RESEARCH: ANTIBODY-AFFINITY-MATURATION
FOLDING PROJECT #18266 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 119,724
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project simulates how antibodies improve at fighting germs over time. They're using computer models to track changes in antibodies that have become very good at recognizing and neutralizing HIV and other viruses. This could help scientists design even better vaccines and treatments.

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.

antibodies

Proteins produced by the immune system to fight infections.

Scientific: Biotechnology
Immunology / Humoral Immunity

Antibodies are specialized proteins created by your body's immune system to identify and neutralize harmful substances like bacteria, viruses, and fungi. They work by binding to specific targets on these invaders, marking them for destruction by other immune cells.


affinity maturation

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

Scientific: Biotechnology
Immunology / B Cell Development

Affinity maturation is a crucial step in the development of a strong immune response. During this process, B cells (a type of white blood cell) undergo genetic changes that enhance the ability of their produced antibodies to bind to specific antigens (foreign substances). This refinement leads to antibodies with higher affinity, meaning they can more effectively neutralize threats.


antigens

Molecules that trigger an immune response.

Scientific: Biotechnology
Immunology / Immune Response

Antigens are essentially the 'red flags' of your body's immune system. They are molecules found on the surface of bacteria, viruses, and other foreign invaders. When your immune system encounters an antigen, it recognizes it as a potential threat and mounts a defense.


mutations

Changes in the DNA sequence.

Scientific: Biotechnology
Genetics / DNA Variation

Mutations are alterations in the genetic code (DNA) that can be caused by various factors like errors during cell division or exposure to radiation. These changes can affect the function of genes and lead to variations in traits.


immune response

The body's reaction to infection or injury.

Scientific: Biotechnology
Immunology / Defense Mechanism

Your immune response is your body's complex system for protecting you from harmful invaders. When a threat is detected, specialized cells and molecules work together to identify, neutralize, and eliminate the danger.


therapeutic

Relating to the treatment of disease.

Medical: Biotechnology
Pharmacology / Drug Development

A therapeutic refers to any substance or treatment intended to prevent, diagnose, or treat a medical condition. Pharmaceuticals and therapies are constantly being developed to combat various diseases.


immunogens

Substances that stimulate an immune response.

Scientific: Biotechnology
Immunology / Vaccine Development

Immunogens are the key components of vaccines. They are typically weakened or inactive forms of viruses or bacteria that trigger the immune system to produce antibodies against specific pathogens.


HIV

Human Immunodeficiency Virus

Medical: Biotechnology
Virology / Retroviruses

HIV is a virus that attacks the body's immune system, specifically targeting CD4+ T cells. Over time, HIV can weaken the immune system, making individuals more susceptible to infections and diseases.


gp120

Glycoprotein 120

Medical: Biotechnology
Virology / HIV Structure

Gp120 is a protein found on the surface of HIV. It plays a crucial role in the virus's ability to bind to and infect human cells.


broadly neutralizing antibodies

Antibodies that can neutralize a wide range of different strains of a virus or bacteria.

Scientific: Biotechnology
Immunology / Antibody Function

Broadly neutralizing antibodies are highly effective because they can target conserved regions on viruses or bacteria, making them less likely to develop resistance.


V3-glycan epitope

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

Scientific: Biotechnology
Immunology / HIV Structure

The V3-glycan epitope is a crucial binding site for some broadly neutralizing antibodies. Understanding its structure and function can help researchers develop new antiviral therapies.


