From 8a3d1b6dab6319ac1191df9322cdd870eeff3de2 Mon Sep 17 00:00:00 2001 From: Kamil Slowikowski Date: Mon, 27 Nov 2023 18:49:37 -0500 Subject: [PATCH] update paper --- paper/diagram.d2 | 33 ++- paper/diagram.png | Bin 198241 -> 201156 bytes paper/diagram.svg | 604 +++++++++++++++++++++++----------------------- paper/main.pdf | Bin 716273 -> 720455 bytes paper/main.typ | 19 +- 5 files changed, 338 insertions(+), 318 deletions(-) diff --git a/paper/diagram.d2 b/paper/diagram.d2 index cb5da7d..67183d0 100644 --- a/paper/diagram.d2 +++ b/paper/diagram.d2 @@ -7,28 +7,37 @@ provider -> genotypes genotypes -> hlabud imgt -> hlabud hlabud -> onehot -hlabud -> matrix +hlabud -> dosage #onehot -> regression #onehot -> dimred -matrix: |md -**Amino acid position matrix** +dosage: |md +**Amino acid dosage matrix** ``` -Ind pos75 ... - 1 F - 2 Y +ind pos75_Y ... + 1 0 + 2 2 ``` | onehot: |md **One-hot encoding** ``` -Ind pos75_Y ... - 1 0 - 2 1 +allele pos75_Y ... + 01:01 0 + 02:01 1 ``` | +#matrix: |md +#**Amino acid position matrix** +#``` +#Ind pos75 ... +# 1 F +# 2 Y +#``` +#| + imgt: { label: "IMGT/HLA Database" #label.near: outside-top-center @@ -61,10 +70,10 @@ caller: |md genotypes: |md **Genotypes** ``` - HLA-A - 01:01,02:01 - 01:01,02:01 + HLA-DRB1 01:01,02:01 + 02:01,02:01 + ... ``` | diff --git a/paper/diagram.png b/paper/diagram.png index 90a0a92b05f62bb3efbdee09d71ed7c4b9fec360..567e7aca58c6ef5206b3927a4df5dfdd8665c3ae 100644 GIT binary patch literal 201156 zcmeFZg-Xh@OV-R`_u*lLStrhJCr z7pNZ)n6B^IdwMw>R24~2&RCocOsd@#QvP8o*T+OmAH1;1>r#KmnT(7qA%T#}U|DE4)iO6YJlG%B z9FWQ9C$6+K@gh_HWdB-D$n)%x9U|iK{T<52aE@<=5rTTj2Xw2V%H33Q)7P(GQ+&GK zwP|{SDrs&`82p^|D_WeXa*L-0UT@k_#NZn2l45(*&3EHE#!(RGKObX0K{S*jE25Ak zk1*eWy!i1Hfog|eU)_Evk5aZaY$-9_#IX=!LG-VhH7~2jH~)@R5%L=;7T)2Z39Fa0 ze3O07obHoW%E8O4ayc0kNTZnCrPqS{XYCcs?KLxL;-mz6kN!CuBdrqicQm$9j=B1wKmQ&S6qSEaFoNz0!)LRss$ndv zCN-3o$0%L;)RiTzbbPVovAs2bWNb{$Q(1;dO)W9!CF1Y(HEqSpXsL}-G&m^{0%`FI z@l9%^*VR3w0_E*FQ_O3p#$X2Ze8a*SdJz%w!