RESEARCH: INFLUENZA
FOLDING PROJECT #12458 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,418
Core: 0x23
Status: Public

TLDR; PROJECT SUMMARY AI BETA

Miniprotein drugs are a new type of treatment for diseases like the flu. This project uses computer simulations to understand how these miniproteins stick to the virus and block its ability to infect cells. This research could lead to better designed miniprotein drugs 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 with therapeutic potential.

Scientific: Pharmaceuticals
Biotechnology / Drug Development

Miniproteins are artificially engineered proteins that are smaller than traditional antibodies. They offer advantages such as easier production and delivery, making them promising candidates for treating various diseases.


therapeutics

Substances used to treat diseases or medical conditions.

Technical: Pharmaceuticals
Biotechnology / Drug Development

Therapeutics encompass a wide range of treatments, including medications, biologics, and gene therapies, aimed at preventing, diagnosing, and treating diseases.


hemagglutinin

A viral protein that allows viruses to bind to and infect host cells.

Scientific: Biotechnology
Medicine / Virology

Hemagglutinin is a surface protein found on many viruses, including influenza. It plays a crucial role in the virus's ability to attach to and enter host cells.


influenza A

A type of virus that causes seasonal flu.

Scientific: Biotechnology
Medicine / Virology

Influenza A is a highly contagious respiratory virus responsible for causing seasonal influenza outbreaks. It has various subtypes based on the surface proteins hemagglutinin (HA) and neuraminidase (NA).


H1

Subtype of influenza A virus.

Technical: Biotechnology
Medicine / Virology

H1 is a designation used to classify a specific subtype of the influenza A virus based on its hemagglutinin (HA) protein. It is one of the many subtypes that can cause seasonal flu.


sialic acid

A type of sugar found on cell surfaces.

Scientific: Biotechnology
Biochemistry / Glycobiology

Sialic acid is a complex sugar molecule that plays a crucial role in various biological processes. It is often attached to proteins and lipids on the surface of cells, acting as a recognition site for viruses and other molecules.


binding interface

The region on a protein where it interacts with other molecules.

Scientific: Biotechnology
Biochemistry / Protein Structure

The binding interface refers to the specific surface area on a protein molecule where it binds or interacts with other molecules, such as ligands, substrates, or other proteins.


affinity maturation

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

Technical: Pharmaceuticals
Biotechnology / Immunology

Affinity maturation is a crucial process in the immune system where antibodies are refined over time to bind more strongly to their target antigens. It involves genetic mutations that enhance the binding affinity.


molecular dynamics simulations

Computer models that simulate the movement of atoms and molecules over time.

Scientific: Pharmaceuticals
Biotechnology / Computational Biology

Molecular dynamics simulations are powerful computational tools used to study the behavior of molecules at an atomic level. They involve simulating the movements of atoms and bonds over time, providing insights into molecular interactions and processes.


enhanced sampling methods

Techniques used to speed up molecular dynamics simulations.

Technical: Pharmaceuticals
Biotechnology / Computational Biology

Enhanced sampling methods are computational techniques employed in molecular dynamics simulations to overcome the limitations of traditional simulations. They aim to explore a wider range of conformations and accelerate the sampling of rare events.

