RESEARCH: INFLUENZA
FOLDING PROJECT #12442 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 90,541
Core: 0x22
Status: Public

TLDR; PROJECT SUMMARY AI BETA

The project relates to miniproteins that fight flu by blocking the virus's attachment to cells. Scientists want to use computer simulations to understand how these miniproteins work and improve their design, leading to better flu treatments.

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

Small protein with therapeutic potential.

Scientific: Pharmaceutical
Biotechnology / Drug Development

Miniproteins are engineered proteins designed to be smaller and more stable than traditional antibodies. They hold promise as therapeutics due to their ability to target specific biological processes with high precision.


therapeutics

Substances used to treat or prevent disease.

Scientific: Pharmaceutical
Medicine / Pharmacology

Therapeutics encompass a wide range of medications and treatments aimed at diagnosing, treating, and preventing diseases. This field focuses on developing safe and effective interventions to improve human health.


hemagglutinin

Viral protein that binds to sialic acid on host cells.

Scientific: Biotechnology
Virology / Infectious Disease

Hemagglutinin is a key viral protein found on the surface of influenza viruses. It plays a crucial role in the virus's ability to attach to and enter host cells, initiating infection.


influenza A

A type of influenza virus that can cause serious illness in humans.

Scientific: Biotechnology
Virology / Respiratory Infections

Influenza A is a highly contagious respiratory virus that can lead to seasonal outbreaks. It's characterized by symptoms such as fever, cough, muscle aches, and fatigue. Vaccines are available to protect against specific strains of influenza A.


H1

Subtype of influenza A virus.

Scientific: Biotechnology
Virology / Influenza Subtyping

H1 refers to a specific subtype of the influenza A virus. Influenza viruses are classified based on two surface proteins: hemagglutinin (H) and neuraminidase (N). The H1 subtype is one of the most common influenza strains that circulate in humans.


HA

Hemagglutinin (a viral surface protein).

Scientific: Biotechnology
Virology / Influenza Virus Structure

HA stands for hemagglutinin, a protein found on the surface of influenza viruses. It plays a vital role in the virus's ability to attach to and enter host cells.


sialic acid

Sugar molecule found on cell surfaces.

Scientific: Biotechnology
Virology / Host-Virus Interactions

Sialic acid is a type of sugar molecule commonly found on the surfaces of human cells. Influenza viruses bind to sialic acid receptors on host cells as the first step in infection.


affinity maturation

Process of increasing the binding affinity of antibodies.

Scientific: Biotechnology
Immunology / Antibody Engineering

Affinity maturation is a crucial process in antibody development. It involves introducing mutations into the antibody genes to enhance their ability to bind to specific target molecules with higher precision.


molecular dynamics

Computer simulations of molecular motion.

Scientific: Biotechnology
Biochemistry / Computational Modeling

Molecular dynamics simulations are powerful computational tools used to study the movement and interactions of atoms and molecules over time. They provide insights into various biological processes at the atomic level.


enhanced sampling

Techniques to accelerate simulations.