%Omx(=YtXEgliu+k`Q!YG|ANao@w7 z+{`U4(Y&&ivJ@O!R2z8n7#VqeEsH*1eN5Il`D}3|8(dZ!daKr7 zuZw3RX|0m3k~FfhEMHV<<siDLI9LVy4^Vhzkaqnq{B6KaMd76pFUqeC5Q_ zpp}7{y1jcy*)0+_{smDE>!5ObB}RV?Taa%3*|=v|5Q78!ZY0$n{#fGk=zi(AJ4)(@ zPV$0@i8vzd>choi>`Rw5;zV8>Um0BgT!H&Wm)CWlc98X(-M>+Y`eX*GP{lBR{NnCZ zNTma{u7nAlxCc{+dZX=4Yi_1zWrbZ`xe9sQKdaR{Ts!{pk-@?iZQvwFrTIOrxw(0^ z00Ed7iw#}`Wh+fxBWWreY^sFMSq9RbOA0eTs%Q509-%(DMrF67=!2%OVlO)RP!sdj0&0Aimj6YYkM+qv#VS}hI>@J`; ziW0eBx6~&~hkK(fGYgiipR%aWkzc ze3BV2io%B-tPej_^jRGEtRPPp{4lgclW@NBSe)se0P7%DM^-61YWo*cc z+mu7{-MHTxNmIgGM1hQ?w*J}zmD|Zr9Lsbd2Jid{21eW?#C~CExmTz3z%pUB3<(eK&Y=D{TIoi;G5Ax$c@)er z7X1tUxRP0hq!Ou&(asav2{jh72AiJOFO`y+8y_mWCjPETF#KWFrLL~A*z`?V&_vxs z$1m#|oEwmWg%QnBaOZ~MPp|*}9VypZZE|~QClo1ID?aXh`^znqNL0tdIg#pHGKbIb zBbmsKx+f0hW=qaSOBpi4`*Rh<+-B^ZC$UK;Wg}~MK6wd`cX}(T61coLZ|{&yY8U3U zKWtVKl~=G~L0;OQAPTrpyx5&6wm>4Ctvak7nwT0wN@;j1s}`3v(Nmjcn_|g$@vh2N zuv;O4+ER`@GCn`Zn18X!Nox}70b{DRoYNlXZ@wgWi|VaY?~cxAGgsue3|39K{hc_K zLu4|1_bWOwpM%X;c?epsxV`<1^>xKPcwSt*lf&VH%X$uKuw(z`>Cv}}EaY6~tEfP( zT&G46uw?wR@5bw!^UbtW#>putBC>i$+FQI?=RT@sDy6j=7N1)0FZt*?Hx?8;akev{ zeewu~eS*^^7i{2SrziLoEF;GwUh#|be21Pm?dA{Aamw{P5q1vi4fVRkdiutt-d^mG zEu}XD_`hdZF(u`SrPTMp+SASL(Xzfu-HJa@$s5Eee_}(~K8E!$J_a^bz%5I@U z+}-44<}VK3fBVBlyUngw@Ao^GE?Nwlt(aCHYLC0c;saO9&u=R2aBJ0tH- ztTu$~OZ#b^DVAFyt?^}Jxn2e;9_N;^pN{v*RdinMA!oWVXjr?#(Z4)( zc}43Vdu9I(4??Yt;5?rWJ#(L->6usoV z)6Y6-HT!zUOM~_;Ex7cO`3pr(fEB@-{I0rbxjwPQ{_|68&|3|=m6mwS?xbxYNj~s2 z4-e01ZmdLbyDKOylCittjL0(AFqCwSg=JKycM~+2Dfy}us<)|_mle_2J@L>OK5G_Tn>Xu)s#O4nk=ua;ke%a zj?EuBD1B+Tlkm z%dQQ9%b?~7RcpikoC`)sT&Y&UQ8kg=r$76#c(CsQ(ruj+%u^N6qZqTRpCVR_&iewz zX^nt3Wib<&$l&Y_IcC?@{?tOAbJLayd zOBzmt&cw}-&Q5Y0i*KC#Q4Vn=?WRdAfDK7w{-Gm>B!SPNpueX`Z9#F|`C?InFiEp} z!vg*I=3FPXd#>d)(%QG4Ybn`(Eox>0LyuWwb0A5Yk2yJ_EUkP$HG9xT)z-zQW+0ZK zRI9e3T(_axE%6Vp)gjtN+WI0&

