RESEARCH: INFLUENZA
FOLDING PROJECT #12439 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

TLDR; PROJECT SUMMARY AI BETA

This project looks at how miniprotein drugs work against the flu virus. These miniproteins latch onto a protein called hemagglutinin, which helps the virus infect cells. By studying how these miniproteins bind and detach from hemagglutinin using computer simulations, researchers hope to design even better miniprotein drugs in the future.

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 / Therapeutic Development

Miniproteins are artificially engineered proteins with a compact size. They possess the potential to act as effective therapeutics due to their ability to target specific biological molecules and pathways.


therapeutics

Agents used to treat or prevent disease.

Technical: Pharmaceutical
Biotechnology / Drug Discovery

Therapeutics encompass a wide range of medical treatments aimed at combating diseases. These include medications, biologics, and other interventions designed to alleviate symptoms, cure illnesses, or improve patient outcomes.


infectious disease

A disease caused by a pathogen.

Scientific: Healthcare
Medicine / Infectious Diseases

Infectious diseases are illnesses resulting from the invasion and multiplication of pathogenic microorganisms within the body. These pathogens can include bacteria, viruses, fungi, and parasites.


hemagglutinin

A viral protein that binds to sialic acid on host cells.

Scientific: Pharmaceutical
Biotechnology / Virology

Hemagglutinin is a crucial viral protein responsible for attaching to and entering host cells. It facilitates the binding of the virus to specific receptors on cell surfaces, enabling the infection process.


influenza A

A type of virus that causes influenza.

Scientific: Healthcare
Medicine / Virology

Influenza A is a respiratory virus responsible for seasonal flu outbreaks. It spreads easily through airborne droplets and can cause symptoms such as fever, cough, sore throat, and body aches.


HA

Hemagglutinin

Acronym: Pharmaceutical
Biotechnology / Virology

HA is an acronym commonly used to represent the hemagglutinin protein found on influenza A viruses. This protein plays a vital role in viral attachment and entry into host cells.


affinity maturation

The process of increasing the binding affinity of an antibody or miniprotein.

Technical: Pharmaceutical
Biotechnology / Immunology

Affinity maturation is a biological process where antibodies or other binding molecules undergo changes in their structure to enhance their binding strength. This refinement allows for more effective targeting and neutralization of specific molecules.


molecular dynamics simulations

Computer simulations of the motion of molecules over time.

Technical: Research
Biotechnology / Computational Biology

Molecular dynamics simulations are powerful computational tools used to model the behavior of atoms and molecules. They provide insights into molecular interactions, conformational changes, and reaction mechanisms.


enhanced sampling methods

Techniques used to accelerate molecular dynamics simulations.

Technical: Research
Biotechnology / Computational Biology

Enhanced sampling methods are computational strategies employed to overcome limitations in standard molecular dynamics simulations. They allow researchers to explore a wider range of molecular configurations and obtain more comprehensive insights into complex systems.

