IEDB Analysis Resource

Population Coverage - Tutorial

1. Introduction
T cells recognize a complex between a specific major histocompatibility complex (MHC) molecule and a particular pathogen-derived epitope. A given epitope will elicit a response only in individuals that express an MHC molecule capable of binding that particular epitope. This phenomenon is known as denominated MHC restriction of T cell responses. MHC molecules are extremely polymorphic and over a thousand different human MHC (HLA) alleles are known. Selecting multiple peptides with different HLA binding specificities will afford increased coverage of the patient population targeted by peptide-based vaccines or diagnostics. The issue of population coverage in relation to MHC polymorphism is further complicated by the fact that different HLA types are expressed at dramatically different frequencies in different ethnicities. Thus, without careful consideration, a vaccine or diagnostic with ethnically biased population coverage could result.

To address the issue, this tool is implemented to calculate the fraction of individuals predicted to respond to a given epitope set on the basis of HLA genotypic frequencies and on the basis of MHC binding and/or T cell restriction data ( Bui et al. 2005). HLA allele genotypic frequencies were obtained from Allele Frequency database (http://www.allelefrequencies.net/). At present, Allele Frequency database provides allele frequencies for 115 countries and 21 different ethnicities grouped into 16 different geographical areas. In addition, the program also accepts custom populations with allele frequencies defined by users. Multiple population coverages can be simultaneously calculated and an average population coverage is generated. Since MHC class I and MHC class II restricted T cell epitopes elicit immune responses from two different T cell populations (CTL and HTL, respectively), the program provides three calculation options to accommodate different coverage modes: (1) class I separate, (2) class II separate, and (3) class I and class II combined. For each population coverage, the tool computes the following: (1) projected population coverage, (2) average number of epitope hits / HLA combinations recognized by the population, and (3) minimum number of epitope hits / HLA combinations recognized by 90% of the population (PC90).
2. Input
Parameters:
Parameter
Description / Instruction
Example input value
Number of epitope(s)
Enter number of epitope(s) in the epitope set
50
Epitope
Enter epitope name or sequence (optional)
GILGFVFTL
MHC restricted allele(s)
Enter MHC alleles separated by commas or browse for alleles in the database by clicking the "Browse ..." button
HLA-A*02:01, HLA-A*02:02, HLA-A*02:04
Epitope / MHC restriction data file
Epitope / MHC restriction data can be entered by copying data from a file. This file contains two tab delimited columns. The first column contains epitope names or sequences. The second column contains comma delimited MHC alleles. There is no header line.
Population(s) / Area(s)
Select one or more population(s) / area(s) for calculation.
User population
User defined populations can be added by clicking the "Add user population(s)" population to copy data from a file. This file contains data in tab delimited columns. The first line is a required header line. The first three columns are required and their headings are "MHC class", "MHC locus" and "MHC allele." The following column headings are population names. The first column specifies MHC class (I or II). The second column specifies HLA locus (HLA-A, HLA-B, ...). The third column specifies HLA allele ( HLA-A*01:01, HLA-A*02:01, ...). The following columns specify genotypic frequencies (ranging from 0 to 1) of the allele for different populations.
Calculation option(s)
Check appropriate box(es) for calculation(s) of population coverage(s) based on (1) class I separate, (2) class II separate, and/or (3) class I and class II combined
• Format for the upload user population(s) file:
The file must contain data in tab delimited columns. The first line is a required header line. The first three columns are required and their headings are "MHC class", "MHC locus" and "MHC allele." The following column headings are population names. The first column specifies MHC class (I or II). The second column specifies HLA locus (HLA-A, HLA-B, ...). The third column specifies HLA allele ( HLA-A*01:01, HLA-A*02:01, ...). The following columns specify genotypic frequencies (ranging from 0 to 1) of the allele for different populations.
Example:
MHC Class MHC Locus MHC Allele Asian Black European-Caucasian North-America-Caucasian
I HLA-A HLA-A*01:01 0.007594 0.035415 0.167566 0.159952
I HLA-A HLA-A*02:01 0.082624 0.103242 0.258922 0.175362
I HLA-A HLA-A*02:02 0.000944 0.044661 0.007503 0.018633
...
