RESEARCH: INFLUENZA
FOLDING PROJECT #12454 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,406
Core: 0x23
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Miniprotein drugs are being developed to fight flu by blocking a 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 see how the miniproteins bind and unbind from hemagglutinin, giving us a clearer picture of the process.

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 with therapeutic potential.

Technical: Biotechnology
Medicine / Therapeutics

Miniproteins are tiny proteins designed for specific medical purposes. They're smaller than traditional antibodies but still effective at targeting diseases. Researchers are exploring their use in treating infections and other conditions.


monoclonal antibody

A laboratory-produced antibody that recognizes a specific antigen.

Technical: Biotechnology
Medicine / Immunotherapy

Monoclonal antibodies are lab-made immune system proteins that target specific molecules (antigens) on cells. They're used to treat various diseases by blocking harmful signals or triggering an immune response against cancer cells.


infectious disease

A disease caused by a pathogen.

Clinical: Pharmaceuticals
Medicine / Infectious Diseases

Infectious diseases are illnesses caused by microorganisms like bacteria, viruses, fungi, or parasites. They can spread from person to person or through contaminated environments.


hemagglutinin

A viral protein that allows viruses to attach to host cells.

Scientific: Biotechnology
Medicine / Virology

Hemagglutinin is a key protein found on the surface of many viruses. It helps the virus latch onto and enter human cells, enabling infection.


H1 influenza A

Influenza A subtype H1.

Scientific: Pharmaceuticals
Medicine / Virology

H1N1 is a type of influenza virus that can cause seasonal flu. It's characterized by its hemagglutinin protein (H1) and neuraminidase protein (N1). Vaccinations are available to help prevent infection.


sialic acid

A type of sugar found on cell surfaces.

Scientific: Pharmaceuticals
Medicine / Biochemistry

Sialic acid is a common sugar molecule found attached to the surface of many cells. It plays a role in various biological processes, including cell signaling and recognition.


post-endocytosis mechanism

The process that occurs after a cell has engulfed a particle.

Scientific: Biotechnology
Medicine / Cellular Biology

Post-endocytosis refers to the events that happen inside a cell after it has taken in a substance through endocytosis. This can include breaking down the engulfed material or using it for other cellular functions.


affinity maturation

The process of improving the binding strength of an antibody.

Scientific: Biotechnology
Medicine / Immunology

Affinity maturation is a natural process by which the immune system refines antibodies to make them bind more strongly to their target antigens. This enhances the effectiveness of the immune response.


molecular dynamics simulations

Computer models that simulate the movement of molecules over time.

Scientific: Biotechnology
Biotechnology / Computational Biology

Molecular dynamics simulations use computer algorithms to track the interactions between atoms and molecules. This allows scientists to study how proteins fold, how drugs bind to targets, and other biological processes at the atomic level.


enhanced sampling methods

Techniques used to speed up molecular dynamics simulations.