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 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,611,806 183,675 19.66 1 hrs 13 mins
2 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,552,254 180,759 19.65 1 hrs 13 mins
3 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,512,914 140,077 25.08 0 hrs 57 mins
4 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 3,036,520 165,371 18.36 1 hrs 18 mins
5 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,758,675 136,442 20.22 1 hrs 11 mins
6 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,621,526 164,155 15.97 1 hrs 30 mins
7 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 2,340,397 159,315 14.69 1 hrs 38 mins
8 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,215,725 156,309 14.18 1 hrs 42 mins
9 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,204,690 153,671 14.35 1 hrs 40 mins
10 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,197,734 155,986 14.09 1 hrs 42 mins
11 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,040,443 92,932 21.96 1 hrs 6 mins
12 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 2,010,546 151,248 13.29 1 hrs 48 mins
13 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,959,788 150,102 13.06 1 hrs 50 mins
14 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,887,960 148,285 12.73 1 hrs 53 mins
15 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,718,282 122,454 14.03 1 hrs 43 mins
16 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,526,054 116,138 13.14 1 hrs 50 mins
17 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,494,211 137,070 10.90 2 hrs 12 mins
18 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,493,541 136,940 10.91 2 hrs 12 mins
19 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,413,997 90,609 15.61 1 hrs 32 mins
20 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,395,923 133,147 10.48 2 hrs 17 mins
21 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,248,795 91,111 13.71 1 hrs 45 mins
22 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,246,855 126,053 9.89 2 hrs 26 mins
23 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,156,570 125,643 9.21 2 hrs 36 mins
24 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 1,147,809 115,515 9.94 2 hrs 25 mins
25 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 1,133,631 111,181 10.20 2 hrs 21 mins
26 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,132,125 112,408 10.07 2 hrs 23 mins
27 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,116,792 84,274 13.25 1 hrs 49 mins
28 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,113,599 124,333 8.96 2 hrs 41 mins
29 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,088,826 123,246 8.83 2 hrs 43 mins
30 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 1,015,057 45,057 22.53 1 hrs 4 mins
31 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,000,331 115,576 8.66 2 hrs 46 mins
32 Radeon RX 6650XT
Navi 23 [Radeon RX 6650XT]
AMD Navi 23 999,017 117,344 8.51 2 hrs 49 mins
33 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 978,987 118,846 8.24 2 hrs 55 mins
34 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 935,788 117,446 7.97 3 hrs 1 mins
35 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 934,731 115,114 8.12 2 hrs 57 mins
36 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 859,162 111,628 7.70 3 hrs 7 mins
37 Quadro M6000
GM200GL [Quadro M6000]
Nvidia GM200GL 854,387 114,011 7.49 3 hrs 12 mins
38 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 852,172 58,372 14.60 1 hrs 39 mins
39 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 800,597 111,217 7.20 3 hrs 20 mins
40 GeForce GTX 1070 Mobile
GP104M [GeForce GTX 1070 Mobile]
Nvidia GP104M 793,693 109,832 7.23 3 hrs 19 mins
41 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 761,236 109,642 6.94 3 hrs 27 mins
42 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 741,429 103,393 7.17 3 hrs 21 mins
43 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 684,819 100,571 6.81 3 hrs 31 mins
44 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 683,452 107,133 6.38 3 hrs 46 mins
45 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 611,957 92,994 6.58 3 hrs 39 mins
46 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 531,250 90,594 5.86 4 hrs 6 mins
47 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 477,319 90,968 5.25 4 hrs 34 mins
48 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 436,566 94,652 4.61 5 hrs 12 mins
49 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 419,523 92,548 4.53 5 hrs 18 mins
50 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 397,188 80,647 4.93 4 hrs 52 mins
51 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 389,128 54,092 7.19 3 hrs 20 mins
52 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 373,474 86,301 4.33 5 hrs 33 mins
53 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 347,123 84,854 4.09 5 hrs 52 mins
54 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 346,009 40,105 8.63 2 hrs 47 mins
55 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 333,936 87,025 3.84 6 hrs 15 mins
56 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 326,009 87,169 3.74 6 hrs 25 mins
57 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 317,254 84,749 3.74 6 hrs 25 mins
58 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 313,750 81,955 3.83 6 hrs 16 mins
59 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 266,390 77,457 3.44 6 hrs 59 mins
60 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 252,322 75,819 3.33 7 hrs 13 mins
61 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 227,923 73,173 3.11 7 hrs 42 mins
62 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 187,898 70,051 2.68 8 hrs 57 mins
63 RTX A500 Laptop GPU
GA107GLM [RTX A500 Laptop GPU]
Nvidia GA107GLM 161,430 37,740 4.28 5 hrs 37 mins
64 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 158,239 65,062 2.43 9 hrs 52 mins
65 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 144,494 63,554 2.27 10 hrs 33 mins
66 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 108,751 57,275 1.90 12 hrs 38 mins
67 Quadro K2200
GM107GL [Quadro K2200]
Nvidia GM107GL 91,545 59,352 1.54 15 hrs 34 mins
68 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 86,400 34,100 2.53 9 hrs 28 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