RESEARCH: ANTIBODY-AFFINITY-MATURATION
FOLDING PROJECT #18273 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 80,194
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project simulates how antibodies evolve to better fight infections. By tracking changes in antibody structure over time, scientists hope to design more effective vaccines and treatments for diseases like HIV.

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, Pharmaceuticals
Immunology / Humoral Immunity

Antibodies are specialized proteins created by your immune system to target and neutralize harmful invaders like bacteria, viruses, and fungi. They work by binding to specific parts of these invaders, marking them for destruction or preventing them from causing harm.


Affinity Maturation

The process by which antibodies increase in affinity (binding strength) for an antigen over time.

Scientific: Biotechnology, Pharmaceuticals
Immunology / Adaptive Immunity

Affinity maturation is a key step in the development of a strong and specific immune response. During this process, B cells that produce antibodies undergo mutations in their genes, leading to changes in the structure of the antibody proteins. Some of these mutations result in antibodies with a stronger affinity for the target antigen (the substance being attacked by the immune system). These high-affinity antibodies are then selected and replicated, providing long-lasting protection against the specific pathogen.


Antigen

A molecule that triggers an immune response.

Scientific: Biotechnology, Pharmaceuticals
Immunology / Adaptive Immunity

Antigens are substances, often found on the surface of pathogens (like bacteria or viruses), that can be recognized by the immune system. When an antigen enters the body, it is detected by specialized cells called lymphocytes. These cells then initiate an immune response to eliminate the threat.


B Cell

A type of white blood cell that produces antibodies.

Scientific: Biotechnology, Pharmaceuticals
Immunology / Adaptive Immunity

B cells are a crucial part of the adaptive immune system. They have receptors on their surface that can bind to specific antigens. When a B cell encounters its matching antigen, it becomes activated and starts producing antibodies. These antibodies then circulate throughout the body, targeting and neutralizing the specific pathogen that triggered the immune response.


HIV

Human Immunodeficiency Virus

Scientific: Biotechnology, Pharmaceuticals
Infectious Diseases / Retroviruses

HIV is a virus that attacks the immune system, specifically targeting CD4+ T cells. Over time, HIV infection can lead to Acquired Immunodeficiency Syndrome (AIDS), a condition where the body's ability to fight infections is severely weakened.


gp120

A glycoprotein found on the surface of the HIV envelope.

Scientific: Biotechnology, Pharmaceuticals
Virology / Retroviruses

gp120 is a crucial protein on the surface of the HIV virus. It plays a key role in attaching to and entering host cells. Antibodies that target gp120 can help prevent HIV infection by blocking this attachment.


Broadly Neutralizing Antibody

An antibody that can neutralize a wide range of different HIV strains.

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Research

Broadly neutralizing antibodies (bNAbs) are highly sought-after in the fight against HIV. They can recognize and bind to multiple, diverse strains of the virus, offering a broader protection against infection.


V3-glycan Epitope

A specific region on the gp120 protein of HIV that is recognized by certain antibodies.

Scientific: Biotechnology, Pharmaceuticals
Virology / HIV Research

The V3-glycan epitope is a crucial target for some broadly neutralizing antibodies. Antibodies that bind to this region can effectively block HIV from attaching to and entering host cells.


V2-apex Epitope

A specific region on the gp120 protein of HIV that is recognized by certain antibodies.

