RESEARCH: INFLUENZA
FOLDING PROJECT #12426 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

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project looks at miniprotein drugs designed to fight flu. These proteins block a key part of the virus (hemagglutinin) from infecting cells. Scientists want to use computer simulations to understand how these miniproteins work so they can design even better ones 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 engineered for a specific purpose.

Scientific: Medicine
Biotechnology / Therapeutics

Miniproteins are tiny, artificially created proteins with tailored functions. They're smaller than traditional antibodies and can be designed to target specific molecules in the body, making them promising tools for treating diseases.


Monoclonal Antibody

A laboratory-produced antibody that can target specific cells or molecules in the body.

Scientific: Medicine
Biotechnology / Therapeutics

Monoclonal antibodies are lab-made versions of natural antibodies. They're designed to bind to very specific targets, like proteins on cancer cells or viruses. This targeted binding helps treat diseases by blocking harmful actions or flagging infected cells for destruction.


Infectious Disease

A disease caused by a pathogen, such as a virus, bacterium, or fungus.

Scientific: Healthcare
Medicine / Pathology

Infectious diseases are illnesses spread through contact with pathogens. These microscopic invaders can cause a wide range of symptoms and can be transmitted through various means like air, water, food, or direct contact.


Hemagglutinin

A viral protein that allows viruses to bind to sialic acid on cell surfaces.

Scientific: Medicine
Biotechnology / Virology

Hemagglutinin is a key protein found on the surface of many viruses, including influenza. It helps the virus attach to and enter cells by recognizing specific sugars called sialic acids present on cell membranes.


Influenza A (HA)

A subtype of the influenza virus that causes seasonal flu.

Scientific: Medicine
Biotechnology / Virology

Influenza A is a type of virus responsible for seasonal flu outbreaks. It's characterized by symptoms like fever, cough, muscle aches, and fatigue. HA stands for Hemagglutinin, a viral protein crucial for its ability to infect cells.


Sialic Acid

A type of sugar molecule found on the surface of cells.

Scientific: Medicine
Biotechnology / Glycobiology

Sialic acid is a common sugar molecule attached to many proteins and lipids on cell surfaces. It plays important roles in cell signaling, immune recognition, and viral binding.


Affinity Maturation

The process of improving the binding affinity of a protein to its target.

Scientific: Medicine
Biotechnology / Immunology

Affinity maturation is a technique used to enhance the strength with which a molecule, like an antibody or miniprotein, binds to its target. It involves introducing mutations and selecting for those that result in stronger binding.


Molecular Dynamics Simulations

Computer simulations that model the movement of atoms and molecules over time.

Scientific: Medicine
Biotechnology / Computational Biology

Molecular dynamics simulations are powerful computer tools used to study how molecules interact and move. By simulating these interactions over time, scientists can gain insights into processes like protein folding, drug binding, and disease mechanisms.


