RESEARCH: INFLUENZA
FOLDING PROJECT #12459 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,422
Core: 0x23
Status: Public

TLDR; PROJECT SUMMARY AI BETA

This project explores how miniproteins designed to fight flu viruses bind to the virus's hemagglutinin protein. By using computer simulations, researchers hope to understand how changes in the miniprotein's structure lead to stronger binding. This knowledge can help design even better miniprotein drugs against infectious diseases.

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, engineered protein with a defined function.

Technical: Pharmaceutical
Biotechnology / Drug Development

Miniproteins are tiny, designed proteins used in drug development. They're smaller than traditional antibodies but can still target specific molecules in the body. Miniproteins offer advantages like faster production and improved tissue penetration.


Therapeutics

Substances used for the treatment or prevention of disease.

Technical: Pharmaceutical
Biotechnology / Drug Development

Therapeutics encompass various medical treatments aimed at preventing, diagnosing, or treating diseases. This includes drugs, biologics, and other therapies.


Infectious Disease

A disease caused by a pathogen.

Technical: Healthcare
Medicine / Microbiology

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


Hemagglutinin

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

Scientific: Biotechnology
Virology / Immunology

Hemagglutinin is a protein found on the surface of some viruses, like influenza. It helps the virus attach to and enter host cells by binding to sugar molecules called sialic acid.


Influenza A

A type of influenza virus that can cause seasonal epidemics.

Scientific: Healthcare
Virology / Epidemiology

Influenza A is a contagious respiratory illness caused by the influenza A virus. It spreads easily through coughs and sneezes, leading to symptoms like fever, cough, sore throat, and body aches.


HA

Hemagglutinin

Acronym: Biotechnology
Virology / Immunology

HA stands for Hemagglutinin, a protein found on the surface of influenza A virus. It plays a crucial role in viral attachment and entry into host cells.


Sialic Acid

A type of sugar molecule found on cell surfaces.

Scientific: Research
Biochemistry / Glycobiology

Sialic acid is a complex sugar that plays various roles in biological processes. It's often found on the surface of cells, acting as a recognition site for viruses and other molecules.


Affinity Maturation

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

Technical: Pharmaceutical
Biotechnology / Immunology

Affinity maturation is a technique used to enhance the binding strength between antibodies and their target antigens. It involves introducing mutations into the antibody genes, selecting for variants with higher affinity.


Molecular Dynamics Simulations

Computer simulations of the movement of atoms and molecules.

Technical: Research
Biotechnology / Computational Biology

Molecular dynamics simulations are computer programs that model the behavior of molecules over time. They can be used to study various biological processes, such as protein folding and drug binding.


Enhanced Sampling Methods

Techniques used to increase the sampling efficiency of molecular dynamics simulations.

