RESEARCH: ANTIBODY-DYNAMICS
FOLDING PROJECT #18268 PROFILE

PROJECT TEAM

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

WORK UNIT INFO

Atoms: 135,190
Core: 0x27
Status: Public

Related Projects

TLDR; PROJECT SUMMARY AI BETA

This project simulates how antibodies evolve to fight infections better. By studying these simulations, scientists hope to design new drugs and vaccines that are even more effective.

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 made by your immune system. They recognize and attach to harmful invaders like bacteria and viruses, marking them for destruction. Each antibody is designed to target a specific invader, like a key fitting into a lock.


affinity maturation

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

Scientific: Biotechnology, Pharmaceuticals
Immunology / Humoral Immunity

Affinity maturation is like a refining process for antibodies. When your body encounters an infection, your immune system produces many different antibodies. Over time, the antibodies that bind most strongly to the invader (have high affinity) are favored and replicated. This makes the immune response more effective at fighting off the infection.


antigen

A molecule that triggers an immune response.

Scientific: Biotechnology, Pharmaceuticals
Immunology / Humoral Immunity

Antigens are like flags on invaders (bacteria, viruses, etc.) that alert your immune system. When your body recognizes an antigen as foreign, it mounts an immune response to try and eliminate the threat.


HIV

Human Immunodeficiency Virus

Technical: Biotechnology, Pharmaceuticals
Virology / Infectious Diseases

HIV is a virus that attacks the body's immune system, specifically the CD4+ T cells. Over time, HIV can weaken the immune system to the point where it can no longer fight off infections and diseases, leading to AIDS (Acquired Immune Deficiency Syndrome).


gp120

Glycoprotein 120

Technical: Biotechnology, Pharmaceuticals
Virology / HIV

gp120 is a protein found on the surface of the HIV virus. It's responsible for binding to receptors on human cells, allowing the virus to enter and infect them.


broadly neutralizing antibodies

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

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Research

Broadly neutralizing antibodies are like super-powered antibodies. They're designed to target multiple parts of a virus, making them effective against a wide variety of its strains. This is particularly important for viruses like HIV, which mutate rapidly and can develop resistance to traditional treatments.


V3-glycan epitope

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

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Research

The V3-glycan epitope is a unique feature on the surface of the HIV virus. Certain antibodies, like those in the PGT121 lineage, are designed to target this region and neutralize the virus.


V2-apex epitope

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

Scientific: Biotechnology, Pharmaceuticals
Immunology / HIV Research

The V2-apex epitope is another unique feature on the surface of the HIV virus. Certain antibodies, like those in the CAP256-VRC26 lineage, are designed to target this region and neutralize the virus.

