RESEARCH: ANTIBODY-DYNAMICS-SIMULATION
FOLDING PROJECT #18269 PROFILE
PROJECT TEAM
Manager(s): Justin MillerInstitution: University of Pennsylvania
WORK UNIT INFO
Atoms: 80,247Core: 0x27
Status: Public
Related Projects
TLDR; PROJECT SUMMARY AI BETA
This project simulates how antibodies change and get better at fighting infections. They're looking at real antibody examples and using computer models to see how different changes affect their ability to grab onto germs. This could help scientists design new, more effective medicines 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
antibody
A protein produced by the immune system to fight infections.
Antibodies are specialized proteins made by our immune system to identify and neutralize harmful substances like viruses and bacteria. They work by binding to specific targets on these invaders, marking them for destruction or preventing them from causing damage.
affinity maturation
The process by which antibodies become more effective at binding to their target antigens.
Affinity maturation is a key step in the immune response where antibodies gradually improve their ability to recognize and bind to specific pathogens. This happens through mutations that enhance the antibody's binding strength, making it more effective at neutralizing the threat.
antigen
A molecule that triggers an immune response.
Antigens are substances, often found on the surface of pathogens like viruses or bacteria, that our immune system recognizes as foreign. When our body encounters an antigen, it mounts a defense to eliminate it.
mutations
Changes in the DNA sequence.
Mutations are alterations in the genetic code that can lead to variations in an organism's traits. These changes can be spontaneous or induced by environmental factors and play a crucial role in evolution and disease.
lineage
A series of related antibodies that evolved from a common ancestor.
In immunology, a lineage refers to a group of antibodies descended from a single ancestral antibody. These antibodies share similarities in their structure and function, reflecting their evolutionary history.
HIV
Human Immunodeficiency Virus
HIV is a retrovirus that attacks the body's immune system, specifically targeting CD4+ T cells. This weakens the immune response, making individuals susceptible to opportunistic infections and cancers.
gp120
Glycoprotein 120, a protein on the surface of the HIV virus.
Gp120 is a key protein found on the outer envelope of the HIV virus. It plays a crucial role in attaching to and entering human cells, initiating infection.
V3-glycan epitope
A specific sugar-protein structure on the gp120 protein that is recognized by certain antibodies.
The V3-glycan epitope is a unique binding site on the HIV gp120 protein. Antibodies targeting this epitope can effectively neutralize the virus.
broadly neutralizing antibodies
Antibodies that can neutralize a wide range of different HIV strains.
Broadly neutralizing antibodies are a highly sought-after class of antibodies because they have the potential to provide long-lasting protection against HIV infection. They can target conserved regions on the virus, making them effective against diverse strains.