Enhanced Sampling Methods

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

Scientific: Medicine
Biotechnology / Computational Biology

Enhanced sampling methods are strategies employed in molecular simulations to overcome limitations in exploring all possible conformations of a molecule. They help researchers investigate rare events and uncover hidden details about molecular behavior.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:37
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
Average
Points WU
Average
WUs Day
Average
WU Time
Average
1 GeForce RTX 4090
AD102 [GeForce RTX 4090]
Nvidia AD102 10,213,409 251,239 40.65 0 hrs 35 mins
2 GeForce RTX 4070 Ti
AD104 [GeForce RTX 4070 Ti]
Nvidia AD104 8,267,225 237,318 34.84 0 hrs 41 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 7,780,440 236,763 32.86 0 hrs 44 mins
4 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,696,423 151,788 24.35 0 hrs 59 mins
5 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,647,544 184,051 19.82 1 hrs 13 mins
6 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,586,509 179,524 19.98 1 hrs 12 mins
7 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,746,677 105,834 25.95 0 hrs 55 mins
8 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 2,677,455 166,136 16.12 1 hrs 29 mins
9 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,537,548 162,649 15.60 1 hrs 32 mins
10 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,288,521 155,564 14.71 1 hrs 38 mins
11 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,233,199 156,707 14.25 1 hrs 41 mins
12 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,196,997 155,863 14.10 1 hrs 42 mins
13 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,153,814 152,481 14.13 1 hrs 42 mins
14 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,970,517 103,951 18.96 1 hrs 16 mins
15 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,928,139 148,801 12.96 1 hrs 51 mins
16 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 1,879,754 147,668 12.73 1 hrs 53 mins
17 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,841,928 146,782 12.55 1 hrs 55 mins
18 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,822,863 145,344 12.54 1 hrs 55 mins
19 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 1,809,217 134,398 13.46 1 hrs 47 mins
20 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,726,523 127,829 13.51 1 hrs 47 mins
21 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,600,176 121,370 13.18 1 hrs 49 mins
22 Radeon RX 6650XT
Navi 23 [Radeon RX 6650XT]
AMD Navi 23 1,549,883 138,668 11.18 2 hrs 9 mins
23 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,516,581 137,936 10.99 2 hrs 11 mins
24 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,443,629 134,766 10.71 2 hrs 14 mins
25 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,379,875 96,212 14.34 1 hrs 40 mins
26 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,344,509 132,056 10.18 2 hrs 21 mins
27 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,233,349 126,349 9.76 2 hrs 28 mins
28 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,165,742 126,685 9.20 2 hrs 36 mins
29 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,159,140 112,295 10.32 2 hrs 20 mins
30 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,154,191 125,736 9.18 2 hrs 37 mins
31 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,151,391 125,141 9.20 2 hrs 37 mins
32 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,148,551 82,232 13.97 1 hrs 43 mins
33 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,125,749 117,988 9.54 2 hrs 31 mins
34 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,119,197 118,112 9.48 2 hrs 32 mins
35 P104-100
GP104 [P104-100]
Nvidia GP104 1,038,668 121,363 8.56 2 hrs 48 mins
36 Tesla M40
GM200GL [Tesla M40] 6844
Nvidia GM200GL 1,015,185 119,891 8.47 2 hrs 50 mins
37 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,009,007 119,800 8.42 2 hrs 51 mins
38 Quadro M6000
GM200GL [Quadro M6000]
Nvidia GM200GL 920,020 116,592 7.89 3 hrs 2 mins
39 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 904,224 71,279 12.69 1 hrs 54 mins
40 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 900,916 114,990 7.83 3 hrs 4 mins
41 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 875,706 111,418 7.86 3 hrs 3 mins
42 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 823,252 107,494 7.66 3 hrs 8 mins
43 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 820,713 107,434 7.64 3 hrs 9 mins
44 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 816,256 112,815 7.24 3 hrs 19 mins
45 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 806,822 111,864 7.21 3 hrs 20 mins
46 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 754,077 108,110 6.98 3 hrs 26 mins
47 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 740,547 108,563 6.82 3 hrs 31 mins
48 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 710,106 107,670 6.60 3 hrs 38 mins
49 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 708,302 108,057 6.55 3 hrs 40 mins
50 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 687,318 80,797 8.51 2 hrs 49 mins
51 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 676,619 105,664 6.40 3 hrs 45 mins
52 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 611,707 92,669 6.60 3 hrs 38 mins
53 Quadro T1200 Mobile
TU117GLM [Quadro T1200 Mobile]
Nvidia TU117GLM 577,541 99,925 5.78 4 hrs 9 mins
54 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 530,648 94,640 5.61 4 hrs 17 mins
55 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 526,016 93,636 5.62 4 hrs 16 mins
56 GeForce GTX Titan Black
GK110 [GeForce GTX Titan Black] 5121
Nvidia GK110 500,367 95,899 5.22 4 hrs 36 mins
57 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 483,187 96,421 5.01 4 hrs 47 mins
58 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 479,981 92,356 5.20 4 hrs 37 mins
59 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 471,371 92,176 5.11 4 hrs 42 mins
60 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 465,997 83,004 5.61 4 hrs 16 mins
61 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 417,756 92,091 4.54 5 hrs 17 mins
62 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 416,584 89,258 4.67 5 hrs 9 mins
63 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 389,916 34,100 11.43 2 hrs 6 mins
64 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 366,578 77,614 4.72 5 hrs 5 mins
65 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 361,475 86,090 4.20 5 hrs 43 mins
66 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 353,543 85,457 4.14 5 hrs 48 mins
67 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 351,853 44,796 7.85 3 hrs 3 mins
68 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 321,669 86,842 3.70 6 hrs 29 mins
69 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 318,441 81,929 3.89 6 hrs 10 mins
70 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 315,447 84,257 3.74 6 hrs 25 mins
71 Quadro M4000
GM204GL [Quadro M4000]
Nvidia GM204GL 276,321 80,362 3.44 6 hrs 59 mins
72 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 258,909 76,351 3.39 7 hrs 5 mins
73 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 228,259 73,407 3.11 7 hrs 43 mins
74 GeForce GTX 960
GM206 [GeForce GTX 960] 2308
Nvidia GM206 216,534 68,385 3.17 7 hrs 35 mins
75 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 195,866 69,346 2.82 8 hrs 30 mins
76 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 193,968 69,847 2.78 8 hrs 39 mins
77 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 154,148 64,312 2.40 10 hrs 1 mins
78 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 100,073 52,114 1.92 12 hrs 30 mins
79 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 80,327 43,757 1.84 13 hrs 4 mins
80 Quadro K2200
GM107GL [Quadro K2200]
Nvidia GM107GL 76,535 59,165 1.29 18 hrs 33 mins
81 R9 280X/HD 7900/8970 OEM
Tahiti XT [R9 280X/HD 7900/8970 OEM]
AMD Tahiti XT 67,771 48,197 1.41 17 hrs 4 mins
82 Quadro K1200
GM107GL [Quadro K1200]
Nvidia GM107GL 65,926 48,637 1.36 17 hrs 42 mins
83 GeForce MX130
GM108M [GeForce MX130]
Nvidia GM108M 41,143 37,160 1.11 21 hrs 41 mins
84 Quadro K620
GM107GL [Quadro K620]
Nvidia GM107GL 36,516 46,799 0.78 30 hrs 46 mins
85 GeForce GTX 745
GM107 [GeForce GTX 745] 793
Nvidia GM107 32,746 45,883 0.71 33 hrs 38 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:37
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make