RESEARCH: INFLUENZA
FOLDING PROJECT #12438 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,554
Core: 0x22
Status: Public

TLDR; PROJECT SUMMARY AI BETA

This project looks at miniproteins designed to fight the flu. These miniproteins bind to a part of the flu virus 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 using computer simulations.

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: Pharmaceutical
Biotechnology / Drug Design

Miniproteins are artificially created proteins that are significantly smaller than traditional antibodies. They possess unique properties that make them valuable tools in medicine and research. Their compact size allows for efficient delivery and targeting of specific sites within the body, making them promising candidates for treating diseases.


therapeutics

Substances used to treat or prevent diseases.

Technical: Pharmaceutical
Biotechnology / Drug Development

Therapeutics encompass a wide range of medical treatments aimed at combating diseases and promoting well-being. They include medications, biological therapies, and other interventions designed to alleviate symptoms, cure illnesses, or prevent their onset.


infectious disease

A disease caused by a pathogen such as bacteria, virus, or parasite.

Technical: Healthcare
Medicine / Infectious Diseases

Infectious diseases are illnesses transmitted from one person to another or through contact with contaminated objects. They are primarily caused by microorganisms like bacteria, viruses, fungi, and parasites. Symptoms vary widely depending on the specific pathogen involved.


hemagglutinin

A viral protein that allows attachment to host cells.

Scientific: Biotechnology
Virology / Influenza Viruses

Hemagglutinin is a key protein found on the surface of influenza viruses. It plays a crucial role in enabling the virus to attach to and infect host cells. By binding to specific receptors on cell surfaces, hemagglutinin facilitates viral entry and subsequent replication.


influenza A

A type of influenza virus that can cause seasonal flu.

Scientific: Biotechnology
Virology / Influenza Viruses

Influenza A is a highly contagious respiratory virus responsible for seasonal flu outbreaks worldwide. It infects the respiratory tract, causing symptoms such as fever, cough, sore throat, and body aches.


HA

Hemagglutinin

Acronym: Biotechnology
Virology / Influenza Viruses


affinity maturation

The process of increasing the binding affinity of an antibody.

Technical: Biotechnology
Immunology / Antibody Engineering

Affinity maturation is a crucial process in the development of highly effective antibodies. It involves introducing genetic changes that enhance the ability of an antibody to bind to its target with greater strength and specificity.


molecular dynamics simulations

Computer simulations that model the movement of molecules over time.

Technical: Biotechnology
Computational Biology / Drug Design

Molecular dynamics simulations are powerful tools used to study the behavior of molecules at an atomic level. By simulating the interactions between atoms and molecules, researchers can gain insights into their structure, function, and dynamics.


enhanced sampling methods

Techniques used to overcome limitations in traditional molecular dynamics simulations.