• Format for the upload epitope-allele file:
File should be in simple text format. It should have only one epitope-allele combination per line. Each line should contain a tab-separated epitope name and comma-separated allele names (example given below).
Example:
FMKAVCVEV HLA-A*02:01,HLA-A*02:02,HLA-A*02:03,HLA-A*02:06,HLA-A*68:02
FLIFFDLFLV HLA-A*02:01,HLA-A*02:02,HLA-A*02:03,HLA-A*02:06,HLA-A*68:02
GLIMVLSFL HLA-A*02:01,HLA-A*02:02,HLA-A*02:03,HLA-A*02:06,HLA-A*23:01
...
Instructions:
  1. Enter number of epitopes
  2. Enter epitope / MHC restriction data
  3. Select population(s)
  4. Select calculation option(s)
  5. Click submit
Note: If you want to add "user population(s)", this should be done before step 1.
Example input
3. Output
Population Information
This information was obtained from The Allele Frequency Net Database
The HLA allele frequencies for each of the population categories were estimated as follows: The HLA allele frequencies and associated data for different individual populations from studies around the world were provided by allelefrequencies.net database. The populations were organized into a hierarchy based upon geographical area, country, and ethnicity and the allele frequencies for each merged population were estimated by combining the data from individual populations in each group. The frequencies were estimated for alleles with resolution of 2 sets of digits (e.g. HLA-A*01:01). For this, the data for alleles with resolution of less than 2 sets of digits were excluded (e.g. HLA-A*07, HLA-A*09 etc. which has resolution of only one set of digits) and that for alleles with resolution of more than 2 sets of digits were combined to 2 sets of digits (e.g. HLA-A*02:01:01, HLA-A*02:01:02, HLA-A*02:01:02:01, HLA-A*02:01:02:03 etc. were combined to HLA-A*02:01). The allele frequencies were calculated by estimating the total number of copies of alleles (a) and the number of subjects (n) in each group of populations and using the formula, AF = a/2n. The final set contains frequencies of 3,245 alleles (including class I and class II) for the world, 16 geographical areas, 21 ethnicities, 115 countries and ethnicities by country.
Population Area Population Country Population Ethnicity
East Asia
East AsiaJapan-
East AsiaJapanOriental
East AsiaKorea; South-
East AsiaKorea; SouthOriental
East AsiaMongolia-
East AsiaMongoliaOriental
Northeast Asia
Northeast AsiaChina-
Northeast AsiaChinaOriental
Northeast AsiaHong Kong-
Northeast AsiaHong KongOriental
South Asia
South AsiaIndia-
South AsiaIndiaAsian
South AsiaPakistan-
South AsiaPakistanAsian
South AsiaPakistanMixed
South AsiaSri Lanka-
South AsiaSri LankaAsian
Southeast Asia
Southeast AsiaBorneo-
Southeast AsiaBorneoAustronesian
Southeast AsiaIndonesia-
Southeast AsiaIndonesiaAustronesian
Southeast AsiaMalaysia-
Southeast AsiaMalaysiaAustronesian
Southeast AsiaMalaysiaOriental
Southeast AsiaPhilippines-
Southeast AsiaPhilippinesAustronesian
Southeast AsiaSingapore-
Southeast AsiaSingaporeAustronesian
Southeast AsiaSingaporeOriental
Southeast AsiaTaiwan-
Southeast AsiaTaiwanOriental
Southeast AsiaThailand-
