RESEARCH: ANTIBODY-DYNAMICS-SIMULATION
FOLDING PROJECT #18269 PROFILE

PROJECT TEAM

Manager(s): Justin Miller
Institution: University of Pennsylvania

WORK UNIT INFO

Atoms: 80,247
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project simulates how antibodies change and get better at fighting infections. They're looking at real antibody examples and using computer models to see how different changes affect their ability to grab onto germs. This could help scientists design new, more effective medicines and vaccines.

Note: This TLDR is a simplication and may not be 100% accurate.

OFFICAL PROJECT DESCRIPTION

In their response to antigens, antibodies undergo a process called affinity maturation where they pick up mutations that help increase their affinity for the antigen.

This is an integral part of the humoral immune response.

There are tools to decode what these mutations are, but the role of these mutations in influencing antibody dynamics remains largely unclear.

Understanding how antibody dynamics change throughout the course of affinity maturation would help in designing highly specific antibody therapeutics and vaccine immunogens.
This project aims to simulate a range of antibody affinity maturation pathways.

We have multiple lineages we would like to track.

These are all lineages that have led to potent antibodies and have published structures available.

For each lineage, we are simulating a naïve antibody and a mature antibody.

Similar studies conducted in the past have used short
simulations and have simulated only the variable regions of the proteins.

Here, we will generate large simulation datasets that include the constant regions as well as the variable regions, giving us a more accurate glimpse into antibody dynamics.

Our hope is that these simulations will uncover the dynamics that are responsible for highly specific and potent antibodies, helping to improve antibody design in the future.
p18265 – PGT121 lineage, naïve antibody.

The PGT121 lineage antibodies
are broadly neutralizing antibodies that bind to the V3-glycan epitope on
the HIV envelope protein gp120.
p18266 – PGT121 lineage, mature antibody.

The PGT121 lineage antibodies
are broadly neutralizing antibodies that bind to the V3-glycan epitope on
the HIV envelope protein gp120.
p18267 – CAP256-VRC26 lineage, naïve antibody.

The CAP256-VRC26
lineage antibodies are broadly neutralizing antibodies that bind to the V2-
apex epitope on the HIV envelope protein gp120.
p18268 – CAP256-VRC26, mature antibody.

The CAP256-VRC26 lineage
antibodies are broadly neutralizing antibodies that bind to the V2-apex
epitope on the HIV envelope protein gp120.
p18569 – CH65-CH67 lineage, naïve antibody.

The CH65-CH67 lineage
antibodies bind to the receptor binding site on the influenza hemagglutinin
protein. p18270 – CH65-CH67 lineage, mature antibody.

The CH65-CH67 lineage
antibodies bind to the receptor binding site on the influenza hemagglutinin
protein.
p18271 – CH103 lineage, naïve antibody.

The CH103 lineage antibodies are
broadly neutralizing antibodies that bind to the CD4 binding site epitope on
the HIV envelope protein gp120.
p18272 – CH103 lineage, mature antibody.

The CH103 lineage antibodies
are broadly neutralizing antibodies that bind to the CD4 binding site epitope
on the HIV envelope protein gp120.
p18273 – 1-18 lineage, naïve antibody.

The 1-18 lineage antibodies bind to
the CD4 binding site on the HIV envelope protein gp120.
p18274 – 1-18 lineage, mature antibody.

The 1-18 lineage antibodies are
broadly neutralizing antibodies that bind to the CD4 binding site on the HIV
envelope protein gp120.

RELATED TERMS GLOSSARY AI BETA

Note: Glossary items are a high level summary and may not be 100% accurate.

antibody

A protein produced by the immune system to fight infections.

Scientific: Biotechnology
Immunology / Humoral Immunity

Antibodies are specialized proteins made by our immune system to identify and neutralize harmful substances like viruses and bacteria. They work by binding to specific targets on these invaders, marking them for destruction or preventing them from causing damage.


affinity maturation

The process by which antibodies become more effective at binding to their target antigens.

Scientific: Biotechnology
Immunology / Adaptive Immunity

Affinity maturation is a key step in the immune response where antibodies gradually improve their ability to recognize and bind to specific pathogens. This happens through mutations that enhance the antibody's binding strength, making it more effective at neutralizing the threat.


antigen

A molecule that triggers an immune response.