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 GeForce RTX 3090 Ti
GA102 [GeForce RTX 3090 Ti]
Nvidia GA102 10,582,576 277,196 38.18 0 hrs 38 mins
2 RTX A6000
GA102GL [RTX A6000]
Nvidia GA102GL 9,174,158 36,503 251.33 0 hrs 6 mins
3 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 8,871,861 257,352 34.47 0 hrs 42 mins
4 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 8,421,786 215,998 38.99 0 hrs 37 mins
5 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 7,809,570 248,816 31.39 0 hrs 46 mins
6 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,645,147 229,654 28.94 0 hrs 50 mins
7 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 5,886,435 225,841 26.06 0 hrs 55 mins
8 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,546,847 132,848 41.75 0 hrs 34 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,449,859 219,949 24.78 0 hrs 58 mins
10 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 5,427,493 219,667 24.71 0 hrs 58 mins
11 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,068,198 189,750 26.71 0 hrs 54 mins
12 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,042,849 215,014 23.45 1 hrs 1 mins
13 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 4,665,910 36,503 127.82 0 hrs 11 mins
14 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,566,593 207,258 22.03 1 hrs 5 mins
15 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 3,970,036 198,448 20.01 1 hrs 12 mins
16 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,677,337 191,966 19.16 1 hrs 15 mins
17 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,655,601 192,722 18.97 1 hrs 16 mins
18 RTX A4000
GA104GL [RTX A4000]
Nvidia GA104GL 3,377,849 170,741 19.78 1 hrs 13 mins
19 GeForce RTX 2080 Rev. A
TU104 [GeForce RTX 2080 Rev. A] 10068
Nvidia TU104 3,365,705 187,392 17.96 1 hrs 20 mins
20 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,219,567 178,655 18.02 1 hrs 20 mins
21 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,131,716 131,893 23.74 1 hrs 1 mins
22 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 3,074,288 176,833 17.39 1 hrs 23 mins
23 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,872,933 178,881 16.06 1 hrs 30 mins
24 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 2,837,295 161,398 17.58 1 hrs 22 mins
25 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,650,449 171,093 15.49 1 hrs 33 mins
26 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,582,093 172,256 14.99 1 hrs 36 mins
27 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,546,015 170,606 14.92 1 hrs 36 mins
28 GeForce RTX 3060
GA106 [GeForce RTX 3060]
Nvidia GA106 2,355,276 166,246 14.17 1 hrs 42 mins
29 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 2,346,735 166,327 14.11 1 hrs 42 mins
30 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,342,759 166,579 14.06 1 hrs 42 mins
31 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,249,729 155,058 14.51 1 hrs 39 mins
32 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 2,238,632 36,503 61.33 0 hrs 23 mins
33 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,182,722 146,670 14.88 1 hrs 37 mins
34 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,117,330 160,621 13.18 1 hrs 49 mins
35 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,963,757 153,399 12.80 1 hrs 52 mins
36 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,956,563 133,530 14.65 1 hrs 38 mins
37 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 1,916,537 150,965 12.70 1 hrs 53 mins
38 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,624,705 147,886 10.99 2 hrs 11 mins
39 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,551,182 145,145 10.69 2 hrs 15 mins
40 GeForce RTX 3050 8GB
GA107 [GeForce RTX 3050 8GB]
Nvidia GA107 1,544,162 144,795 10.66 2 hrs 15 mins
41 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,430,387 109,618 13.05 1 hrs 50 mins
42 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,382,876 139,894 9.89 2 hrs 26 mins
43 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,379,874 139,515 9.89 2 hrs 26 mins
44 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,320,102 137,191 9.62 2 hrs 30 mins
45 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 1,295,202 36,503 35.48 0 hrs 41 mins
46 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,274,966 134,036 9.51 2 hrs 31 mins
47 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,239,391 91,421 13.56 1 hrs 46 mins
48 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,230,080 133,694 9.20 2 hrs 37 mins
49 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,223,918 133,541 9.17 2 hrs 37 mins
50 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,210,052 130,972 9.24 2 hrs 36 mins
51 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 1,071,277 124,944 8.57 2 hrs 48 mins
52 Radeon RX 7700S/7600S
Navi 33 [Radeon RX 7700S/7600S]
AMD Navi 33 977,980 36,503 26.79 0 hrs 54 mins
53 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 962,921 122,090 7.89 3 hrs 3 mins
54 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 901,191 36,503 24.69 0 hrs 58 mins
55 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 900,396 121,105 7.43 3 hrs 14 mins
56 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 884,305 119,716 7.39 3 hrs 15 mins
57 GeForce GTX 660 Ti
GK104 [GeForce GTX 660 Ti] 2634
Nvidia GK104 824,576 36,503 22.59 1 hrs 4 mins
58 Quadro P3200 Mobile
GP104GLM [Quadro P3200 Mobile]
Nvidia GP104GLM 805,111 116,800 6.89 3 hrs 29 mins
59 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 709,516 113,734 6.24 3 hrs 51 mins
60 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 632,599 107,964 5.86 4 hrs 6 mins
61 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 628,933 104,726 6.01 3 hrs 60 mins
62 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 588,355 107,737 5.46 4 hrs 24 mins
63 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 587,114 103,723 5.66 4 hrs 14 mins
64 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 561,588 41,648 13.48 1 hrs 47 mins
65 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 529,324 72,822 7.27 3 hrs 18 mins
66 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 437,302 53,996 8.10 2 hrs 58 mins
67 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 380,245 94,099 4.04 5 hrs 56 mins
68 Quadro M4000
GM204GL [Quadro M4000]
Nvidia GM204GL 340,742 87,670 3.89 6 hrs 10 mins
69 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 305,678 84,732 3.61 6 hrs 39 mins
70 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 232,966 72,759 3.20 7 hrs 30 mins
71 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 231,638 77,213 3.00 8 hrs 0 mins
72 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 208,977 74,526 2.80 8 hrs 34 mins
73 Quadro P1000 Mobile
GP107GLM [Quadro P1000 Mobile]
Nvidia GP107GLM 166,228 36,503 4.55 5 hrs 16 mins
74 GeForce GTX 750
GM107 [GeForce GTX 750] 1111
Nvidia GM107 135,446 68,165 1.99 12 hrs 5 mins
75 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 88,028 59,469 1.48 16 hrs 13 mins
76 GeForce MX130
GM108M [GeForce MX130]
Nvidia GM108M 49,354 48,511 1.02 23 hrs 35 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