V2-apex epitope

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

Scientific: Biotechnology
Immunology / HIV Structure

The V2-apex epitope is another important binding site for broadly neutralizing antibodies. Targeting this region could offer new avenues for HIV treatment.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 00:30:32
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 5090
GB202 [GeForce RTX 5090]
Nvidia GB202 41,493,162 67,400 615.63 0 hrs 2 mins
2 GeForce RTX 4080 SUPER
AD103 [GeForce RTX 4080 SUPER]
Nvidia AD103 18,747,164 67,400 278.15 0 hrs 5 mins
3 GeForce RTX 4080
AD103 [GeForce RTX 4080]
Nvidia AD103 16,148,662 638,615 25.29 0 hrs 57 mins
4 GeForce RTX 3090 Ti
GA102 [GeForce RTX 3090 Ti]
Nvidia GA102 10,288,543 67,400 152.65 0 hrs 9 mins
5 GeForce RTX 4070 SUPER
AD104 [GeForce RTX 4070 SUPER]
Nvidia AD104 9,733,760 67,400 144.42 0 hrs 10 mins
6 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,573,862 340,321 28.13 0 hrs 51 mins
7 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,529,002 279,802 34.06 0 hrs 42 mins
8 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 9,356,990 67,400 138.83 0 hrs 10 mins
9 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 8,454,588 67,400 125.44 0 hrs 11 mins
10 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 7,952,512 67,400 117.99 0 hrs 12 mins
11 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 6,772,714 88,738 76.32 0 hrs 19 mins
12 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,721,767 291,455 23.06 1 hrs 2 mins
13 Tesla V100 PCIe 16GB
GV100GL [Tesla V100 PCIe 16GB] M 14028
Nvidia GV100GL 6,225,302 67,400 92.36 0 hrs 16 mins
14 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 6,073,955 67,400 90.12 0 hrs 16 mins
15 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 5,752,726 226,303 25.42 0 hrs 57 mins
16 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,747,434 67,400 85.27 0 hrs 17 mins
17 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,585,546 225,071 24.82 0 hrs 58 mins
18 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,449,434 67,400 80.85 0 hrs 18 mins
19 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 4,794,505 67,400 71.14 0 hrs 20 mins
20 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,720,819 85,343 43.60 0 hrs 33 mins
21 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,620,345 67,400 53.71 0 hrs 27 mins
22 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 3,583,088 67,400 53.16 0 hrs 27 mins
23 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,423,631 234,078 14.63 1 hrs 38 mins
24 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,415,413 208,213 16.40 1 hrs 28 mins
25 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,404,351 67,400 50.51 0 hrs 29 mins
26 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,399,795 78,115 43.52 0 hrs 33 mins
27 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,352,249 215,135 15.58 1 hrs 32 mins
28 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,203,699 67,400 47.53 0 hrs 30 mins
29 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,851,235 96,220 29.63 0 hrs 49 mins
30 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 2,810,114 67,400 41.69 0 hrs 35 mins
31 GeForce RTX 2080 Mobile
TU104BM [GeForce RTX 2080 Mobile]
Nvidia TU104BM 2,709,226 67,400 40.20 0 hrs 36 mins
32 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,651,145 67,400 39.33 0 hrs 37 mins
33 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,645,705 67,400 39.25 0 hrs 37 mins
34 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 Super]
Nvidia TU106 2,581,972 218,174 11.83 2 hrs 2 mins
35 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,578,424 155,465 16.59 1 hrs 27 mins
36 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,514,454 67,400 37.31 0 hrs 39 mins
37 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,411,031 67,400 35.77 0 hrs 40 mins
38 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,407,150 67,400 35.71 0 hrs 40 mins
39 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 2,387,557 67,400 35.42 0 hrs 41 mins
40 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,366,890 67,400 35.12 0 hrs 41 mins
41 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,241,036 334,980 6.69 3 hrs 35 mins
42 P102-100
GP102 [P102-100]
Nvidia GP102 2,211,855 67,400 32.82 0 hrs 44 mins
43 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,102,581 329,705 6.38 3 hrs 46 mins
44 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,098,962 67,400 31.14 0 hrs 46 mins
45 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,974,820 67,400 29.30 0 hrs 49 mins
46 Radeon RX 6600(XT/M)
Navi 23 XT-XL [Radeon RX 6600(XT/M)]
AMD Navi 23 XT-XL 1,872,028 67,400 27.77 0 hrs 52 mins
47 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,694,077 67,400 25.13 0 hrs 57 mins
48 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,423,631 287,003 4.96 4 hrs 50 mins
49 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,383,418 67,582 20.47 1 hrs 10 mins
50 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,345,210 67,400 19.96 1 hrs 12 mins
51 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,297,695 267,212 4.86 4 hrs 57 mins
52 P104-100
GP104 [P104-100]
Nvidia GP104 1,279,936 67,400 18.99 1 hrs 16 mins
53 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,256,638 67,400 18.64 1 hrs 17 mins
54 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,218,259 91,303 13.34 1 hrs 48 mins
55 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,208,107 244,801 4.94 4 hrs 52 mins
56 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,171,406 284,783 4.11 5 hrs 50 mins
57 CMP 30HX
TU116 [CMP 30HX]
Nvidia TU116 1,078,745 67,400 16.01 1 hrs 30 mins
58 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,054,918 224,455 4.70 5 hrs 6 mins
59 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 922,067 67,400 13.68 1 hrs 45 mins
60 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 911,343 67,400 13.52 1 hrs 46 mins
61 P106-100
GP106 [P106-100]
Nvidia GP106 858,543 67,400 12.74 1 hrs 53 mins
62 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 840,714 67,400 12.47 1 hrs 55 mins
63 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 825,873 67,400 12.25 1 hrs 58 mins
64 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 770,682 255,918 3.01 7 hrs 58 mins
65 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 742,866 67,400 11.02 2 hrs 11 mins
66 GeForce GTX 1650
TU116 [GeForce GTX 1650] 3091
Nvidia TU116 722,482 67,400 10.72 2 hrs 14 mins
67 Radeon PRO W7500
Navi 33 [Radeon PRO W7500]
AMD Navi 33 698,383 67,400 10.36 2 hrs 19 mins
68 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 665,574 67,400 9.87 2 hrs 26 mins
69 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 659,766 222,921 2.96 8 hrs 7 mins
70 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 621,039 88,667 7.00 3 hrs 26 mins
71 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 597,288 67,400 8.86 2 hrs 42 mins
72 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 563,123 208,240 2.70 8 hrs 53 mins
73 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 540,330 67,400 8.02 2 hrs 60 mins
74 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 533,986 67,400 7.92 3 hrs 2 mins
75 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 519,409 67,400 7.71 3 hrs 7 mins
76 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 462,027 67,400 6.86 3 hrs 30 mins
77 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 348,670 179,902 1.94 12 hrs 23 mins
78 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 308,604 67,400 4.58 5 hrs 15 mins
79 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 259,058 67,400 3.84 6 hrs 15 mins
80 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 205,505 151,498 1.36 17 hrs 42 mins
81 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 190,259 67,400 2.82 8 hrs 30 mins
82 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 166,012 93,215 1.78 13 hrs 29 mins
83 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 134,724 131,735 1.02 23 hrs 28 mins
84 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 98,979 67,400 1.47 16 hrs 21 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 00:30:32
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make
1 RYZEN 9 3900X 12-CORE 24 AMD