RESEARCH: INFLUENZA
FOLDING PROJECT #12457 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,426
Core: 0x23
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Miniproteins are being designed to fight flu by blocking a key viral protein called hemagglutinin. Scientists want to understand how these miniproteins work so they can design even better ones. They'll use computer simulations to track how the miniproteins attach to and detach from hemagglutinin, giving us a complete picture of how this important interaction works.

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 / Drug Development

Miniproteins are artificially created proteins that are smaller than typical antibodies but larger than small-molecule drugs. They offer a unique approach to treating diseases by targeting specific molecules in the body.


therapeutics

Medicinal substances used to treat or prevent diseases.

Technical: Pharmaceutical
Biotechnology / Drug Development

Therapeutics encompass a wide range of medications, from small-molecule drugs to complex biologics like antibodies. They are designed to target specific biological pathways and mechanisms involved in disease.


hemagglutinin

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

Scientific: Pharmaceutical
Medicine / Infectious Diseases

Hemagglutinin is a key protein found on the surface of influenza viruses. It plays a crucial role in allowing the virus to attach to and infect human cells.


influenza A

A type of influenza virus that can cause seasonal epidemics and pandemics.

Scientific: Pharmaceutical
Medicine / Infectious Diseases

Influenza A is a highly contagious respiratory virus responsible for causing the flu. It spreads easily through droplets released when infected individuals cough or sneeze.


HA

Hemagglutinin

Acronym: Pharmaceutical
Medicine / Infectious Diseases

HA is a common abbreviation for hemagglutinin, a protein found on the surface of influenza viruses.


binding interface

The region on a protein where it interacts with another molecule.

Technical: Pharmaceutical
Biotechnology / Protein Engineering

The binding interface refers to the specific part of a protein that comes into contact with another molecule, such as a drug target or another protein. This interaction is crucial for many biological processes.


molecular dynamics simulations

Computer models used to simulate the movement and interactions of atoms and molecules over time.

Technical: Pharmaceutical
Biotechnology / Computational Biology

Molecular dynamics simulations are powerful tools used in computational biology to study the behavior of molecules. They allow researchers to visualize how proteins fold, interact with other molecules, and change shape over time.


enhanced sampling methods

Techniques used in simulations to explore a wider range of possible molecular conformations.