Southeast AsiaThailandOriental
Southeast AsiaVietnam-
Southeast AsiaVietnamOriental
Southwest Asia
Southwest AsiaIran-
Southwest AsiaIranKurd
Southwest AsiaIranPersian
Southwest AsiaIsrael-
Southwest AsiaIsraelArab
Southwest AsiaIsraelJew
Southwest AsiaJordan-
Southwest AsiaJordanArab
Southwest AsiaLebanon-
Southwest AsiaLebanonArab
Southwest AsiaLebanonMixed
Southwest AsiaOman-
Southwest AsiaOmanArab
Southwest AsiaSaudi Arabia-
Southwest AsiaSaudi ArabiaArab
Southwest AsiaUnited Arab Emirates-
Southwest AsiaUnited Arab EmiratesArab
Europe
EuropeAustria-
EuropeAustriaCaucasoid
EuropeBelarus-
EuropeBelarusCaucasoid
EuropeBelgium-
EuropeBelgiumCaucasoid
EuropeBulgaria-
EuropeBulgariaCaucasoid
EuropeBulgariaOther
EuropeCroatia-
EuropeCroatiaCaucasoid
EuropeCzech Republic-
EuropeCzech RepublicCaucasoid
EuropeCzech RepublicOther
EuropeDenmark-
EuropeDenmarkCaucasoid
EuropeEngland-
EuropeEnglandCaucasoid
EuropeEnglandJew
EuropeEnglandMixed
EuropeFinland-
EuropeFinlandCaucasoid
EuropeFrance-
EuropeFranceCaucasoid
EuropeGeorgia-
EuropeGeorgiaCaucasoid
EuropeGeorgiaKurd
EuropeGermany-
EuropeGermanyCaucasoid
EuropeGreece-
EuropeGreeceCaucasoid
EuropeIreland Northern-
EuropeIreland NorthernCaucasoid
EuropeIreland South-
EuropeIreland SouthCaucasoid
EuropeItaly-
EuropeItalyCaucasoid
EuropeMacedonia-
EuropeMacedoniaCaucasoid
EuropeNetherlands-
EuropeNetherlandsCaucasoid
EuropeNorway-
EuropeNorwayCaucasoid
EuropePoland-
EuropePolandCaucasoid
EuropePortugal-
EuropePortugalCaucasoid
EuropeRomania-
EuropeRomaniaCaucasoid
EuropeRussia-
EuropeRussiaCaucasoid
EuropeRussiaMixed
EuropeRussiaOther
EuropeRussiaSiberian
EuropeScotland-
EuropeScotlandCaucasoid
EuropeSerbia-
EuropeSerbiaCaucasoid
EuropeSlovakia-
EuropeSlovakiaCaucasoid
EuropeSlovenia-
EuropeSloveniaCaucasoid
EuropeSpain-
EuropeSpainCaucasoid
EuropeSpainJew
EuropeSpainOther
EuropeSweden-
EuropeSwedenCaucasoid
EuropeSwitzerland-
EuropeSwitzerlandCaucasoid
EuropeTurkey-
EuropeTurkeyCaucasoid
EuropeUkraine-
EuropeUkraineCaucasoid
EuropeUnited Kingdom-
EuropeUnited KingdomCaucasoid
EuropeWales-
EuropeWalesCaucasoid
East Africa
East AfricaKenya-
East AfricaKenyaBlack
East AfricaUganda-
East AfricaUgandaBlack
East AfricaZambia-
East AfricaZambiaBlack
East AfricaZimbabwe-
East AfricaZimbabweBlack
West Africa
West AfricaBurkina Faso-
West AfricaBurkina FasoBlack
West AfricaCape Verde-
West AfricaCape VerdeBlack
West AfricaGambia-
West AfricaGambiaBlack
West AfricaGhana-
West AfricaGhanaBlack
West AfricaGuinea-Bissau-
West AfricaGuinea-BissauBlack
West AfricaIvory Coast-
West AfricaIvory CoastBlack
West AfricaLiberia-
West AfricaLiberiaBlack
West AfricaNigeria-
West AfricaNigeriaBlack
West AfricaSenegal-
West AfricaSenegalBlack
Central Africa
Central AfricaCameroon-
Central AfricaCameroonBlack
Central AfricaCentral African Republic-
Central AfricaCentral African RepublicBlack
Central AfricaCongo-
Central AfricaCongoBlack
Central AfricaEquatorial Guinea-
Central AfricaEquatorial GuineaBlack
Central AfricaGabon-
Central AfricaGabonBlack
Central AfricaRwanda-
Central AfricaRwandaBlack
Central AfricaSao Tome and Principe-
