RESEARCH: ANTIBODY-AFFINITY-MATURATION
FOLDING PROJECT #18272 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 80,288
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project uses computer simulations to understand how antibodies become better at fighting viruses like HIV. Scientists will track the changes in antibodies over time, looking at both their variable and constant regions. The goal is to learn how antibodies develop high-affinity for their targets, which can help create more effective antibody drugs 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 neutralize pathogens.

Scientific: Biotechnology
Immunology / Humoral Immunity

Antibodies are specialized proteins created by our immune system to fight off harmful invaders like bacteria and viruses. They work by recognizing and attaching to specific parts of these invaders, marking them for destruction.


Affinity Maturation

The process by which antibodies increase their binding affinity to an antigen over time.

Scientific: Biotechnology
Immunology / Adaptive Immunity

Affinity maturation is a key process in the immune system where antibodies become better and better at recognizing and attaching to specific invaders (antigens). This happens through mutations that refine the antibody's shape, allowing it to bind more tightly.


Antigen

A molecule that triggers an immune response.

Scientific: Biotechnology
Immunology / Adaptive Immunity

Antigens are essentially the 'enemy' signals that our immune system recognizes. They can be parts of bacteria, viruses, or even our own cells when they become abnormal. The immune system uses antigens to identify and target harmful invaders.


HIV

Human Immunodeficiency Virus

Scientific: Biotechnology, Medicine
Virology / Retroviruses

HIV is a virus that attacks the body's immune system, specifically the cells that help fight off infections. If left untreated, HIV can lead to AIDS (Acquired Immunodeficiency Syndrome).


gp120

Glycoprotein 120

Scientific: Biotechnology, Medicine
Virology / Retroviruses

gp120 is a protein found on the surface of the HIV virus. It plays a crucial role in allowing the virus to attach to and enter human cells.


Broadly Neutralizing Antibodies

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

Scientific: Biotechnology, Medicine
Immunology / HIV/AIDS Research

Broadly neutralizing antibodies are like super-powered antibodies that can fight off many different versions of a virus. This is particularly important for viruses like HIV, which mutate rapidly and develop resistance to standard treatments.


V3-glycan Epitope

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

Scientific: Biotechnology, Medicine
Immunology / HIV/AIDS Research

The V3-glycan epitope is a vulnerable spot on the surface of the HIV virus. Some antibodies specifically target this site to block the virus from entering human cells.


V2-apex Epitope

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

Scientific: Biotechnology, Medicine
Immunology / HIV/AIDS Research

The V2-apex epitope is another vulnerable spot on the surface of the HIV virus. Some antibodies specifically target this site to block the virus from entering human cells.


Lineage

A group of related antibodies that share a common ancestor.