Scientific: Biotechnology
Immunology / Adaptive Immunity

Antigens are substances, often found on the surface of pathogens like viruses or bacteria, that our immune system recognizes as foreign. When our body encounters an antigen, it mounts a defense to eliminate it.


mutations

Changes in the DNA sequence.

Scientific: Biotechnology
Genetics / Molecular Biology

Mutations are alterations in the genetic code that can lead to variations in an organism's traits. These changes can be spontaneous or induced by environmental factors and play a crucial role in evolution and disease.


lineage

A series of related antibodies that evolved from a common ancestor.

Scientific: Biotechnology
Immunology / Antibody Development

In immunology, a lineage refers to a group of antibodies descended from a single ancestral antibody. These antibodies share similarities in their structure and function, reflecting their evolutionary history.


HIV

Human Immunodeficiency Virus

Medical: Pharmaceuticals
Infectious Diseases / Retroviruses

HIV is a retrovirus that attacks the body's immune system, specifically targeting CD4+ T cells. This weakens the immune response, making individuals susceptible to opportunistic infections and cancers.


gp120

Glycoprotein 120, a protein on the surface of the HIV virus.

Medical: Pharmaceuticals
Infectious Diseases / HIV

Gp120 is a key protein found on the outer envelope of the HIV virus. It plays a crucial role in attaching to and entering human cells, initiating infection.


V3-glycan epitope

A specific sugar-protein structure on the gp120 protein that is recognized by certain antibodies.

Medical: Pharmaceuticals
Infectious Diseases / HIV

The V3-glycan epitope is a unique binding site on the HIV gp120 protein. Antibodies targeting this epitope can effectively neutralize the virus.


broadly neutralizing antibodies

Antibodies that can neutralize a wide range of different HIV strains.