Central AfricaSao Tome and PrincipeBlack
North Africa
North AfricaAlgeria-
North AfricaAlgeriaArab
North AfricaEthiopia-
North AfricaEthiopiaBlack
North AfricaMali-
North AfricaMaliBlack
North AfricaMorocco-
North AfricaMoroccoArab
North AfricaMoroccoCaucasoid
North AfricaSudan-
North AfricaSudanArab
North AfricaSudanBlack
North AfricaSudanMixed
North AfricaTunisia-
North AfricaTunisiaArab
North AfricaTunisiaBerber
South Africa
South AfricaSouth Africa-
South AfricaSouth AfricaBlack
South AfricaSouth AfricaOther
West Indies
West IndiesCuba-
West IndiesCubaCaucasoid
West IndiesCubaMixed
West IndiesCubaMulatto
West IndiesJamaica-
West IndiesJamaicaBlack
West IndiesMartinique-
West IndiesMartiniqueBlack
West IndiesTrinidad and Tobago-
West IndiesTrinidad and TobagoAsian
North America
North AmericaCanada-
North AmericaCanadaAmerindian
North AmericaMexico-
North AmericaMexicoAmerindian
North AmericaMexicoMestizo
North AmericaUnited States-
North AmericaUnited StatesAmerindian
North AmericaUnited StatesAsian
North AmericaUnited StatesAustronesian
North AmericaUnited StatesBlack
North AmericaUnited StatesCaucasoid
North AmericaUnited StatesHispanic
North AmericaUnited StatesMestizo
North AmericaUnited StatesPolynesian
Central America
Central AmericaCosta Rica-
Central AmericaCosta RicaMestizo
Central AmericaGuatemala-
Central AmericaGuatemalaAmerindian
South America
South AmericaArgentina-
South AmericaArgentinaAmerindian
South AmericaArgentinaCaucasoid
South AmericaBolivia-
South AmericaBoliviaAmerindian
South AmericaBrazil-
South AmericaBrazilAmerindian
South AmericaBrazilCaucasoid
South AmericaBrazilMixed
South AmericaBrazilMulatto
South AmericaBrazilOther
South AmericaChile-
South AmericaChileAmerindian
South AmericaChileHispanic
South AmericaChileMixed
South AmericaColombia-
South AmericaColombiaAmerindian
South AmericaColombiaBlack
South AmericaColombiaMestizo
South AmericaEcuador-
South AmericaEcuadorAmerindian
South AmericaEcuadorBlack
South AmericaParaguay-
South AmericaParaguayAmerindian
South AmericaPeru-
South AmericaPeruAmerindian
South AmericaPeruMestizo
South AmericaVenezuela-
South AmericaVenezuelaAmerindian
South AmericaVenezuelaCaucasoid
South AmericaVenezuelaMestizo
South AmericaVenezuelaMixed
Oceania
OceaniaAmerican Samoa-
OceaniaAmerican SamoaPolynesian
OceaniaAustralia-
OceaniaAustraliaAustralian Aborigines
OceaniaAustraliaCaucasoid
OceaniaChile-
OceaniaChileAmerindian
OceaniaCook Islands-
OceaniaCook IslandsPolynesian
OceaniaFiji-
OceaniaFijiMelanesian
OceaniaKiribati-
OceaniaKiribatiMicronesian
OceaniaNauru-
OceaniaNauruMicronesian
OceaniaNew Caledonia-
OceaniaNew CaledoniaMelanesian
OceaniaNew Zealand-
OceaniaNew ZealandPolynesian
OceaniaNiue-
OceaniaNiuePolynesian
OceaniaPapua New Guinea-
OceaniaPapua New GuineaMelanesian
OceaniaSamoa-
OceaniaSamoaPolynesian
OceaniaTokelau-
OceaniaTokelauPolynesian
OceaniaTonga-
OceaniaTongaPolynesian
Population Ethnicity
Amerindian
Arab
Asian
Australian Aborigines
Austronesian
Berber
Black
Caucasoid
Hispanic
Jew
Kurd
Melanesian
Mestizo
Micronesian
Mixed
Mulatto
Oriental
Persian
Polynesian
Siberian