Technical: Pharmaceutical
Biotechnology / Computational Biology

Enhanced sampling methods are essential for overcoming limitations in traditional molecular dynamics simulations. They allow researchers to explore rare events and uncover hidden details about molecular behavior.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:24
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 8,931,677 36,715 243.27 0 hrs 6 mins
2 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 8,777,005 250,327 35.06 0 hrs 41 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 8,478,131 238,654 35.52 0 hrs 41 mins
4 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 7,485,928 245,662 30.47 0 hrs 47 mins
5 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,820,068 230,620 29.57 0 hrs 49 mins
6 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,985,010 115,663 51.75 0 hrs 28 mins
7 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 5,614,519 212,916 26.37 0 hrs 55 mins
8 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 5,548,855 221,890 25.01 0 hrs 58 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,483,143 220,019 24.92 0 hrs 58 mins
10 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,303,395 188,742 28.10 0 hrs 51 mins
11 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,064,143 215,459 23.50 1 hrs 1 mins
12 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,671,356 210,571 22.18 1 hrs 5 mins
13 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 4,013,850 199,825 20.09 1 hrs 12 mins
14 RTX A4000
GA104GL [RTX A4000]
Nvidia GA104GL 3,872,607 36,715 105.48 0 hrs 14 mins
15 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,718,485 191,467 19.42 1 hrs 14 mins
16 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,531,737 139,675 25.29 0 hrs 57 mins
17 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,522,241 129,270 27.25 0 hrs 53 mins
18 GeForce RTX 2080 Rev. A
TU104 [GeForce RTX 2080 Rev. A] 10068
Nvidia TU104 3,440,223 189,695 18.14 1 hrs 19 mins
19 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,334,883 186,533 17.88 1 hrs 21 mins
20 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,259,923 109,471 29.78 0 hrs 48 mins
21 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,948,658 177,826 16.58 1 hrs 27 mins
22 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 2,898,274 168,899 17.16 1 hrs 24 mins
23 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,890,612 179,946 16.06 1 hrs 30 mins
24 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,709,757 174,423 15.54 1 hrs 33 mins
25 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,621,043 164,408 15.94 1 hrs 30 mins
26 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 2,548,427 36,715 69.41 0 hrs 21 mins
27 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,547,291 171,725 14.83 1 hrs 37 mins
28 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,478,921 170,473 14.54 1 hrs 39 mins
29 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,392,028 168,470 14.20 1 hrs 41 mins
30 GeForce RTX 3060
GA106 [GeForce RTX 3060]
Nvidia GA106 2,391,296 167,945 14.24 1 hrs 41 mins
31 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 2,357,207 167,390 14.08 1 hrs 42 mins
32 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,314,823 164,656 14.06 1 hrs 42 mins
33 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,208,638 162,980 13.55 1 hrs 46 mins
34 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 2,033,797 157,037 12.95 1 hrs 51 mins
35 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,006,548 122,829 16.34 1 hrs 28 mins
36 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,663,772 149,417 11.14 2 hrs 9 mins
37 GeForce RTX 3050 8GB
GA107 [GeForce RTX 3050 8GB]
Nvidia GA107 1,549,723 146,129 10.61 2 hrs 16 mins
38 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,532,000 143,050 10.71 2 hrs 14 mins
39 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,475,944 107,410 13.74 1 hrs 45 mins
40 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,393,727 140,199 9.94 2 hrs 25 mins
41 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,347,656 94,502 14.26 1 hrs 41 mins
42 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,344,533 127,554 10.54 2 hrs 17 mins
43 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,340,398 137,768 9.73 2 hrs 28 mins
44 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,316,110 137,082 9.60 2 hrs 30 mins
45 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,281,325 136,896 9.36 2 hrs 34 mins
46 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,281,062 137,109 9.34 2 hrs 34 mins
47 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,189,291 130,695 9.10 2 hrs 38 mins
48 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,136,438 83,197 13.66 1 hrs 45 mins
49 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 1,025,301 127,069 8.07 2 hrs 58 mins
50 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,023,937 126,552 8.09 2 hrs 58 mins
51 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 926,330 36,715 25.23 0 hrs 57 mins
52 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 882,728 120,774 7.31 3 hrs 17 mins
53 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 818,766 118,359 6.92 3 hrs 28 mins
54 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 807,993 117,475 6.88 3 hrs 29 mins
55 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 694,383 111,974 6.20 3 hrs 52 mins
56 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 656,389 109,444 6.00 4 hrs 0 mins
57 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 619,006 46,745 13.24 1 hrs 49 mins
58 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 604,597 106,778 5.66 4 hrs 14 mins
59 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 588,366 105,734 5.56 4 hrs 19 mins
60 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 567,200 36,715 15.45 1 hrs 33 mins
61 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 532,662 36,715 14.51 1 hrs 39 mins
62 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 399,463 93,559 4.27 5 hrs 37 mins
63 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 394,456 88,100 4.48 5 hrs 22 mins
64 Quadro M4000
GM204GL [Quadro M4000]
Nvidia GM204GL 364,530 88,193 4.13 5 hrs 48 mins
65 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 355,986 88,478 4.02 5 hrs 58 mins
66 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 344,572 73,827 4.67 5 hrs 9 mins
67 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 315,101 88,107 3.58 6 hrs 43 mins
68 Radeon RX 580 2048SP
Polaris 20 XL [Radeon RX 580 2048SP]
AMD Polaris 20 XL 314,358 85,907 3.66 6 hrs 34 mins
69 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 258,242 77,160 3.35 7 hrs 10 mins
70 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 209,803 74,824 2.80 8 hrs 34 mins
71 Quadro P1000 Mobile
GP107GLM [Quadro P1000 Mobile]
Nvidia GP107GLM 191,583 36,715 5.22 4 hrs 36 mins
72 GeForce GTX 660
GK106 [GeForce GTX 660]
Nvidia GK106 94,057 57,453 1.64 14 hrs 40 mins
73 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 84,807 60,615 1.40 17 hrs 9 mins
74 Quadro K620
GM107GL [Quadro K620]
Nvidia GM107GL 58,538 49,144 1.19 20 hrs 9 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:24
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make