Technical: Research
Biotechnology / Computational Biology

Enhanced sampling methods are computational strategies employed in molecular dynamics simulations to overcome limitations in exploring complex energy landscapes. They aim to sample rare events and improve the accuracy of simulation results.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:23
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
Average
Points WU
Average
WUs Day
Average
WU Time
Average
1 RTX A6000
GA102GL [RTX A6000]
Nvidia GA102GL 9,246,632 36,503 253.31 0 hrs 6 mins
2 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 8,842,679 256,458 34.48 0 hrs 42 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 8,425,793 213,620 39.44 0 hrs 37 mins
4 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 7,407,183 245,323 30.19 0 hrs 48 mins
5 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,481,722 225,031 28.80 0 hrs 50 mins
6 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,949,456 81,276 73.20 0 hrs 20 mins
7 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 5,531,116 218,548 25.31 0 hrs 57 mins
8 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 5,406,909 219,347 24.65 0 hrs 58 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,389,978 219,763 24.53 0 hrs 59 mins
10 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,379,274 187,903 28.63 0 hrs 50 mins
11 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 4,982,521 213,884 23.30 1 hrs 2 mins
12 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,651,716 207,675 22.40 1 hrs 4 mins
13 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 3,984,357 198,890 20.03 1 hrs 12 mins
14 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,821,431 194,707 19.63 1 hrs 13 mins
15 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,585,179 159,022 22.55 1 hrs 4 mins
16 GeForce RTX 2080 Rev. A
TU104 [GeForce RTX 2080 Rev. A] 10068
Nvidia TU104 3,365,260 187,633 17.94 1 hrs 20 mins
17 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,280,728 183,707 17.86 1 hrs 21 mins
18 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,187,776 147,980 21.54 1 hrs 7 mins
19 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,173,048 120,981 26.23 0 hrs 55 mins
20 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,958,078 168,767 17.53 1 hrs 22 mins
21 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 2,888,769 156,300 18.48 1 hrs 18 mins
22 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,696,150 173,804 15.51 1 hrs 33 mins
23 RTX A4000
GA104GL [RTX A4000]
Nvidia GA104GL 2,690,807 173,551 15.50 1 hrs 33 mins
24 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 2,685,447 36,503 73.57 0 hrs 20 mins
25 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,522,333 170,635 14.78 1 hrs 37 mins
26 GeForce RTX 3060
GA106 [GeForce RTX 3060]
Nvidia GA106 2,438,384 168,455 14.47 1 hrs 39 mins
27 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,409,621 165,049 14.60 1 hrs 39 mins
28 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,400,424 167,552 14.33 1 hrs 41 mins
29 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,397,286 159,250 15.05 1 hrs 36 mins
30 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,365,707 162,788 14.53 1 hrs 39 mins
31 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,334,065 166,455 14.02 1 hrs 43 mins
32 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 2,047,314 159,171 12.86 1 hrs 52 mins
33 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,974,490 155,731 12.68 1 hrs 54 mins
34 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,933,054 137,669 14.04 1 hrs 43 mins
35 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,632,438 126,683 12.89 1 hrs 52 mins
36 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,613,554 125,600 12.85 1 hrs 52 mins
37 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,609,194 146,518 10.98 2 hrs 11 mins
38 GeForce RTX 3050 8GB
GA107 [GeForce RTX 3050 8GB]
Nvidia GA107 1,514,082 144,312 10.49 2 hrs 17 mins
39 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,392,947 139,961 9.95 2 hrs 25 mins
40 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,391,077 91,816 15.15 1 hrs 35 mins
41 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,365,693 128,334 10.64 2 hrs 15 mins
42 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,342,718 137,068 9.80 2 hrs 27 mins
43 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,331,346 88,547 15.04 1 hrs 36 mins
44 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,306,326 135,970 9.61 2 hrs 30 mins
45 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,300,428 137,055 9.49 2 hrs 32 mins
46 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 1,279,938 36,503 35.06 0 hrs 41 mins
47 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,112,709 128,306 8.67 2 hrs 46 mins
48 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 1,041,490 36,503 28.53 0 hrs 50 mins
49 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 997,192 125,433 7.95 3 hrs 1 mins
50 Geforce RTX 3050
GA106 [Geforce RTX 3050]
Nvidia GA106 965,029 36,503 26.44 0 hrs 54 mins
51 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 890,185 121,062 7.35 3 hrs 16 mins
52 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 869,458 119,477 7.28 3 hrs 18 mins
53 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 772,265 115,397 6.69 3 hrs 35 mins
54 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 754,715 114,250 6.61 3 hrs 38 mins
55 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 722,338 113,452 6.37 3 hrs 46 mins
56 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 555,866 42,428 13.10 1 hrs 50 mins
57 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 537,300 102,753 5.23 4 hrs 35 mins
58 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 430,943 59,080 7.29 3 hrs 17 mins
59 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 418,621 93,737 4.47 5 hrs 22 mins
60 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 380,925 92,824 4.10 5 hrs 51 mins
61 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 366,494 36,503 10.04 2 hrs 23 mins
62 Quadro M4000
GM204GL [Quadro M4000]
Nvidia GM204GL 340,649 87,952 3.87 6 hrs 12 mins
63 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 340,455 62,742 5.43 4 hrs 25 mins
64 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 308,231 84,730 3.64 6 hrs 36 mins
65 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 269,761 80,508 3.35 7 hrs 10 mins
66 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 209,309 74,548 2.81 8 hrs 33 mins
67 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 202,681 73,723 2.75 8 hrs 44 mins
68 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 167,833 69,284 2.42 9 hrs 54 mins
69 GeForce GTX 750
GM107 [GeForce GTX 750] 1111
Nvidia GM107 107,875 67,758 1.59 15 hrs 4 mins
70 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 74,940 56,710 1.32 18 hrs 10 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:23
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make