PROJECT FOLDING PPD AVERAGES BY GPU

Data as of Sunday, 26 April 2026 03:30:50
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 10,456,798 83,092 125.85 0 hrs 11 mins
2 GeForce RTX 3080 Lite Hash Rate
GA102 [GeForce RTX 3080 Lite Hash Rate]
Nvidia GA102 9,873,440 83,092 118.83 0 hrs 12 mins
3 GeForce RTX 3090
GA102 [GeForce RTX 3090]
Nvidia GA102 9,794,320 295,158 33.18 0 hrs 43 mins
4 GeForce RTX 3080 Ti
GA102 [GeForce RTX 3080 Ti]
Nvidia GA102 9,496,909 300,401 31.61 0 hrs 46 mins
5 GeForce RTX 3080 12GB
GA102 [GeForce RTX 3080 12GB]
Nvidia GA102 9,466,447 83,092 113.93 0 hrs 13 mins
6 Instinct MI300X
Aqua Vanjaram [Instinct MI300X]
AMD Aqua Vanjaram 8,058,939 83,092 96.99 0 hrs 15 mins
7 GeForce RTX 2080 Ti Rev. A
TU102 [GeForce RTX 2080 Ti Rev. A] M 13448
Nvidia TU102 6,998,518 88,944 78.68 0 hrs 18 mins
8 GeForce RTX 3080
GA102 [GeForce RTX 3080]
Nvidia GA102 6,872,129 364,391 18.86 1 hrs 16 mins
9 GeForce RTX 3070 Ti
GA104 [GeForce RTX 3070 Ti]
Nvidia GA104 6,086,518 174,559 34.87 0 hrs 41 mins
10 GeForce RTX 2080 Ti
TU102 [GeForce RTX 2080 Ti] M 13448
Nvidia TU102 5,898,749 83,092 70.99 0 hrs 20 mins
11 GeForce RTX 3070 Lite Hash Rate
GA104 [GeForce RTX 3070 Lite Hash Rate]
Nvidia GA104 5,868,451 83,092 70.63 0 hrs 20 mins
12 TITAN V
GV100 [TITAN V] M 12288
Nvidia GV100 5,503,561 83,092 66.23 0 hrs 22 mins
13 GeForce RTX 2080 Super
TU104 [GeForce RTX 2080 Super]
Nvidia TU104 5,028,828 83,092 60.52 0 hrs 24 mins
14 GeForce RTX 3080 Mobile / Max-Q 8GB/16GB
GA104M [GeForce RTX 3080 Mobile / Max-Q 8GB/16GB]
Nvidia GA104M 4,632,452 83,092 55.75 0 hrs 26 mins
15 GeForce RTX 4060
AD107 [GeForce RTX 4060]
Nvidia AD107 4,362,276 83,092 52.50 0 hrs 27 mins
16 GeForce RTX 3060 Ti Lite Hash Rate
GA104 [GeForce RTX 3060 Ti Lite Hash Rate]
Nvidia GA104 3,716,916 83,092 44.73 0 hrs 32 mins
17 Radeon RX 9070(XT)
Navi 48 [Radeon RX 9070(XT)]
AMD Navi 48 3,629,527 234,684 15.47 1 hrs 33 mins
18 GeForce RTX 2070 Rev. A
TU106 [GeForce RTX 2070 Rev. A]
Nvidia TU106 3,599,250 83,092 43.32 0 hrs 33 mins
19 Radeon RX 6800(XT)/6900XT
Navi 21 [Radeon RX 6800(XT)/6900XT]
AMD Navi 21 3,580,573 146,285 24.48 0 hrs 59 mins
20 GeForce RTX 5070
GB205 [GeForce RTX 5070]
Nvidia GB205 3,562,474 83,092 42.87 0 hrs 34 mins
21 GeForce RTX 2070 SUPER
TU104 [GeForce RTX 2070 SUPER] 8218
Nvidia TU104 3,506,521 212,398 16.51 1 hrs 27 mins
22 Radeon RX 6950 XT
Navi 21 [Radeon RX 6950 XT]
AMD Navi 21 3,495,478 87,213 40.08 0 hrs 36 mins
23 TITAN RTX
TU102 [TITAN RTX] 16310
Nvidia TU102 3,176,476 83,092 38.23 0 hrs 38 mins
24 GeForce RTX 3060 Ti
GA104 [GeForce RTX 3060 Ti]
Nvidia GA104 2,982,273 85,700 34.80 0 hrs 41 mins
25 Radeon RX 7900XT/XTX/GRE
Navi 31 [Radeon RX 7900XT/XTX/GRE]
AMD Navi 31 2,979,508 83,092 35.86 0 hrs 40 mins
26 GeForce RTX 3070
GA104 [GeForce RTX 3070]
Nvidia GA104 2,964,248 144,986 20.45 1 hrs 10 mins
27 Radeon RX 7700XT/7800XT
Navi 32 [Radeon RX 7700XT/7800XT]
AMD Navi 32 2,876,538 83,092 34.62 0 hrs 42 mins
28 GeForce RTX 2080 Mobile
TU104BM [GeForce RTX 2080 Mobile]
Nvidia TU104BM 2,737,879 83,092 32.95 0 hrs 44 mins
29 RTX 2000 Ada Generation Laptop GPU