Scientific: Biotechnology
Biophysics / Computational Chemistry

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

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Tuesday, 14 April 2026 06:34:27
Rank
Project
Model Name
Folding@Home Identifier
Make
Brand
GPU
Model
PPD
Average
Points WU
Average
WUs Day
Average
WU Time
Average
1 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,680,482 142,035 25.91 0 hrs 56 mins
2 Radeon RX 6900 XT
Navi 21 [Radeon RX 6900 XT]
AMD Navi 21 3,658,687 184,410 19.84 1 hrs 13 mins
3 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,277,383 175,061 18.72 1 hrs 17 mins
4 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,724,531 158,513 17.19 1 hrs 24 mins
5 Radeon RX 6800/6800XT/6900XT
Navi 21 [Radeon RX 6800/6800XT/6900XT]
AMD Navi 21 2,535,566 162,671 15.59 1 hrs 32 mins
6 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 2,343,517 159,405 14.70 1 hrs 38 mins
7 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,273,296 155,793 14.59 1 hrs 39 mins
8 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,241,470 156,895 14.29 1 hrs 41 mins
9 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,224,043 156,336 14.23 1 hrs 41 mins
10 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 2,153,281 141,297 15.24 1 hrs 34 mins
11 GeForce RTX 2060 12GB
TU106 [GeForce RTX 2060 12GB]
Nvidia TU106 2,090,828 151,872 13.77 1 hrs 45 mins
12 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,060,917 111,299 18.52 1 hrs 18 mins
13 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,997,427 150,807 13.24 1 hrs 49 mins
14 GeForce RTX 2070 Mobile
TU106BM [GeForce RTX 2070 Mobile]
Nvidia TU106BM 1,894,896 147,554 12.84 1 hrs 52 mins
15 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,882,625 147,798 12.74 1 hrs 53 mins
16 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 1,701,410 132,806 12.81 1 hrs 52 mins
17 Radeon RX 6650XT
Navi 23 [Radeon RX 6650XT]
AMD Navi 23 1,542,073 138,626 11.12 2 hrs 9 mins
18 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,516,779 138,009 10.99 2 hrs 11 mins
19 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 1,473,901 111,134 13.26 1 hrs 49 mins
20 GeForce RTX 2070 Mobile
TU106M [GeForce RTX 2070 Mobile]
Nvidia TU106M 1,439,040 133,271 10.80 2 hrs 13 mins
21 Radeon RX 6700/6700XT/6800M
Navi 22 XT-XL [Radeon RX 6700/6700XT/6800M]
AMD Navi 22 XT-XL 1,422,685 95,746 14.86 1 hrs 37 mins
22 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,270,125 85,331 14.88 1 hrs 37 mins
23 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,227,768 87,434 14.04 1 hrs 43 mins
24 Radeon PRO W6600
Navi 23 XL [Radeon PRO W6600]
AMD Navi 23 XL 1,193,400 127,064 9.39 2 hrs 33 mins
25 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,177,896 125,844 9.36 2 hrs 34 mins
26 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,176,260 118,831 9.90 2 hrs 25 mins
27 Radeon RX 7700S/7600(S)
Navi 33 [Radeon RX 7700S/7600(S)]
AMD Navi 33 1,124,391 120,691 9.32 2 hrs 35 mins
28 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,104,065 123,769 8.92 2 hrs 41 mins
29 RX 5600 OEM/5600XT/5700/5700XT
Navi 10 [RX 5600 OEM/5600XT/5700/5700XT]
AMD Navi 10 1,025,955 117,468 8.73 2 hrs 45 mins
30 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,024,610 120,178 8.53 2 hrs 49 mins
31 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 1,002,112 120,013 8.35 2 hrs 52 mins
32 Radeon RX 6600/6600 XT/6600M
Navi 23 XT-XL [Radeon RX 6600/6600 XT/6600M]
AMD Navi 23 XT-XL 997,517 109,230 9.13 2 hrs 38 mins
33 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 931,434 114,463 8.14 2 hrs 57 mins
