RESEARCH: ANTIBODY-AFFINITY-MATURATION
FOLDING PROJECT #18267 PROFILE
PROJECT TEAM
Manager(s): Justin MillerInstitution: University of Pennsylvania
WORK UNIT INFO
Atoms: 119,789Core: 0x27
Status: Public
Related Projects
TLDR; PROJECT SUMMARY AI BETA
Scientists are using computer simulations to understand how antibodies change and become better at fighting viruses like HIV. They're looking at real antibody families to see how their shape and function evolve. This could lead to new, more effective 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
antibody
A protein produced by the immune system to neutralize pathogens
Antibodies are specialized proteins created by the body's immune system to fight off infections. They recognize and bind to specific invaders like bacteria or viruses, marking them for destruction by other immune cells.
affinity maturation
The process by which antibodies become more effective at binding to their target antigens over time
Affinity maturation is a key part of the immune system's learning process. When exposed to a pathogen, B cells produce antibodies that gradually improve their ability to bind to the invader. This makes the immune response stronger and more specific.
antigen
A molecule that triggers an immune response
Antigens are the molecules that alert the immune system to the presence of a foreign invader. They can be parts of bacteria, viruses, or other harmful substances.
HIV
Human Immunodeficiency Virus
HIV is a virus that attacks the body's immune system, specifically targeting CD4+ T cells. This weakens the immune system, making people more vulnerable to infections and diseases.
gp120
Glycoprotein 120, a surface protein on the HIV virus
gp120 is a key protein found on the surface of the HIV virus. It plays a crucial role in helping the virus attach to and enter human cells.
broadly neutralizing antibodies
Antibodies that can neutralize a wide range of different strains of a virus
Broadly neutralizing antibodies are a type of antibody that can target multiple strains of a virus. They are highly valuable for developing treatments and vaccines because they offer broader protection against diverse viral variants.
PROJECT FOLDING PPD AVERAGES BY GPU
Data as of Sunday, 26 April 2026 03:30:52|
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 | 10,295,936 | 69,315 | 148.54 | 0 hrs 10 mins |
| 2 | GeForce RTX 3090 GA102 [GeForce RTX 3090] |
Nvidia | GA102 | 9,711,600 | 319,191 | 30.43 | 0 hrs 47 mins |
| 3 | GeForce RTX 3080 Ti GA102 [GeForce RTX 3080 Ti] |
Nvidia | GA102 | 9,481,695 | 232,433 | 40.79 | 0 hrs 35 mins |
| 4 | GeForce RTX 3080 12GB GA102 [GeForce RTX 3080 12GB] |
Nvidia | GA102 | 9,119,157 | 69,315 | 131.56 | 0 hrs 11 mins |
| 5 | GeForce RTX 3080 Lite Hash Rate GA102 [GeForce RTX 3080 Lite Hash Rate] |
Nvidia | GA102 | 8,300,342 | 69,315 | 119.75 | 0 hrs 12 mins |
| 6 | Instinct MI300X Aqua Vanjaram [Instinct MI300X] |
AMD | Aqua Vanjaram | 7,813,801 | 69,315 | 112.73 | 0 hrs 13 mins |