PROJECT FOLDING PPD AVERAGES BY GPU
Data as of Sunday, 26 April 2026 03:30:49|
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 | 11,146,632 | 40,585 | 274.65 | 0 hrs 5 mins |
| 2 | GeForce RTX 3080 Ti GA102 [GeForce RTX 3080 Ti] |
Nvidia | GA102 | 9,981,817 | 185,043 | 53.94 | 0 hrs 27 mins |
| 3 | GeForce RTX 3090 GA102 [GeForce RTX 3090] |
Nvidia | GA102 | 9,238,190 | 215,156 | 42.94 | 0 hrs 34 mins |
| 4 | GeForce RTX 3080 Lite Hash Rate GA102 [GeForce RTX 3080 Lite Hash Rate] |
Nvidia | GA102 | 9,088,136 | 40,585 | 223.93 | 0 hrs 6 mins |
| 5 | GeForce RTX 2080 Ti Rev. A TU102 [GeForce RTX 2080 Ti Rev. A] M 13448 |
Nvidia | TU102 | 7,027,904 | 52,996 | 132.61 | 0 hrs 11 mins |
| 6 | Instinct MI300X Aqua Vanjaram [Instinct MI300X] |
AMD | Aqua Vanjaram | 6,928,324 | 40,585 | 170.71 | 0 hrs 8 mins |
| 7 | GeForce RTX 3080 GA102 [GeForce RTX 3080] |
Nvidia | GA102 | 6,482,751 | 149,484 | 43.37 | 0 hrs 33 mins |
| 8 | GeForce RTX 2080 Ti TU102 [GeForce RTX 2080 Ti] M 13448 |
Nvidia | TU102 | 6,092,755 | 40,585 | 150.12 | 0 hrs 10 mins |
| 9 | GeForce RTX 3070 Ti GA104 [GeForce RTX 3070 Ti] |
Nvidia | GA104 | 6,071,588 | 120,844 | 50.24 | 0 hrs 29 mins |
| 10 | TITAN V GV100 [TITAN V] M 12288 |
Nvidia | GV100 | 5,698,631 | 51,335 | 111.01 | 0 hrs 13 mins |
| 11 | GeForce RTX 3070 Lite Hash Rate GA104 [GeForce RTX 3070 Lite Hash Rate] |
Nvidia | GA104 | 5,659,683 | 118,087 | 47.93 | 0 hrs 30 mins |
| 12 | Radeon RX 7900XT/XTX/GRE Navi 31 [Radeon RX 7900XT/XTX/GRE] |
AMD | Navi 31 | 5,404,807 | 42,619 | 126.82 | 0 hrs 11 mins |
| 13 | GeForce RTX 2080 Super TU104 [GeForce RTX 2080 Super] |
Nvidia | TU104 | 5,069,747 | 40,585 | 124.92 | 0 hrs 12 mins |
| 14 | Radeon RX 6950 XT Navi 21 [Radeon RX 6950 XT] |
AMD | Navi 21 | 3,903,824 | 40,585 | 96.19 | 0 hrs 15 mins |
| 15 | Radeon RX 7700XT/7800XT Navi 32 [Radeon RX 7700XT/7800XT] |
AMD | Navi 32 | 3,881,991 | 40,585 | 95.65 | 0 hrs 15 mins |
| 16 | GeForce RTX 3060 Ti Lite Hash Rate GA104 [GeForce RTX 3060 Ti Lite Hash Rate] |
Nvidia | GA104 | 3,864,216 | 44,770 | 86.31 | 0 hrs 17 mins |
| 17 | Radeon RX 9070(XT) Navi 48 [Radeon RX 9070(XT)] |
AMD | Navi 48 | 3,701,202 | 133,603 | 27.70 | 0 hrs 52 mins |
| 18 | Radeon RX 6800(XT)/6900XT Navi 21 [Radeon RX 6800(XT)/6900XT] |
AMD | Navi 21 | 3,615,187 | 107,897 | 33.51 | 0 hrs 43 mins |
| 19 | GeForce RTX 2070 SUPER TU104 [GeForce RTX 2070 SUPER] 8218 |
Nvidia | TU104 | 3,515,157 | 172,970 | 20.32 | 1 hrs 11 mins |
|
|
|||||||
| 20 | GeForce RTX 4060 AD107 [GeForce RTX 4060] |
Nvidia | AD107 | 3,299,520 | 49,444 | 66.73 | 0 hrs 22 mins |
| 21 | GeForce RTX 3070 GA104 [GeForce RTX 3070] |
Nvidia | GA104 | 3,146,571 | 114,155 | 27.56 | 0 hrs 52 mins |
| 22 | TITAN Xp GP102 [TITAN Xp] 12150 |
Nvidia | GP102 | 3,051,852 | 40,585 | 75.20 | 0 hrs 19 mins |
| 23 | GeForce RTX 2080 Mobile TU104BM [GeForce RTX 2080 Mobile] |
Nvidia | TU104BM | 2,836,154 | 40,585 | 69.88 | 0 hrs 21 mins |
| 24 | GeForce RTX 3060 Ti GA104 [GeForce RTX 3060 Ti] |
Nvidia | GA104 | 2,822,367 | 51,720 | 54.57 | 0 hrs 26 mins |
| 25 | Intel Arc B580 Graphics Battlemage G21 [Intel Arc B580 Graphics] |
Intel | Battlemage G21 | 2,723,329 | 59,946 | 45.43 | 0 hrs 32 mins |