Scientific: Biotechnology
Immunology / Antibody Development

In antibody research, a lineage refers to a family of similar antibodies that evolved from a single original antibody. Tracking these lineages helps scientists understand how antibodies change and improve over time.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:44
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 10,192,109 41,050 248.29 0 hrs 6 mins
2 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 10,139,897 239,846 42.28 0 hrs 34 mins
3 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,376,997 171,115 54.80 0 hrs 26 mins
4 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 8,844,665 41,050 215.46 0 hrs 7 mins
5 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 8,330,355 41,050 202.93 0 hrs 7 mins
6 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 7,185,789 43,613 164.76 0 hrs 9 mins
7 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,848,438 130,842 52.34 0 hrs 28 mins
8 Tesla V100 PCIe 16GB
GV100GL [Tesla V100 PCIe 16GB] M 14028
Nvidia GV100GL 6,287,082 41,050 153.16 0 hrs 9 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 6,150,217 96,448 63.77 0 hrs 23 mins
10 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 6,078,350 41,050 148.07 0 hrs 10 mins
11 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,897,165 52,429 112.48 0 hrs 13 mins
12 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 5,877,567 41,050 143.18 0 hrs 10 mins
13 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,719,728 48,984 116.77 0 hrs 12 mins
14 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 4,491,153 41,050 109.41 0 hrs 13 mins
15 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 4,149,858 41,050 101.09 0 hrs 14 mins
16 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 3,760,997 41,050 91.62 0 hrs 16 mins
17 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,714,770 44,974 82.60 0 hrs 17 mins
18 TITAN RTX
TU102 [TITAN RTX] 16310
Nvidia TU102 3,668,957 41,050 89.38 0 hrs 16 mins
19 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,635,221 119,306 30.47 0 hrs 47 mins
20 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 3,629,069 41,050 88.41 0 hrs 16 mins
21 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 3,618,341 41,050 88.14 0 hrs 16 mins
22 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 3,571,764 49,012 72.88 0 hrs 20 mins
23 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 3,500,766 150,647 23.24 1 hrs 2 mins
24 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,308,343 105,265 31.43 0 hrs 46 mins
25 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 3,127,341 41,050 76.18 0 hrs 19 mins
26 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 3,092,841 86,020 35.95 0 hrs 40 mins
27 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,825,665 41,050 68.83 0 hrs 21 mins
28 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,796,218 57,150 48.93 0 hrs 29 mins
29 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,714,445 41,050 66.13 0 hrs 22 mins
30 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,612,492 232,936 11.22 2 hrs 8 mins
31 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,593,110 41,050 63.17 0 hrs 23 mins
32 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,587,501 41,494 62.36 0 hrs 23 mins
33 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 2,546,429 41,050 62.03 0 hrs 23 mins
34 P102-100
GP102 [P102-100]
Nvidia GP102 2,542,932 41,050 61.95 0 hrs 23 mins
35 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,533,198 41,050 61.71 0 hrs 23 mins
36 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,478,829 170,002 14.58 1 hrs 39 mins
37 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,442,591 212,745 11.48 2 hrs 5 mins
38 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,400,719 41,050 58.48 0 hrs 25 mins
39 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 2,370,112 41,050 57.74 0 hrs 25 mins
40 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,353,935 183,949 12.80 1 hrs 53 mins
41 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,270,965 41,050 55.32 0 hrs 26 mins
42 Tesla P40
GP102GL [Tesla P40] 11760
Nvidia GP102GL 2,077,349 41,050 50.61 0 hrs 28 mins
43 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 2,022,076 41,050 49.26 0 hrs 29 mins
44 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,933,229 161,114 12.00 2 hrs 0 mins
45 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,830,783 41,050 44.60 0 hrs 32 mins
46 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 1,828,003 41,050 44.53 0 hrs 32 mins
47 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,818,317 41,050 44.30 0 hrs 33 mins
48 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 1,730,575 41,050 42.16 0 hrs 34 mins
49 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,673,993 41,050 40.78 0 hrs 35 mins
50 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,606,238 41,050 39.13 0 hrs 37 mins
51 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,527,624 212,056 7.20 3 hrs 20 mins
52 P104-100
GP104 [P104-100]
Nvidia GP104 1,418,004 41,050 34.54 0 hrs 42 mins
53 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,417,253 56,716 24.99 0 hrs 58 mins
54 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,414,888 45,381 31.18 0 hrs 46 mins
55 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,401,291 41,050 34.14 0 hrs 42 mins
56 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,360,898 185,099 7.35 3 hrs 16 mins
57 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 1,289,569 41,050 31.41 0 hrs 46 mins
58 Quadro P2000
GP106GL [Quadro P2000] [MED-XN71] 3935
Nvidia GP106GL 1,284,570 41,050 31.29 0 hrs 46 mins
59 GeForce GTX 1650 SUPER
TU116 [GeForce GTX 1650 SUPER]
Nvidia TU116 1,227,590 110,816 11.08 2 hrs 10 mins
60 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 1,001,901 189,775 5.28 4 hrs 33 mins
61 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 957,664 41,050 23.33 1 hrs 2 mins
62 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 953,147 41,050 23.22 1 hrs 2 mins
63 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 938,902 41,050 22.87 1 hrs 3 mins
64 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 783,209 169,229 4.63 5 hrs 11 mins
65 Radeon RX Vega 56/64
Vega 10 XL/XT [Radeon RX Vega 56/64]
AMD Vega 10 XL/XT 659,552 41,050 16.07 1 hrs 30 mins
66 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 644,603 92,947 6.94 3 hrs 28 mins
67 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 591,400 41,050 14.41 1 hrs 40 mins
68 Radeon 760M/780M
Phoenix/Hawk Point [Radeon 760M/780M]
AMD Phoenix/Hawk Point 560,850 41,050 13.66 1 hrs 45 mins
69 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 523,050 41,050 12.74 1 hrs 53 mins
70 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 393,516 130,564 3.01 7 hrs 58 mins
71 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 364,046 132,798 2.74 8 hrs 45 mins
72 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 346,563 41,050 8.44 2 hrs 51 mins
73 GeForce GTX 980M
GM204 [GeForce GTX 980M] 3189
Nvidia GM204 333,216 41,050 8.12 2 hrs 57 mins
74 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 292,349 41,050 7.12 3 hrs 22 mins
75 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 269,781 119,090 2.27 10 hrs 36 mins
76 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 228,848 112,684 2.03 11 hrs 49 mins
77 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 210,920 41,050 5.14 4 hrs 40 mins
78 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 199,176 41,050 4.85 4 hrs 57 mins
79 Radeon 740M/760M/780M
Phoenix [Radeon 740M/760M/780M]
AMD Phoenix 175,482 41,050 4.27 5 hrs 37 mins
80 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 59,551 42,849 1.39 17 hrs 16 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:44
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make