| 7 | GeForce RTX 2080 Ti Rev. A TU102 [GeForce RTX 2080 Ti Rev. A] M 13448 |
Nvidia | TU102 | 6,973,090 | 72,809 | 95.77 | 0 hrs 15 mins |
| 8 | GeForce RTX 3080 GA102 [GeForce RTX 3080] |
Nvidia | GA102 | 6,345,228 | 145,868 | 43.50 | 0 hrs 33 mins |
| 9 | GeForce RTX 3070 Ti GA104 [GeForce RTX 3070 Ti] |
Nvidia | GA104 | 6,098,663 | 105,042 | 58.06 | 0 hrs 25 mins |
| 10 | GeForce RTX 3070 Lite Hash Rate GA104 [GeForce RTX 3070 Lite Hash Rate] |
Nvidia | GA104 | 5,985,529 | 69,315 | 86.35 | 0 hrs 17 mins |
| 11 | GeForce RTX 2080 Ti TU102 [GeForce RTX 2080 Ti] M 13448 |
Nvidia | TU102 | 5,857,202 | 69,315 | 84.50 | 0 hrs 17 mins |
| 12 | TITAN V GV100 [TITAN V] M 12288 |
Nvidia | GV100 | 5,591,193 | 71,676 | 78.01 | 0 hrs 18 mins |
| 13 | GeForce RTX 2080 Super TU104 [GeForce RTX 2080 Super] |
Nvidia | TU104 | 4,770,370 | 69,315 | 68.82 | 0 hrs 21 mins |
| 14 | Radeon RX 9070(XT) Navi 48 [Radeon RX 9070(XT)] |
AMD | Navi 48 | 4,235,856 | 193,936 | 21.84 | 1 hrs 6 mins |
| 15 | Radeon RX 6950 XT Navi 21 [Radeon RX 6950 XT] |
AMD | Navi 21 | 3,971,876 | 69,315 | 57.30 | 0 hrs 25 mins |
| 16 | GeForce RTX 3060 Ti Lite Hash Rate GA104 [GeForce RTX 3060 Ti Lite Hash Rate] |
Nvidia | GA104 | 3,804,024 | 75,415 | 50.44 | 0 hrs 29 mins |
| 17 | TITAN RTX TU102 [TITAN RTX] 16310 |
Nvidia | TU102 | 3,740,776 | 69,315 | 53.97 | 0 hrs 27 mins |
| 18 | GeForce RTX 4060 AD107 [GeForce RTX 4060] |
Nvidia | AD107 | 3,651,895 | 69,315 | 52.69 | 0 hrs 27 mins |
| 19 | GeForce RTX 2070 SUPER TU104 [GeForce RTX 2070 SUPER] 8218 |
Nvidia | TU104 | 3,569,774 | 137,798 | 25.91 | 0 hrs 56 mins |
|
|
|||||||
| 20 | Radeon RX 7700XT/7800XT Navi 32 [Radeon RX 7700XT/7800XT] |
AMD | Navi 32 | 3,518,960 | 69,315 | 50.77 | 0 hrs 28 mins |
| 21 | GeForce RTX 2070 Rev. A TU106 [GeForce RTX 2070 Rev. A] |
Nvidia | TU106 | 3,482,049 | 69,315 | 50.24 | 0 hrs 29 mins |
| 22 | Radeon RX 6800(XT)/6900XT Navi 21 [Radeon RX 6800(XT)/6900XT] |
AMD | Navi 21 | 3,481,637 | 114,076 | 30.52 | 0 hrs 47 mins |
| 23 | Radeon RX 7900XT/XTX/GRE Navi 31 [Radeon RX 7900XT/XTX/GRE] |
AMD | Navi 31 | 3,229,806 | 69,315 | 46.60 | 0 hrs 31 mins |
| 24 | GeForce RTX 3070 GA104 [GeForce RTX 3070] |
Nvidia | GA104 | 3,034,026 | 138,290 | 21.94 | 1 hrs 6 mins |
| 25 | GeForce RTX 3060 Ti GA104 [GeForce RTX 3060 Ti] |
Nvidia | GA104 | 3,020,302 | 86,688 | 34.84 | 0 hrs 41 mins |
| 26 | TITAN Xp GP102 [TITAN Xp] 12150 |
Nvidia | GP102 | 2,883,479 | 69,315 | 41.60 | 0 hrs 35 mins |
| 27 | GeForce RTX 4060 Max-Q / Mobile AD107M [GeForce RTX 4060 Max-Q / Mobile] |
Nvidia | AD107M | 2,769,237 | 69,315 | 39.95 | 0 hrs 36 mins |
| 28 | Intel Arc B580 Graphics Battlemage G21 [Intel Arc B580 Graphics] |
Intel | Battlemage G21 | 2,625,399 | 83,803 | 31.33 | 0 hrs 46 mins |
| 29 | GeForce GTX 1080 Ti GP102 [GeForce GTX 1080 Ti] 11380 |
Nvidia | GP102 | 2,563,850 | 70,709 | 36.26 | 0 hrs 40 mins |
| 30 | GeForce RTX 3060 GA104 [GeForce RTX 3060] |