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zy*;D;`woAwcRhz4_Wu0~Vcz~8p<%B6LH~W9f#>UyF@1yV;}PlYi8gih^*|jz)Ku~M h0c_v=@9lx^9)ABhAme~8Klld9=!Dtvl3&kV`XA`Oom2n- diff --git a/paper/diagram.svg b/paper/diagram.svg index 36552d6..3f5d32c 100644 --- a/paper/diagram.svg +++ b/paper/diagram.svg @@ -1,28 +1,28 @@ -

Sequencing Reads

@@ -856,33 +856,33 @@
  • seq2HLA
  • Genotypes

    -
    HLA-A
    -01:01,02:01
    -01:01,02:01
    +
    HLA-DRB1
     01:01,02:01
    +02:01,02:01
    +...
     

    HLA Typing

    • Next Genration Sequencing
    • Molecular Assay
    -
    IMGT/HLA Database

    One-hot encoding

    -
    Ind pos75_Y ...
    -  1       0
    -  2       1
    +
    IMGT/HLA Database

    One-hot encoding

    +
    allele pos75_Y ...
    + 01:01       0
    + 02:01       1
     
    -

    Amino acid position matrix

    -
    Ind pos75 ...
    -  1     F
    -  2     Y
    +

    Amino acid dosage matrix

    +
    ind pos75_Y ...
    +  1       0
    +  2       2
     
    -
    - +
    + - - + + diff --git a/paper/main.pdf b/paper/main.pdf index be36e2691f55cbc4568d3f1ea3a0e74e7ef66d3e..c84a07f6d848cac5bfe2f25151ee760d008baa25 100644 GIT binary patch delta 161681 zcmZsBbyQSc+c%1efC3^R-CasIiiCiKbcYf$lr#)+Bm|Z2E@@_v96F>M6d1ZYhh}KL z2WUi^LX3xltC|33Kzg=j^< zH+;1G`~oo>K9c`_ET?ZTCa(xzb<^D4J9qCqPx!TPmnMeXPc9*N@vd-;^h@EGM8A+2 z4^yoeh`(0*Cw zX^hMm25`S(U3kiOz1ON6cgFr3D)mN|F`n|BRe)yN^9k$z_w@5P)g8K2I!Nw&#q#K^ zOGi9lu*0YZ%i-7f0+ol9i-jxpi&6UalCl!3CgJTeA^ChkI)uP~{+hXbd*ZuPSy!|W!f+*Gy zy7v_m^xQ-VUlYEkbl5EkJP4udS>QGAx~0200NPEMCE|}2hTXMoxylAB?MsdAXKiL3 zu3O1VWhbL;wW^p6>WfFJepPk5mF-GSk5rA@?oHiTT=uT%yj84xuLX^Z>(#diaQafN zHCec$fzm|jP-}!wCrt2Em_$)VQN~@o@0=u~;KkG<)*H~PaGtcuBUDY`U~0`WLqZKp>1P>t?%&7 zE_?URbVZer-QKjyMAN%SdX5+0mG$!A>OpZ~y>Y#6770!-&%+Kebn%r-=Y~TCl4t<) zEO;+G-k{H(s>${GA^A5l1!_Gprba=PrLS?W@nfpx>qL z!`*SPF_I!Ojf6Nc@B-%FUP8J>E`o~6ZagNjOR`0^y{8nyubNYy1bfAAb;Ec`r~m> z#8q~^l&IA)dEkv8K8jC1KRhp@PEJE!LyjuDC;Rl>bb%|sHNP3ZFTWfAT8Z^Tz~_ui 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// (title: "Submitted", date: datetime(year: 2022, month: 12, day: 10)), //), + heading-numbering: "1.1.i", logo: "logo.png", theme: blue.darken(20%), font-face: "Noto Sans", @@ -66,7 +67,7 @@ Most software tools report allele names, not genotypes at specific nucleotide po Providers of HLA typing services often report genotypes with the traditional HLA allele names (i.e. _HLA*01:01_) instead of reporting alleles at specific nucleotide positions (@diagram). #figure( - image("diagram.png", width: 130%), + move(dx:-5%, dy:0pt, image("diagram.png", width: 130%)), caption: [_hlabud_ converts HLA genotypes to amino acid position matrices.] ) @@ -85,6 +86,8 @@ This design makes it easy to integrate _hlabud_ with any downstream R packages f = Examples +== Downloading data for a gene + Curated HLA genotype data is provided by the IMGT/HLA database at GitHub (#link("https://github.com/ANHIG/IMGTHLA")[github.com/ANHIG/IMGTHLA]). In the example below, we use _hlabud_ to download the sequence alignment data for _HLA-DRB1_, read it into R, and encode it as a one-hot matrix: @@ -102,6 +105,8 @@ With one line of code, _hlabud_ will: - Create a one-hot encoding of the multiple sequence alignment data. +== Computing a dosage matrix + Once we have obtained a list of genotypes for each individual (e.g. `"DRB1*04:01,DRB1*05:01"`), we can use _hlabud_ to prepare data for fine-mapping regression analysis that will reveal which amino acid positions are associated with a phenotype in a sample of individuals. To calculate the number of copies of each amino acid at each position for each individual, we can run: ```R @@ -111,11 +116,17 @@ dosage(genotypes, a$onehot) where `genotypes` is a vector of _HLA-DRB1_ genotypes and `a$onehot` is a one-hot matrix representation of _HLA-DRB1_ alleles. The dosage matrix can then be used for omnibus regression @Sakaue2023 or fine-mapping (i.e. regression with each single position) (@figexamples\A). +== Visualizing alleles in two dimensions + Visualizing data in a two-dimensional embedding with algorithms like UMAP @McInnes2018 can help to build intuition about the relationship between all objects in a dataset. UMAP accepts the one-hot matrix of HLA alleles as input, and the resulting embedding can be used to visualize the dataset for exploratory data analysis (@figexamples\B). +== Allele frequencies in human populations + _hlabud_ provides direct access to the allele frequencies of HLA genes in the Allele Frequency Net Database (AFND) @Gonzalez-Galarza2020 (#link("http://allelefrequences.net")) (@figexamples\C). +== HLA divergence + Each HLA allele binds a specific set of peptides. So, an individual with two highly dissimilar alleles can bind a greater number of different peptides than a homozygous individual @Wakeland1990. _hlabud_ implements the Grantham divergence calculations @Pierini2018 (based on the original Perl code) to estimate which individuals can bind a greater number of peptides (higher Grantham divergence): @@ -147,11 +158,11 @@ The complete manual is available at #link("https://slowkow.github.io/hlabud"). _ = Discussion -Our open-source R package _hlabud_ enables easy access to HLA data from two public databases and provides functions for amino acid or nucleotide fine-mapping analysis, HLA divergence calculations, and low-dimensional embedding. +Our open-source R package _hlabud_ gives users access to HLA data from two public databases, and implements HLA divergence calculation @Pierini2018. _hlabud_ downloads HLA genotype data from the IMGT-HLA GitHub repository @imgthla, caches it in a user-configurable folder, and prepares the data for downstream analysis in R. -We provide tutorials for HLA divergence calculation, fine-mapping association analysis with logistic regression, and embedding with UMAP. -_hlabud_ also provides direct access to the allele frequencies for all HLA genes from the Allele Frequency Net Database (AFND) @Gonzalez-Galarza2020. +We provide #link("https://slowkow.github.io/hlabud", "tutorials") for HLA divergence, fine-mapping association analysis with logistic regression, and embedding with UMAP. +_hlabud_ provides allele frequencies for all HLA genes, obtained from the Allele Frequency Net Database (AFND) @Gonzalez-Galarza2020. = Acknowledgments