| 26 | GeForce GTX 1080 Ti GP102 [GeForce GTX 1080 Ti] 11380 |
Nvidia | GP102 | 2,654,984 | 40,585 | 65.42 | 0 hrs 22 mins |
| 27 | GeForce RTX 4060 Max-Q / Mobile AD107M [GeForce RTX 4060 Max-Q / Mobile] |
Nvidia | AD107M | 2,610,123 | 40,585 | 64.31 | 0 hrs 22 mins |
| 28 | GeForce RTX 2060 Super TU106 [GeForce RTX 2060 SUPER] |
Nvidia | TU106 | 2,585,711 | 209,809 | 12.32 | 1 hrs 57 mins |
| 29 | GeForce RTX 3060 GA104 [GeForce RTX 3060] |
Nvidia | GA104 | 2,568,741 | 40,585 | 63.29 | 0 hrs 23 mins |
| 30 | Quadro RTX 4000 TU104GL [Quadro RTX 4000] |
Nvidia | TU104GL | 2,489,589 | 40,585 | 61.34 | 0 hrs 23 mins |
| 31 | GeForce RTX 3060 Lite Hash Rate GA106 [GeForce RTX 3060 Lite Hash Rate] |
Nvidia | GA106 | 2,487,724 | 44,858 | 55.46 | 0 hrs 26 mins |
| 32 | GeForce RTX 3060 Mobile / Max-Q GA106M [GeForce RTX 3060 Mobile / Max-Q] |
Nvidia | GA106M | 2,478,423 | 84,049 | 29.49 | 0 hrs 49 mins |
| 33 | RTX A2000 GA106 [RTX A2000] |
Nvidia | GA106 | 2,467,163 | 40,585 | 60.79 | 0 hrs 24 mins |
| 34 | GeForce RTX 2060 TU106 [Geforce RTX 2060] |
Nvidia | TU106 | 2,403,362 | 170,929 | 14.06 | 1 hrs 42 mins |
| 35 | P102-100 GP102 [P102-100] |
Nvidia | GP102 | 2,387,371 | 40,585 | 58.82 | 0 hrs 24 mins |
| 36 | GeForce RTX 4050 Max-Q / Mobile AD107M [GeForce RTX 4050 Max-Q / Mobile] |
Nvidia | AD107M | 2,366,790 | 40,585 | 58.32 | 0 hrs 25 mins |
| 37 | Radeon 8050S/8060S Strix Halo [Radeon 8050S/8060S] |
AMD | Strix Halo | 2,358,384 | 40,585 | 58.11 | 0 hrs 25 mins |
| 38 | GeForce RTX 2070 TU106 [GeForce RTX 2070] |
Nvidia | TU106 | 2,351,424 | 142,515 | 16.50 | 1 hrs 27 mins |
| 39 | GeForce GTX 1080 GP104 [GeForce GTX 1080] 8873 |
Nvidia | GP104 | 1,938,672 | 182,997 | 10.59 | 2 hrs 16 mins |
|
|
|||||||
| 40 | Radeon 880M/890M Strix Point [Radeon 880M/890M] |
AMD | Strix Point | 1,891,070 | 40,585 | 46.60 | 0 hrs 31 mins |
| 41 | Radeon RX 6700(XT)/6800M Navi 22 XT-XL [Radeon RX 6700(XT)/6800M] |
AMD | Navi 22 XT-XL | 1,853,190 | 40,585 | 45.66 | 0 hrs 32 mins |
| 42 | GeForce RTX 2070 Mobile / Max-Q Refresh TU106M [GeForce RTX 2070 Mobile / Max-Q Refresh] |
Nvidia | TU106M | 1,787,261 | 40,585 | 44.04 | 0 hrs 33 mins |
| 43 | Tesla P40 GP102GL [Tesla P40] 11760 |
Nvidia | GP102GL | 1,616,934 | 40,585 | 39.84 | 0 hrs 36 mins |
| 44 | Radeon RX 6650 XT Navi 23 [Radeon RX 6650 XT] |
AMD | Navi 23 | 1,493,831 | 40,585 | 36.81 | 0 hrs 39 mins |
| 45 | TITAN X GP102 [TITAN X] 6144 |
Nvidia | GP102 | 1,440,522 | 208,916 | 6.90 | 3 hrs 29 mins |
| 46 | GeForce GTX 980 Ti GM200 [GeForce GTX 980 Ti] 5632 |
Nvidia | GM200 | 1,403,468 | 197,209 | 7.12 | 3 hrs 22 mins |
| 47 | GeForce GTX 1660 SUPER TU116 [GeForce GTX 1660 SUPER] |
Nvidia | TU116 | 1,363,257 | 60,550 | 22.51 | 1 hrs 4 mins |
| 48 | GeForce GTX 1660 TU116 [GeForce GTX 1660] |
Nvidia | TU116 | 1,324,860 | 43,369 | 30.55 | 0 hrs 47 mins |
| 49 | GeForce GTX 1070 GP104 [GeForce GTX 1070] 6463 |
Nvidia | GP104 | 1,321,586 | 200,842 | 6.58 | 3 hrs 39 mins |
| 50 | CMP 30HX TU116 [CMP 30HX] |
Nvidia | TU116 | 1,315,625 | 40,585 | 32.42 | 0 hrs 44 mins |
| 51 | Quadro P2000 GP106GL [Quadro P2000] [MED-XN71] 3935 |
Nvidia | GP106GL | 1,220,684 | 40,585 | 30.08 | 0 hrs 48 mins |