Nvidia | GA104 | 2,514,279 | 69,315 | 36.27 | 0 hrs 40 mins |
| 31 | GeForce RTX 2060 Super TU106 [GeForce RTX 2060 Super] |
Nvidia | TU106 | 2,449,878 | 310,466 | 7.89 | 3 hrs 2 mins |
| 32 | GeForce RTX 3060 Lite Hash Rate GA106 [GeForce RTX 3060 Lite Hash Rate] |
Nvidia | GA106 | 2,426,748 | 69,315 | 35.01 | 0 hrs 41 mins |
| 33 | Quadro RTX 4000 Mobile / Max-Q TU104GLM [Quadro RTX 4000 Mobile / Max-Q] |
Nvidia | TU104GLM | 2,424,323 | 69,315 | 34.98 | 0 hrs 41 mins |
| 34 | GeForce RTX 3060 Mobile / Max-Q GA106M [GeForce RTX 3060 Mobile / Max-Q] |
Nvidia | GA106M | 2,404,054 | 157,120 | 15.30 | 1 hrs 34 mins |
| 35 | Quadro RTX 4000 TU104GL [Quadro RTX 4000] |
Nvidia | TU104GL | 2,392,943 | 69,315 | 34.52 | 0 hrs 42 mins |
| 36 | GeForce RTX 2060 TU106 [Geforce RTX 2060] |
Nvidia | TU106 | 2,353,220 | 263,495 | 8.93 | 2 hrs 41 mins |
| 37 | GeForce RTX 2070 TU106 [GeForce RTX 2070] |
Nvidia | TU106 | 2,320,298 | 228,783 | 10.14 | 2 hrs 22 mins |
| 38 | Radeon RX 9060(XT) Navi 44 [Radeon RX 9060(XT)] |
AMD | Navi 44 | 2,318,666 | 69,315 | 33.45 | 0 hrs 43 mins |
| 39 | Radeon 8050S/8060S Strix Halo [Radeon 8050S/8060S] |
AMD | Strix Halo | 2,215,419 | 69,315 | 31.96 | 0 hrs 45 mins |
|
|
|||||||
| 40 | RTX A2000 GA106 [RTX A2000] |
Nvidia | GA106 | 2,175,750 | 69,315 | 31.39 | 0 hrs 46 mins |
| 41 | GeForce RTX 4050 Max-Q / Mobile AD107M [GeForce RTX 4050 Max-Q / Mobile] |
Nvidia | AD107M | 2,028,051 | 69,315 | 29.26 | 0 hrs 49 mins |
| 42 | P102-100 GP102 [P102-100] |
Nvidia | GP102 | 1,990,048 | 69,315 | 28.71 | 0 hrs 50 mins |
| 43 | Radeon RX 6700(XT)/6800M Navi 22 XT-XL [Radeon RX 6700(XT)/6800M] |
AMD | Navi 22 XT-XL | 1,880,372 | 69,315 | 27.13 | 0 hrs 53 mins |
| 44 | GeForce GTX 1080 GP104 [GeForce GTX 1080] 8873 |
Nvidia | GP104 | 1,732,868 | 148,104 | 11.70 | 2 hrs 3 mins |
| 45 | RTX A2000 12GB GA106 [RTX A2000 12GB] |
Nvidia | GA106 | 1,589,003 | 69,315 | 22.92 | 1 hrs 3 mins |
| 46 | GeForce RTX 2060 Mobile TU106M [GeForce RTX 2060 Mobile] |
Nvidia | TU106M | 1,503,091 | 69,315 | 21.68 | 1 hrs 6 mins |
| 47 | GeForce GTX 980 Ti GM200 [GeForce GTX 980 Ti] 5632 |
Nvidia | GM200 | 1,403,295 | 292,961 | 4.79 | 5 hrs 1 mins |
| 48 | GeForce GTX 1660 SUPER TU116 [GeForce GTX 1660 SUPER] |
Nvidia | TU116 | 1,364,918 | 82,645 | 16.52 | 1 hrs 27 mins |
| 49 | Radeon RX 6650 XT Navi 23 [Radeon RX 6650 XT] |
AMD | Navi 23 | 1,331,860 | 69,315 | 19.21 | 1 hrs 15 mins |
| 50 | P104-100 GP104 [P104-100] |
Nvidia | GP104 | 1,244,498 | 69,315 | 17.95 | 1 hrs 20 mins |
| 51 | CMP 30HX TU116 [CMP 30HX] |
Nvidia | TU116 | 1,212,669 | 69,315 | 17.50 | 1 hrs 22 mins |
| 52 | GeForce GTX 1070 GP104 [GeForce GTX 1070] 6463 |
Nvidia | GP104 | 1,202,553 | 237,855 | 5.06 | 4 hrs 45 mins |
| 53 | GeForce GTX 1660 TU116 [GeForce GTX 1660] |
Nvidia | TU116 | 1,172,157 | 90,986 | 12.88 | 1 hrs 52 mins |
| 54 | GeForce GTX 1650 SUPER TU116 [GeForce GTX 1650 SUPER] |
Nvidia | TU116 | 1,136,844 | 182,446 | 6.23 | 3 hrs 51 mins |