Technical: Biotechnology
Computational Biology / Molecular Simulations

Enhanced sampling methods are essential for exploring a wider range of possible conformations and events in molecular simulations. They allow researchers to capture rare or transient phenomena that would otherwise be difficult to observe.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:30
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 3,869,747 186,751 20.72 1 hrs 9 mins
2 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,699,757 145,327 25.46 0 hrs 57 mins
3 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,582,755 183,172 19.56 1 hrs 14 mins
4 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 3,507,629 176,274 19.90 1 hrs 12 mins
5 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,706,753 122,584 22.08 1 hrs 5 mins
6 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,672,376 163,921 16.30 1 hrs 28 mins
7 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 2,525,357 163,760 15.42 1 hrs 33 mins
8 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,244,846 153,644 14.61 1 hrs 39 mins
9 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,242,228 157,085 14.27 1 hrs 41 mins
10 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,216,278 155,340 14.27 1 hrs 41 mins
11 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,010,528 114,306 17.59 1 hrs 22 mins
12 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,963,850 150,057 13.09 1 hrs 50 mins
13 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,907,284 148,633 12.83 1 hrs 52 mins
14 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,868,469 147,541 12.66 1 hrs 54 mins
15 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,703,891 119,033 14.31 1 hrs 41 mins
16 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,693,269 128,599 13.17 1 hrs 49 mins
17 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,482,470 136,368 10.87 2 hrs 12 mins
18 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,439,806 134,246 10.73 2 hrs 14 mins
19 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 1,435,887 135,389 10.61 2 hrs 16 mins
20 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,375,423 104,476 13.16 1 hrs 49 mins
21 Radeon RX 6650XT
Navi 23 [Radeon RX 6650XT]
AMD Navi 23 1,369,329 131,712 10.40 2 hrs 19 mins
22 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,235,285 65,480 18.87 1 hrs 16 mins
23 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,232,501 123,176 10.01 2 hrs 24 mins
24 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 1,198,326 66,346 18.06 1 hrs 20 mins
25 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,195,989 126,306 9.47 2 hrs 32 mins
26 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,153,461 88,553 13.03 1 hrs 51 mins
27 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,148,501 124,759 9.21 2 hrs 36 mins
28 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 1,143,486 125,329 9.12 2 hrs 38 mins
29 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,132,573 124,660 9.09 2 hrs 38 mins
30 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,132,466 125,106 9.05 2 hrs 39 mins
31 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,132,175 93,482 12.11 1 hrs 59 mins
32 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,078,698 123,088 8.76 2 hrs 44 mins
33 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,012,007 119,642 8.46 2 hrs 50 mins
34 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 888,300 111,957 7.93 3 hrs 1 mins
35 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 871,056 112,697 7.73 3 hrs 6 mins
36 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 854,947 111,777 7.65 3 hrs 8 mins
37 Quadro M6000
GM200GL [Quadro M6000]
Nvidia GM200GL 845,292 113,550 7.44 3 hrs 13 mins
38 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 813,479 112,171 7.25 3 hrs 19 mins
39 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 783,346 110,571 7.08 3 hrs 23 mins
40 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 770,054 109,208 7.05 3 hrs 24 mins
41 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 748,868 47,848 15.65 1 hrs 32 mins
42 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 696,694 105,497 6.60 3 hrs 38 mins
43 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 683,942 107,337 6.37 3 hrs 46 mins
44 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 628,125 90,041 6.98 3 hrs 26 mins
45 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 553,589 98,418 5.62 4 hrs 16 mins
46 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 493,927 95,950 5.15 4 hrs 40 mins
47 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 486,879 95,999 5.07 4 hrs 44 mins
48 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 448,376 91,546 4.90 4 hrs 54 mins
49 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 448,016 65,725 6.82 3 hrs 31 mins
50 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 408,229 92,570 4.41 5 hrs 27 mins
51 GeForce GTX Titan Black
GK110 [GeForce GTX Titan Black] 5121
Nvidia GK110 394,685 92,109 4.28 5 hrs 36 mins
52 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 371,391 85,845 4.33 5 hrs 33 mins
53 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 353,074 86,201 4.10 5 hrs 52 mins
54 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 341,912 84,269 4.06 5 hrs 55 mins
55 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 318,474 34,100 9.34 2 hrs 34 mins
56 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 314,499 84,788 3.71 6 hrs 28 mins
57 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 313,348 81,771 3.83 6 hrs 16 mins
58 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 300,251 86,160 3.48 6 hrs 53 mins
59 Radeon RX 580 2048SP
Polaris 20 XL [Radeon RX 580 2048SP]
AMD Polaris 20 XL 259,200 34,100 7.60 3 hrs 9 mins
60 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 252,753 75,826 3.33 7 hrs 12 mins
61 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 228,655 73,360 3.12 7 hrs 42 mins
62 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 214,156 71,843 2.98 8 hrs 3 mins
63 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 207,432 77,298 2.68 8 hrs 57 mins
64 GeForce GTX 960
GM206 [GeForce GTX 960] 2308
Nvidia GM206 204,930 67,718 3.03 7 hrs 56 mins
65 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 192,528 70,008 2.75 8 hrs 44 mins
66 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 111,609 57,846 1.93 12 hrs 26 mins
67 R9 280X/HD 7900/8970 OEM
Tahiti XT [R9 280X/HD 7900/8970 OEM]
AMD Tahiti XT 99,586 56,223 1.77 13 hrs 33 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 06:34:30
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make