Medical: Pharmaceuticals
Infectious Diseases / HIV

Broadly neutralizing antibodies are a highly sought-after class of antibodies because they have the potential to provide long-lasting protection against HIV infection. They can target conserved regions on the virus, making them effective against diverse strains.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:49
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 11,146,632 40,585 274.65 0 hrs 5 mins
2 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,981,817 185,043 53.94 0 hrs 27 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,238,190 215,156 42.94 0 hrs 34 mins
4 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 9,088,136 40,585 223.93 0 hrs 6 mins
5 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 7,027,904 52,996 132.61 0 hrs 11 mins
6 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 6,928,324 40,585 170.71 0 hrs 8 mins
7 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,482,751 149,484 43.37 0 hrs 33 mins
8 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 6,092,755 40,585 150.12 0 hrs 10 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 6,071,588 120,844 50.24 0 hrs 29 mins
10 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,698,631 51,335 111.01 0 hrs 13 mins
11 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,659,683 118,087 47.93 0 hrs 30 mins
12 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,404,807 42,619 126.82 0 hrs 11 mins
13 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 5,069,747 40,585 124.92 0 hrs 12 mins
14 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,903,824 40,585 96.19 0 hrs 15 mins
15 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,881,991 40,585 95.65 0 hrs 15 mins
16 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,864,216 44,770 86.31 0 hrs 17 mins
17 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 3,701,202 133,603 27.70 0 hrs 52 mins
18 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,615,187 107,897 33.51 0 hrs 43 mins
19 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,515,157 172,970 20.32 1 hrs 11 mins
20 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,299,520 49,444 66.73 0 hrs 22 mins
21 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,146,571 114,155 27.56 0 hrs 52 mins
22 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 3,051,852 40,585 75.20 0 hrs 19 mins
23 GeForce RTX 2080 Mobile
TU104BM [GeForce RTX 2080 Mobile]
Nvidia TU104BM 2,836,154 40,585 69.88 0 hrs 21 mins
24 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 2,822,367 51,720 54.57 0 hrs 26 mins
25 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,723,329 59,946 45.43 0 hrs 32 mins
26 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,654,984 40,585 65.42 0 hrs 22 mins
27 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,610,123 40,585 64.31 0 hrs 22 mins
28 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,585,711 209,809 12.32 1 hrs 57 mins
29 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,568,741 40,585 63.29 0 hrs 23 mins
30 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,489,589 40,585 61.34 0 hrs 23 mins
31 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,487,724 44,858 55.46 0 hrs 26 mins
32 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,478,423 84,049 29.49 0 hrs 49 mins
33 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 2,467,163 40,585 60.79 0 hrs 24 mins
34 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,403,362 170,929 14.06 1 hrs 42 mins
35 P102-100
GP102 [P102-100]
Nvidia GP102 2,387,371 40,585 58.82 0 hrs 24 mins
36 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,366,790 40,585 58.32 0 hrs 25 mins
37 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,358,384 40,585 58.11 0 hrs 25 mins
38 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,351,424 142,515 16.50 1 hrs 27 mins
39 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,938,672 182,997 10.59 2 hrs 16 mins
40 Radeon 880M/890M
Strix Point [Radeon 880M/890M]
AMD Strix Point 1,891,070 40,585 46.60 0 hrs 31 mins
41 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,853,190 40,585 45.66 0 hrs 32 mins
42 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 1,787,261 40,585 44.04 0 hrs 33 mins
43 Tesla P40
GP102GL [Tesla P40] 11760
Nvidia GP102GL 1,616,934 40,585 39.84 0 hrs 36 mins
44 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,493,831 40,585 36.81 0 hrs 39 mins
45 TITAN X
GP102 [TITAN X] 6144
Nvidia GP102 1,440,522 208,916 6.90 3 hrs 29 mins
46 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,403,468 197,209 7.12 3 hrs 22 mins
47 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,363,257 60,550 22.51 1 hrs 4 mins
48 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,324,860 43,369 30.55 0 hrs 47 mins
49 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,321,586 200,842 6.58 3 hrs 39 mins
50 CMP 30HX
TU116 [CMP 30HX]
Nvidia TU116 1,315,625 40,585 32.42 0 hrs 44 mins
51 Quadro P2000
GP106GL [Quadro P2000] [MED-XN71] 3935
Nvidia GP106GL 1,220,684 40,585 30.08 0 hrs 48 mins
52 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 1,096,257 40,585 27.01 0 hrs 53 mins
53 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,005,940 188,652 5.33 4 hrs 30 mins
54 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 922,890 40,585 22.74 1 hrs 3 mins
55 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 837,447 40,585 20.63 1 hrs 10 mins
56 Radeon RX 6600(XT/M)
Navi 23 XT-XL [Radeon RX 6600(XT/M)]
AMD Navi 23 XT-XL 833,662 40,585 20.54 1 hrs 10 mins
57 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 809,719 169,834 4.77 5 hrs 2 mins
58 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 808,500 40,585 19.92 1 hrs 12 mins
59 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 781,248 40,585 19.25 1 hrs 15 mins
60 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 710,403 40,585 17.50 1 hrs 22 mins
61 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 573,028 40,585 14.12 1 hrs 42 mins
62 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 572,563 153,283 3.74 6 hrs 26 mins
63 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 521,476 40,585 12.85 1 hrs 52 mins
64 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 494,891 69,187 7.15 3 hrs 21 mins
65 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 481,876 146,782 3.28 7 hrs 19 mins
66 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 356,839 85,048 4.20 5 hrs 43 mins
67 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 342,438 40,585 8.44 2 hrs 51 mins
68 GeForce GTX 980M
GM204 [GeForce GTX 980M] 3189
Nvidia GM204 317,086 40,585 7.81 3 hrs 4 mins
69 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 289,015 40,585 7.12 3 hrs 22 mins
70 P104-100
GP104 [P104-100]
Nvidia GP104 277,158 40,585 6.83 3 hrs 31 mins
71 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 238,190 40,585 5.87 4 hrs 5 mins
72 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 230,508 111,959 2.06 11 hrs 39 mins
73 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 215,246 40,585 5.30 4 hrs 32 mins
74 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 151,671 97,557 1.55 15 hrs 26 mins
75 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 89,668 54,277 1.65 14 hrs 32 mins
76 GeForce MX350
GP107M [GeForce MX350]
Nvidia GP107M 45,453 40,585 1.12 21 hrs 26 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:49
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make