AD107GLM [RTX 2000 Ada Generation Laptop GPU]
Nvidia AD107GLM 2,737,087 83,092 32.94 0 hrs 44 mins
30 GeForce GTX 1080 Ti
GP102 [GeForce GTX 1080 Ti] 11380
Nvidia GP102 2,647,111 83,092 31.86 0 hrs 45 mins
31 GeForce RTX 4060 Max-Q / Mobile
AD107M [GeForce RTX 4060 Max-Q / Mobile]
Nvidia AD107M 2,627,902 83,092 31.63 0 hrs 46 mins
32 Intel Arc B580 Graphics
Battlemage G21 [Intel Arc B580 Graphics]
Intel Battlemage G21 2,610,877 131,409 19.87 1 hrs 12 mins
33 TITAN Xp
GP102 [TITAN Xp] 12150
Nvidia GP102 2,567,233 83,092 30.90 0 hrs 47 mins
34 GeForce RTX 2060 Super
TU106 [GeForce RTX 2060 SUPER]
Nvidia TU106 2,556,564 389,198 6.57 3 hrs 39 mins
35 Quadro RTX 4000
TU104GL [Quadro RTX 4000]
Nvidia TU104GL 2,490,934 83,092 29.98 0 hrs 48 mins
36 GeForce RTX 3060 Lite Hash Rate
GA106 [GeForce RTX 3060 Lite Hash Rate]
Nvidia GA106 2,484,913 83,092 29.91 0 hrs 48 mins
37 GeForce RTX 3060
GA104 [GeForce RTX 3060]
Nvidia GA104 2,438,993 83,092 29.35 0 hrs 49 mins
38 GeForce RTX 3060 Mobile / Max-Q
GA106M [GeForce RTX 3060 Mobile / Max-Q]
Nvidia GA106M 2,431,571 193,801 12.55 1 hrs 55 mins
39 GeForce RTX 2070 Mobile / Max-Q Refresh
TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh]
Nvidia TU106M 2,402,806 83,092 28.92 0 hrs 50 mins
40 GeForce RTX 2070
TU106 [GeForce RTX 2070]
Nvidia TU106 2,294,008 203,203 11.29 2 hrs 8 mins
41 P102-100
GP102 [P102-100]
Nvidia GP102 2,253,407 83,092 27.12 0 hrs 53 mins
42 Radeon RX 9060(XT)
Navi 44 [Radeon RX 9060(XT)]
AMD Navi 44 2,245,771 83,092 27.03 0 hrs 53 mins
43 GeForce RTX 2060
TU106 [Geforce RTX 2060]
Nvidia TU106 2,242,765 280,718 7.99 3 hrs 0 mins
44 Radeon 8050S/8060S
Strix Halo [Radeon 8050S/8060S]
AMD Strix Halo 2,222,905 83,092 26.75 0 hrs 54 mins
45 GeForce RTX 4050 Max-Q / Mobile
AD107M [GeForce RTX 4050 Max-Q / Mobile]
Nvidia AD107M 2,042,692 83,092 24.58 0 hrs 59 mins
46 RTX A2000
GA106 [RTX A2000]
Nvidia GA106 1,963,082 83,092 23.63 1 hrs 1 mins
47 Radeon RX 6700(XT)/6800M
Navi 22 XT-XL [Radeon RX 6700(XT)/6800M]
AMD Navi 22 XT-XL 1,844,832 83,092 22.20 1 hrs 5 mins
48 GeForce GTX 1660 Ti
TU116 [GeForce GTX 1660 Ti]
Nvidia TU116 1,789,993 83,092 21.54 1 hrs 7 mins
49 GeForce GTX 1660
TU116 [GeForce GTX 1660]
Nvidia TU116 1,677,045 118,798 14.12 1 hrs 42 mins
50 GeForce GTX 1080
GP104 [GeForce GTX 1080] 8873
Nvidia GP104 1,570,045 280,637 5.59 4 hrs 17 mins
51 GeForce GTX 1070 Ti
GP104 [GeForce GTX 1070 Ti] 8186
Nvidia GP104 1,506,221 83,092 18.13 1 hrs 19 mins
52 RTX A2000 12GB
GA106 [RTX A2000 12GB]
Nvidia GA106 1,504,010 83,092 18.10 1 hrs 20 mins
53 GeForce GTX 1660 SUPER
TU116 [GeForce GTX 1660 SUPER]
Nvidia TU116 1,481,341 83,092 17.83 1 hrs 21 mins
54 GeForce GTX 980 Ti
GM200 [GeForce GTX 980 Ti] 5632
Nvidia GM200 1,415,586 320,895 4.41 5 hrs 26 mins
55 GeForce RTX 2060
TU104 [GeForce RTX 2060]
Nvidia TU104 1,316,101 330,315 3.98 6 hrs 1 mins
56 Radeon RX 6650 XT
Navi 23 [Radeon RX 6650 XT]
AMD Navi 23 1,307,881 83,092 15.74 1 hrs 31 mins
57 GeForce GTX 1070
GP104 [GeForce GTX 1070] 6463
Nvidia GP104 1,204,338 305,211 3.95 6 hrs 5 mins
58 CMP 30HX
TU116 [CMP 30HX]
Nvidia TU116 1,190,296 83,092 14.33 1 hrs 41 mins