| 52 | GeForce GTX 1070 Mobile GP104BM [GeForce GTX 1070 Mobile] 6463 |
Nvidia | GP104BM | 1,096,257 | 40,585 | 27.01 | 0 hrs 53 mins |
| 53 | GeForce GTX 1660 Mobile TU116M [GeForce GTX 1660 Mobile] |
Nvidia | TU116M | 1,005,940 | 188,652 | 5.33 | 4 hrs 30 mins |
| 54 | RX 5600 OEM/5600XT/5700(XT) Navi 10 [RX 5600 OEM/5600XT/5700(XT)] |
AMD | Navi 10 | 922,890 | 40,585 | 22.74 | 1 hrs 3 mins |
| 55 | GeForce RTX 3050 6GB Laptop GPU GN20-P0-R-K2 [GeForce RTX 3050 6GB Laptop GPU] |
Nvidia | GN20-P0-R-K2 | 837,447 | 40,585 | 20.63 | 1 hrs 10 mins |
| 56 | Radeon RX 6600(XT/M) Navi 23 XT-XL [Radeon RX 6600(XT/M)] |
AMD | Navi 23 XT-XL | 833,662 | 40,585 | 20.54 | 1 hrs 10 mins |
| 57 | Tesla P4 GP104GL [Tesla P4] 5704 |
Nvidia | GP104GL | 809,719 | 169,834 | 4.77 | 5 hrs 2 mins |
| 58 | GeForce RTX 3050 Ti Mobile GA107M [GeForce RTX 3050 Ti Mobile] |
Nvidia | GA107M | 808,500 | 40,585 | 19.92 | 1 hrs 12 mins |
| 59 | GeForce GTX 1060 3GB GP106 [GeForce GTX 1060 3GB] 3935 |
Nvidia | GP106 | 781,248 | 40,585 | 19.25 | 1 hrs 15 mins |
|
|
|||||||
| 60 | GeForce GTX 1060 6GB GP106 [GeForce GTX 1060 6GB] 4372 |
Nvidia | GP106 | 710,403 | 40,585 | 17.50 | 1 hrs 22 mins |
| 61 | GeForce GTX 1650 TU106 [GeForce GTX 1650] |
Nvidia | TU106 | 573,028 | 40,585 | 14.12 | 1 hrs 42 mins |
| 62 | GeForce GTX 1650 TU116 [GeForce GTX 1650] 3091 |
Nvidia | TU116 | 572,563 | 153,283 | 3.74 | 6 hrs 26 mins |
| 63 | R9 Fury X/NANO Fiji XT [R9 Fury X/NANO] |
AMD | Fiji XT | 521,476 | 40,585 | 12.85 | 1 hrs 52 mins |
| 64 | GeForce GTX 1650 TU117 [GeForce GTX 1650] |
Nvidia | TU117 | 494,891 | 69,187 | 7.15 | 3 hrs 21 mins |
| 65 | GeForce GTX Titan X GM200 [GeForce GTX Titan X] 6144 |
Nvidia | GM200 | 481,876 | 146,782 | 3.28 | 7 hrs 19 mins |
| 66 | GeForce GTX 1050 Ti GP107 [GeForce GTX 1050 Ti] 2138 |
Nvidia | GP107 | 356,839 | 85,048 | 4.20 | 5 hrs 43 mins |
| 67 | GeForce GTX 1050 LP GP107 [GeForce GTX 1050 LP] 1862 |
Nvidia | GP107 | 342,438 | 40,585 | 8.44 | 2 hrs 51 mins |
| 68 | GeForce GTX 980M GM204 [GeForce GTX 980M] 3189 |
Nvidia | GM204 | 317,086 | 40,585 | 7.81 | 3 hrs 4 mins |
| 69 | Radeon PRO W6400 Navi 24 [Radeon PRO W6400] |
AMD | Navi 24 | 289,015 | 40,585 | 7.12 | 3 hrs 22 mins |
| 70 | P104-100 GP104 [P104-100] |
Nvidia | GP104 | 277,158 | 40,585 | 6.83 | 3 hrs 31 mins |
| 71 | RX 5500(M)/Pro 5500M Navi 14 [RX 5500(M)/Pro 5500M] |
AMD | Navi 14 | 238,190 | 40,585 | 5.87 | 4 hrs 5 mins |
| 72 | Quadro P1000 GP107GL [Quadro P1000] |
Nvidia | GP107GL | 230,508 | 111,959 | 2.06 | 11 hrs 39 mins |
| 73 | Quadro T400 Mobile TU117GLM [Quadro T400 Mobile] |
Nvidia | TU117GLM | 215,246 | 40,585 | 5.30 | 4 hrs 32 mins |
| 74 | Quadro P620 GP107GL [Quadro P620] |
Nvidia | GP107GL | 151,671 | 97,557 | 1.55 | 15 hrs 26 mins |
| 75 | GeForce GT 1030 GP108 [GeForce GT 1030] |
Nvidia | GP108 | 89,668 | 54,277 | 1.65 | 14 hrs 32 mins |
| 76 | GeForce MX350 GP107M [GeForce MX350] |
Nvidia | GP107M | 45,453 | 40,585 | 1.12 | 21 hrs 26 mins |
PROJECT FOLDING PPD AVERAGES BY CPU BETA
Data as of Sunday, 26 April 2026 03:30:49|
Rank Project |
CPU Model |
Logical Processors (LP) |
PPD-PLP AVG PPD per 1 LP |
ALL LP-PPD (Estimated) |
Make |
|---|