Scientific: Biotechnology, Pharmaceuticals
Virology / HIV Research

The V2-apex epitope is another important target for broadly neutralizing antibodies. Antibodies that bind to this region can also effectively block HIV from attaching to and entering host cells.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:43
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 10,445,176 40,460 258.16 0 hrs 6 mins
2 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 9,578,110 40,460 236.73 0 hrs 6 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,555,049 214,023 44.64 0 hrs 32 mins
4 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 9,536,076 40,460 235.69 0 hrs 6 mins
5 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 8,584,913 134,633 63.77 0 hrs 23 mins
6 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,133,657 40,460 176.31 0 hrs 8 mins
7 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 7,056,630 41,738 169.07 0 hrs 9 mins
8 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,170,012 217,158 28.41 0 hrs 51 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 6,149,243 69,876 88.00 0 hrs 16 mins
10 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 6,056,104 40,460 149.68 0 hrs 10 mins
11 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 5,756,516 42,150 136.57 0 hrs 11 mins
12 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,745,857 40,460 142.01 0 hrs 10 mins
13 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,622,119 86,480 65.01 0 hrs 22 mins
14 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 4,932,416 40,460 121.91 0 hrs 12 mins
15 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,172,664 40,460 103.13 0 hrs 14 mins
16 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 3,922,000 40,460 96.94 0 hrs 15 mins
17 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,750,657 40,460 92.70 0 hrs 16 mins
18 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 3,714,800 124,131 29.93 0 hrs 48 mins
19 GeForce RTX 2080 Rev. A
TU104 [GeForce RTX 2080 Rev. A] 10068
Nvidia TU104 3,688,382 40,460 91.16 0 hrs 16 mins
20 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,553,571 50,936 69.77 0 hrs 21 mins
21 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,548,696 149,160 23.79 1 hrs 1 mins
22 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,534,430 40,460 87.36 0 hrs 16 mins
23 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,516,474 68,759 51.14 0 hrs 28 mins
24 TITAN RTX
TU102 [TITAN RTX] 16310
Nvidia TU102 3,402,632 40,460 84.10 0 hrs 17 mins
25 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,036,181 94,955 31.97 0 hrs 45 mins
26 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 2,981,024 40,460 73.68 0 hrs 20 mins
27 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,977,633 85,917 34.66 0 hrs 42 mins
28 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 2,903,391 40,460 71.76 0 hrs 20 mins
29 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,768,706 40,460 68.43 0 hrs 21 mins
30 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 Super]
Nvidia TU106 2,768,552 196,994 14.05 1 hrs 42 mins
31 Radeon RX 9060(XT)
Navi 44 [Radeon RX 9060(XT)]
AMD Navi 44 2,650,908 40,460 65.52 0 hrs 22 mins
32 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,649,425 40,460 65.48 0 hrs 22 mins
33 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,623,381 40,460 64.84 0 hrs 22 mins
34 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,564,509 40,460 63.38 0 hrs 23 mins
35 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,554,033 40,460 63.12 0 hrs 23 mins
36 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,524,471 168,928 14.94 1 hrs 36 mins
37 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 2,418,581 244,851 9.88 2 hrs 26 mins
38 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,352,704 201,190 11.69 2 hrs 3 mins
39 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,341,887 139,804 16.75 1 hrs 26 mins
40 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,265,336 40,460 55.99 0 hrs 26 mins
41 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 2,219,236 40,460 54.85 0 hrs 26 mins
42 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 1,880,895 40,460 46.49 0 hrs 31 mins
43 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,877,040 40,460 46.39 0 hrs 31 mins
44 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,858,645 40,460 45.94 0 hrs 31 mins
45 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,654,833 215,969 7.66 3 hrs 8 mins
46 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,583,727 187,159 8.46 2 hrs 50 mins
47 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,366,606 40,460 33.78 0 hrs 43 mins
48 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,353,282 68,335 19.80 1 hrs 13 mins
49 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,323,580 199,612 6.63 3 hrs 37 mins
50 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,318,575 200,768 6.57 3 hrs 39 mins
51 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,265,267 59,963 21.10 1 hrs 8 mins
52 P104-100
GP104 [P104-100]
Nvidia GP104 1,210,851 40,460 29.93 0 hrs 48 mins
53 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,095,684 40,460 27.08 0 hrs 53 mins
54 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 994,480 187,841 5.29 4 hrs 32 mins
55 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 981,060 40,460 24.25 0 hrs 59 mins
56 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 944,791 40,460 23.35 1 hrs 2 mins
57 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 890,250 40,460 22.00 1 hrs 5 mins
58 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 816,207 40,460 20.17 1 hrs 11 mins
59 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 806,785 40,460 19.94 1 hrs 12 mins
60 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 796,581 40,460 19.69 1 hrs 13 mins
61 Radeon PRO W7500
Navi 33 [Radeon PRO W7500]
AMD Navi 33 773,630 40,460 19.12 1 hrs 15 mins
62 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 765,593 166,091 4.61 5 hrs 12 mins
63 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 716,321 162,249 4.41 5 hrs 26 mins
64 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 687,111 40,460 16.98 1 hrs 25 mins
65 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 675,191 40,460 16.69 1 hrs 26 mins
66 Geforce RTX 3070 Ti Laptop GPU
GA104M [Geforce RTX 3070 Ti Laptop GPU]
Nvidia GA104M 603,486 40,460 14.92 1 hrs 37 mins
67 Quadro P2000
GP106GL [Quadro P2000] [MED-XN71] 3935
Nvidia GP106GL 531,990 40,460 13.15 1 hrs 50 mins
68 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 516,499 40,460 12.77 1 hrs 53 mins
69 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 506,873 75,249 6.74 3 hrs 34 mins
70 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 443,987 40,460 10.97 2 hrs 11 mins
71 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 341,684 40,460 8.44 2 hrs 51 mins
72 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 276,080 40,460 6.82 3 hrs 31 mins
73 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 263,766 40,460 6.52 3 hrs 41 mins
74 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 243,654 80,676 3.02 7 hrs 57 mins
75 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 234,014 112,836 2.07 11 hrs 34 mins
76 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 160,734 99,253 1.62 14 hrs 49 mins
77 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 127,613 40,460 3.15 7 hrs 37 mins
78 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 78,586 55,604 1.41 16 hrs 59 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:43
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 12TH GEN CORE I5-12400F 12 Intel