Scientific: Pharmaceuticals
Biotechnology / Computational Biology

Enhanced sampling methods are designed to overcome the limitations of standard molecular dynamics simulations by exploring a wider range of possible conformations. This helps researchers study rare events and more complex systems.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:25
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 3090 Ti
GA102 [GeForce RTX 3090 Ti]
Nvidia GA102 9,049,387 97,384 92.92 0 hrs 15 mins
2 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,045,206 256,310 35.29 0 hrs 41 mins
3 RTX A6000
GA102GL [RTX A6000]
Nvidia GA102GL 8,761,935 36,715 238.65 0 hrs 6 mins
4 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 8,473,121 233,163 36.34 0 hrs 40 mins
5 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 7,565,426 245,955 30.76 0 hrs 47 mins
6 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,749,164 232,494 29.03 0 hrs 50 mins
7 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,733,210 107,641 53.26 0 hrs 27 mins
8 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,603,179 192,734 29.07 0 hrs 50 mins
9 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 5,557,370 219,593 25.31 0 hrs 57 mins
10 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,546,804 223,290 24.84 0 hrs 58 mins
11 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 5,458,972 220,356 24.77 0 hrs 58 mins
12 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 4,962,691 214,333 23.15 1 hrs 2 mins
13 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,582,424 209,042 21.92 1 hrs 6 mins
14 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 4,008,106 200,107 20.03 1 hrs 12 mins
15 RTX A4000
GA104GL [RTX A4000]
Nvidia GA104GL 3,826,028 196,260 19.49 1 hrs 14 mins
16 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,759,320 192,547 19.52 1 hrs 14 mins
17 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,634,546 131,071 27.73 0 hrs 52 mins
18 GeForce RTX 2080 Rev. A
TU104 [GeForce RTX 2080 Rev. A] 10068
Nvidia TU104 3,438,431 189,588 18.14 1 hrs 19 mins
19 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,361,821 186,477 18.03 1 hrs 20 mins
20 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,309,989 155,170 21.33 1 hrs 8 mins
21 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,198,212 111,684 28.64 0 hrs 50 mins
22 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 3,055,755 177,189 17.25 1 hrs 23 mins
23 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 3,012,921 77,938 38.66 0 hrs 37 mins
24 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,891,523 180,348 16.03 1 hrs 30 mins
25 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 2,865,053 162,278 17.66 1 hrs 22 mins
26 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,842,576 177,949 15.97 1 hrs 30 mins
27 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,578,345 163,951 15.73 1 hrs 32 mins
28 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,576,729 172,747 14.92 1 hrs 37 mins
29 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,568,958 172,228 14.92 1 hrs 37 mins
30 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,415,347 168,912 14.30 1 hrs 41 mins
31 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 2,376,009 168,102 14.13 1 hrs 42 mins
32 GeForce RTX 3060
GA106 [GeForce RTX 3060]
Nvidia GA106 2,363,633 167,171 14.14 1 hrs 42 mins
33 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,233,744 162,686 13.73 1 hrs 45 mins
34 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 2,076,461 159,298 13.04 1 hrs 50 mins
35 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,914,966 146,339 13.09 1 hrs 50 mins
36 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,729,388 149,591 11.56 2 hrs 5 mins
37 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,666,405 148,952 11.19 2 hrs 9 mins
38 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,539,992 145,160 10.61 2 hrs 16 mins
39 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 1,528,252 109,343 13.98 1 hrs 43 mins
40 GeForce RTX 3050 8GB
GA107 [GeForce RTX 3050 8GB]
Nvidia GA107 1,495,121 142,668 10.48 2 hrs 17 mins
41 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,409,376 141,374 9.97 2 hrs 24 mins
42 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,373,574 139,594 9.84 2 hrs 26 mins
43 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 1,360,330 138,478 9.82 2 hrs 27 mins
44 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,329,518 138,247 9.62 2 hrs 30 mins
45 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,326,686 137,782 9.63 2 hrs 30 mins
46 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,294,463 136,386 9.49 2 hrs 32 mins
47 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,290,054 136,717 9.44 2 hrs 33 mins
48 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,212,195 100,003 12.12 1 hrs 59 mins
49 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,155,592 110,769 10.43 2 hrs 18 mins
50 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,053,497 97,227 10.84 2 hrs 13 mins
51 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 1,040,415 36,715 28.34 0 hrs 51 mins
52 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,034,766 95,307 10.86 2 hrs 13 mins
53 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 848,498 116,184 7.30 3 hrs 17 mins
54 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 803,145 116,730 6.88 3 hrs 29 mins
55 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 742,857 36,715 20.23 1 hrs 11 mins
56 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 684,023 112,633 6.07 3 hrs 57 mins
57 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 681,691 109,890 6.20 3 hrs 52 mins
58 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 651,618 108,012 6.03 3 hrs 59 mins
59 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 599,393 106,382 5.63 4 hrs 16 mins
60 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 579,800 105,866 5.48 4 hrs 23 mins
61 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 566,928 36,715 15.44 1 hrs 33 mins
62 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 538,517 47,069 11.44 2 hrs 6 mins
63 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 474,081 76,212 6.22 3 hrs 51 mins
64 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 442,530 56,972 7.77 3 hrs 5 mins
65 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 399,473 36,715 10.88 2 hrs 12 mins
66 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 379,126 94,109 4.03 5 hrs 57 mins
67 RX 5500/5500M/Pro 5500M
Navi 14 [RX 5500/5500M/Pro 5500M]
AMD Navi 14 351,662 89,123 3.95 6 hrs 5 mins
68 Quadro M4000
GM204GL [Quadro M4000]
Nvidia GM204GL 328,850 88,192 3.73 6 hrs 26 mins
69 GeForce GTX 1050 3 GB Max-Q
GP107M [GeForce GTX 1050 3 GB Max-Q]
Nvidia GP107M 324,125 86,202 3.76 6 hrs 23 mins
70 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 309,843 85,244 3.63 6 hrs 36 mins
71 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 268,943 80,078 3.36 7 hrs 9 mins
72 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 205,955 74,453 2.77 8 hrs 41 mins
73 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 89,226 60,531 1.47 16 hrs 17 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:25
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make