34 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 888,532 105,546 8.42 2 hrs 51 mins
35 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 885,884 34,100 25.98 0 hrs 55 mins
36 Radeon Pro W5700
Navi 10 [Radeon Pro W5700]
AMD Navi 10 881,809 88,803 9.93 2 hrs 25 mins
37 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 874,597 113,981 7.67 3 hrs 8 mins
38 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 838,928 112,191 7.48 3 hrs 13 mins
39 Radeon Vega FE
Vega 10 XTX [Radeon Vega FE]
AMD Vega 10 XTX 811,730 108,452 7.48 3 hrs 12 mins
40 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 789,291 110,429 7.15 3 hrs 21 mins
41 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 781,057 110,471 7.07 3 hrs 24 mins
42 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 761,174 110,413 6.89 3 hrs 29 mins
43 GeForce GTX 1060 6GB
GP104 [GeForce GTX 1060 6GB]
Nvidia GP104 694,653 107,918 6.44 3 hrs 44 mins
44 GeForce RTX 3050 Mobile
GA107M [GeForce RTX 3050 Mobile]
Nvidia GA107M 635,427 103,772 6.12 3 hrs 55 mins
45 GeForce GTX 1060 Mobile
GP106M [GeForce GTX 1060 Mobile]
Nvidia GP106M 576,962 99,873 5.78 4 hrs 9 mins
46 Quadro T1200 Mobile
TU117GLM [Quadro T1200 Mobile]
Nvidia TU117GLM 575,600 99,798 5.77 4 hrs 10 mins
47 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 557,745 94,861 5.88 4 hrs 5 mins
48 GeForce GTX Titan Z
GK110 [GeForce GTX Titan Z] 8122
Nvidia GK110 526,361 100,420 5.24 4 hrs 35 mins
49 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 493,285 93,432 5.28 4 hrs 33 mins
50 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 468,912 93,196 5.03 4 hrs 46 mins
51 GeForce GTX 1650 Mobile / Max-Q
TU117M [GeForce GTX 1650 Mobile / Max-Q]
Nvidia TU117M 436,697 92,829 4.70 5 hrs 6 mins
52 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 423,402 86,604 4.89 4 hrs 55 mins
53 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 409,002 71,712 5.70 4 hrs 12 mins
54 RX 470/480/570/580/590
Ellesmere XT [RX 470/480/570/580/590]
AMD Ellesmere XT 380,782 87,019 4.38 5 hrs 29 mins
55 GeForce GTX 1650 Ti Mobile
TU117M [GeForce GTX 1650 Ti Mobile]
Nvidia TU117M 376,125 86,405 4.35 5 hrs 31 mins
56 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 347,193 83,827 4.14 5 hrs 48 mins
57 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 313,618 84,256 3.72 6 hrs 27 mins
58 R9 290X/390X
Hawaii/Grenada XT [R9 290X/390X]
AMD Hawaii/Grenada XT 305,056 86,203 3.54 6 hrs 47 mins
59 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 290,745 40,430 7.19 3 hrs 20 mins
60 Radeon RX 580 2048SP
Polaris 20 XL [Radeon RX 580 2048SP]
AMD Polaris 20 XL 259,200 34,100 7.60 3 hrs 9 mins
61 GeForce GTX 1050 Mobile
GP107M [GeForce GTX 1050 Mobile]
Nvidia GP107M 251,923 75,849 3.32 7 hrs 14 mins
62 GeForce GTX 950
GM206 [GeForce GTX 950] 1572
Nvidia GM206 229,160 73,469 3.12 7 hrs 42 mins
63 Radeon R9 285/380
Tonga PRO [Radeon R9 285/380]
AMD Tonga PRO 191,639 70,135 2.73 8 hrs 47 mins
64 GeForce GTX 960
GM206 [GeForce GTX 960] 2308
Nvidia GM206 155,653 55,221 2.82 8 hrs 31 mins
65 GeForce GTX 750 Ti
GM107 [GeForce GTX 750 Ti] 1389
Nvidia GM107 123,890 60,512 2.05 11 hrs 43 mins
66 GeForce MX150
GP107M [GeForce MX150]
Nvidia GP107M 107,452 57,130 1.88 12 hrs 46 mins
67 R9 280X/HD 7900/8970 OEM
Tahiti XT [R9 280X/HD 7900/8970 OEM]
AMD Tahiti XT 88,551 59,904 1.48 16 hrs 14 mins
68 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 86,400 34,100 2.53 9 hrs 28 mins
69 Quadro K2200
GM107GL [Quadro K2200]
Nvidia GM107GL 85,724 59,593 1.44 16 hrs 41 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Tuesday, 14 April 2026 06:34:27
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make