437,198 97,447 14.75 1 hrs 38 mins
21 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,374,374 105,352 13.05 1 hrs 50 mins
22 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,287,940 80,636 15.97 1 hrs 30 mins
23 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,282,497 129,050 9.94 2 hrs 25 mins
24 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,189,133 116,729 10.19 2 hrs 21 mins
25 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,180,748 126,986 9.30 2 hrs 35 mins
26 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,166,428 90,480 12.89 1 hrs 52 mins
27 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,161,382 121,930 9.52 2 hrs 31 mins
28 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,042,473 119,068 8.76 2 hrs 44 mins
29 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,038,286 118,887 8.73 2 hrs 45 mins
30 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,003,621 117,759 8.52 2 hrs 49 mins
31 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 933,092 111,194 8.39 2 hrs 52 mins
32 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 925,928 70,212 13.19 1 hrs 49 mins
33 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 918,964 105,655 8.70 2 hrs 46 mins
34 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 899,754 106,149 8.48 2 hrs 50 mins
35 Quadro M6000
GM200GL [Quadro M6000]
Nvidia GM200GL 849,726 113,762 7.47 3 hrs 13 mins
36 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 848,534 110,919 7.65 3 hrs 8 mins
37 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 794,829 107,266 7.41 3 hrs 14 mins
38 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 784,724 111,527 7.04 3 hrs 25 mins
39 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 777,600 34,100 22.80 1 hrs 3 mins
40 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 735,933 108,774 6.77 3 hrs 33 mins
41 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 724,544 106,699 6.79 3 hrs 32 mins
42 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 710,228 107,795 6.59 3 hrs 39 mins
43 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 690,788 99,947 6.91 3 hrs 28 mins
44 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 531,247 99,946 5.32 4 hrs 31 mins
45 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 507,316 92,088 5.51 4 hrs 21 mins
46 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 478,831 92,075 5.20 4 hrs 37 mins
47 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 475,640 92,716 5.13 4 hrs 41 mins
48 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 416,426 92,348 4.51 5 hrs 19 mins
49 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 407,082 59,861 6.80 3 hrs 32 mins
50 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 381,989 86,594 4.41 5 hrs 26 mins
51 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 365,726 91,237 4.01 5 hrs 59 mins
52 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 364,275 85,998 4.24 5 hrs 40 mins
53 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 343,723 88,172 3.90 6 hrs 9 mins
54 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 315,378 34,100 9.25 2 hrs 36 mins
55 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 312,610 34,100 9.17 2 hrs 37 mins
56 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 310,543 85,218 3.64 6 hrs 35 mins
57 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 308,404 86,995 3.55 6 hrs 46 mins
58 GeForce GTX 1050 Ti Mobile
GP107M [GeForce GTX 1050 Ti Mobile]
Nvidia GP107M 301,191 81,312 3.70 6 hrs 29 mins
59 Radeon RX 580 2048SP
Polaris 20 XL [Radeon RX 580 2048SP]
AMD Polaris 20 XL 283,051 79,748 3.55 6 hrs 46 mins
60 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 252,546 75,873 3.33 7 hrs 13 mins
61 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 251,727 73,953 3.40 7 hrs 3 mins
62 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 228,864 73,434 3.12 7 hrs 42 mins
63 GeForce GTX 960
GM206 [GeForce GTX 960] 2308
Nvidia GM206 216,100 72,152 3.00 8 hrs 1 mins
64 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 197,460 69,894 2.83 8 hrs 30 mins
65 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 130,149 63,463 2.05 11 hrs 42 mins
66 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 107,584 55,986 1.92 12 hrs 29 mins
67 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 86,400 34,100 2.53 9 hrs 28 mins
68 Quadro K1200
GM107GL [Quadro K1200]
Nvidia GM107GL 55,721 51,569 1.08 22 hrs 13 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:29
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make