59 P104-100
GP104 [P104-100]
Nvidia GP104 1,066,965 83,092 12.84 1 hrs 52 mins
60 RX 5600 OEM/5600XT/5700(XT)
Navi 10 [RX 5600 OEM/5600XT/5700(XT)]
AMD Navi 10 830,751 83,092 10.00 2 hrs 24 mins
61 GeForce GTX Titan X
GM200 [GeForce GTX Titan X] 6144
Nvidia GM200 781,191 261,757 2.98 8 hrs 3 mins
62 GeForce GTX 1660 Mobile
TU116M [GeForce GTX 1660 Mobile]
Nvidia TU116M 773,894 295,930 2.62 9 hrs 11 mins
63 GeForce GTX 1070 Mobile
GP104BM [GeForce GTX 1070 Mobile] 6463
Nvidia GP104BM 731,386 112,811 6.48 3 hrs 42 mins
64 GeForce RTX 3050 Ti Mobile
GA107M [GeForce RTX 3050 Ti Mobile]
Nvidia GA107M 723,545 83,092 8.71 2 hrs 45 mins
65 GeForce GTX 1060 3GB
GP106 [GeForce GTX 1060 3GB] 3935
Nvidia GP106 684,020 83,092 8.23 2 hrs 55 mins
66 GeForce GTX 980
GM204 [GeForce GTX 980] 4612
Nvidia GM204 680,798 83,092 8.19 2 hrs 56 mins
67 Tesla P4
GP104GL [Tesla P4] 5704
Nvidia GP104GL 660,891 256,951 2.57 9 hrs 20 mins
68 GeForce RTX 3050 6GB Laptop GPU
GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU]
Nvidia GN20-P0-R-K2 630,540 83,092 7.59 3 hrs 10 mins
69 GeForce GTX 1060 6GB
GP106 [GeForce GTX 1060 6GB] 4372
Nvidia GP106 589,432 184,022 3.20 7 hrs 30 mins
70 GeForce GTX 970
GM204 [GeForce GTX 970] 3494
Nvidia GM204 588,050 83,092 7.08 3 hrs 23 mins
71 GeForce RTX 3050 6GB
GA107 [GeForce RTX 3050 6GB]
Nvidia GA107 566,931 83,092 6.82 3 hrs 31 mins
72 R9 Fury X/NANO
Fiji XT [R9 Fury X/NANO]
AMD Fiji XT 542,449 83,092 6.53 3 hrs 41 mins
73 Radeon 740M/760M/780M
Phoenix [Radeon 740M/760M/780M]
AMD Phoenix 486,307 83,092 5.85 4 hrs 6 mins
74 GeForce GTX 1650
TU117 [GeForce GTX 1650]
Nvidia TU117 486,070 196,316 2.48 9 hrs 42 mins
75 GeForce RTX 2060 Mobile
TU106M [GeForce RTX 2060 Mobile]
Nvidia TU106M 459,406 83,092 5.53 4 hrs 20 mins
76 GeForce GTX 1650
TU106 [GeForce GTX 1650]
Nvidia TU106 401,006 83,092 4.83 4 hrs 58 mins
77 Quadro T1000 Mobile
TU117GLM [Quadro T1000 Mobile]
Nvidia TU117GLM 367,961 204,022 1.80 13 hrs 18 mins
78 GeForce GTX 980M
GM204 [GeForce GTX 980M] 3189
Nvidia GM204 301,423 83,092 3.63 6 hrs 37 mins
79 GeForce GTX 1050 LP
GP107 [GeForce GTX 1050 LP] 1862
Nvidia GP107 296,507 87,343 3.39 7 hrs 4 mins
80 Quadro T400 Mobile
TU117GLM [Quadro T400 Mobile]
Nvidia TU117GLM 262,622 83,092 3.16 7 hrs 36 mins
81 GeForce GTX 1050 Ti
GP107 [GeForce GTX 1050 Ti] 2138
Nvidia GP107 259,722 141,672 1.83 13 hrs 5 mins
82 Radeon PRO W6400
Navi 24 [Radeon PRO W6400]
AMD Navi 24 253,842 83,092 3.05 7 hrs 51 mins
83 Radeon RX 6400/6500XT
Navi 24 [Radeon RX 6400/6500XT]
AMD Navi 24 252,520 186,921 1.35 17 hrs 46 mins
84 Quadro P1000
GP107GL [Quadro P1000]
Nvidia GP107GL 205,408 174,139 1.18 20 hrs 21 mins
85 Quadro P620
GP107GL [Quadro P620]
Nvidia GP107GL 142,666 154,432 0.92 25 hrs 59 mins
86 RX 5500(M)/Pro 5500M
Navi 14 [RX 5500(M)/Pro 5500M]
AMD Navi 14 107,468 83,276 1.29 18 hrs 36 mins
87 GeForce GT 1030
GP108 [GeForce GT 1030]
Nvidia GP108 63,970 96,761 0.66 36 hrs 18 mins

PROJECT FOLDING PPD AVERAGES BY CPU BETA

Data as of Sunday, 26 April 2026 03:30:50
Rank
Project
CPU Model Logical
Processors (LP)
PPD-PLP
AVG PPD per 1 LP
ALL LP-PPD
(Estimated)
Make