| 55 | GeForce GTX 1660 Ti TU116 [GeForce GTX 1660 Ti] |
Nvidia | TU116 | 1,031,221 | 69,315 | 14.88 | 1 hrs 37 mins |
| 56 | RX 5600 OEM/5600XT/5700(XT) Navi 10 [RX 5600 OEM/5600XT/5700(XT)] |
AMD | Navi 10 | 894,383 | 69,315 | 12.90 | 1 hrs 52 mins |
| 57 | GeForce GTX 1660 Mobile TU116M [GeForce GTX 1660 Mobile] |
Nvidia | TU116M | 848,036 | 263,313 | 3.22 | 7 hrs 27 mins |
| 58 | GeForce GTX Titan X GM200 [GeForce GTX Titan X] 6144 |
Nvidia | GM200 | 777,174 | 256,696 | 3.03 | 7 hrs 56 mins |
| 59 | GeForce GTX 1070 Mobile GP104BM [GeForce GTX 1070 Mobile] 6463 |
Nvidia | GP104BM | 724,216 | 69,315 | 10.45 | 2 hrs 18 mins |
|
|
|||||||
| 60 | Tesla P4 GP104GL [Tesla P4] 5704 |
Nvidia | GP104GL | 674,611 | 228,836 | 2.95 | 8 hrs 8 mins |
| 61 | GeForce GTX 1060 6GB GP106 [GeForce GTX 1060 6GB] 4372 |
Nvidia | GP106 | 649,112 | 137,687 | 4.71 | 5 hrs 5 mins |
| 62 | GeForce GTX 1060 3GB GP106 [GeForce GTX 1060 3GB] 3935 |
Nvidia | GP106 | 647,659 | 69,315 | 9.34 | 2 hrs 34 mins |
| 63 | GeForce RTX 3050 6GB Laptop GPU GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU] |
Nvidia | GN20-P0-R-K2 | 644,312 | 69,315 | 9.30 | 2 hrs 35 mins |
| 64 | R9 Fury X/NANO Fiji XT [R9 Fury X/NANO] |
AMD | Fiji XT | 543,523 | 69,315 | 7.84 | 3 hrs 4 mins |
| 65 | Radeon RX 7700S/7600S Navi 33 [Radeon RX 7700S/7600S] |
AMD | Navi 33 | 532,179 | 69,315 | 7.68 | 3 hrs 8 mins |
| 66 | GeForce RTX 3050 6GB GA107 [GeForce RTX 3050 6GB] |
Nvidia | GA107 | 518,868 | 69,315 | 7.49 | 3 hrs 12 mins |
| 67 | Quadro P2000 GP106GL [Quadro P2000] [MED-XN71] 3935 |
Nvidia | GP106GL | 496,655 | 69,315 | 7.17 | 3 hrs 21 mins |
| 68 | GeForce GTX 1650 TU117 [GeForce GTX 1650] |
Nvidia | TU117 | 458,178 | 133,514 | 3.43 | 6 hrs 60 mins |
| 69 | GeForce GTX 970 GM204 [GeForce GTX 970] 3494 |
Nvidia | GM204 | 433,303 | 69,315 | 6.25 | 3 hrs 50 mins |
| 70 | GeForce GTX 1650 TU106 [GeForce GTX 1650] |
Nvidia | TU106 | 342,409 | 69,315 | 4.94 | 4 hrs 52 mins |
| 71 | GeForce GTX 1050 LP GP107 [GeForce GTX 1050 LP] 1862 |
Nvidia | GP107 | 317,145 | 69,315 | 4.58 | 5 hrs 15 mins |
| 72 | GeForce GTX 980M GM204 [GeForce GTX 980M] 3189 |
Nvidia | GM204 | 253,045 | 69,315 | 3.65 | 6 hrs 34 mins |
| 73 | Quadro P1000 GP107GL [Quadro P1000] |
Nvidia | GP107GL | 212,790 | 156,145 | 1.36 | 17 hrs 37 mins |
| 74 | Quadro T400 Mobile TU117GLM [Quadro T400 Mobile] |
Nvidia | TU117GLM | 194,864 | 69,315 | 2.81 | 8 hrs 32 mins |
| 75 | Quadro P620 GP107GL [Quadro P620] |
Nvidia | GP107GL | 138,095 | 135,357 | 1.02 | 23 hrs 31 mins |
| 76 | RX 5500(M)/Pro 5500M Navi 14 [RX 5500(M)/Pro 5500M] |
AMD | Navi 14 | 106,337 | 69,315 | 1.53 | 15 hrs 39 mins |
| 77 | GeForce GT 1030 GP108 [GeForce GT 1030] |
Nvidia | GP108 | 85,000 | 88,216 | 0.96 | 24 hrs 54 mins |
PROJECT FOLDING PPD AVERAGES BY CPU BETA
Data as of Sunday, 26 April 2026 03:30:52|
Rank Project |
CPU Model |
Logical Processors (LP) |
PPD-PLP AVG PPD per 1 LP |
ALL LP-PPD (Estimated) |
Make |
|---|