r3fang / SnapATAC

Analysis Pipeline for Single Cell ATAC-seq
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Step: Remove unwanted chromosomes, not work? #111

Closed linwang6 closed 4 years ago

linwang6 commented 4 years ago

I run the remove unwanted chromosomes step to remove the unwanted chromosomes, chr.exclude = seqlevels(x.sp@feature)[grep("random|chrM|chrUn", seqlevels(x.sp@feature))]; idy2 = grep(paste(chr.exclude, collapse="|"), x.sp@feature); if(length(idy2) > 0){x.sp = x.sp[,-idy2, mat="bmat"]}; x.sp

But when i run this step after runMACS step for all clusters, it gives the Warning messages, there is 'chr*_random' or 'chrUn' chromosomes, it's weird. How to remove all the unwanted chromosomes? Thanks so much.

> I peak.gr = reduce(Reduce(c, peak.gr.ls));

 Warning messages:
 1: In .Seqinfo.mergexy(x, y) :
   Each of the 2 combined objects has sequence levels not in the other:
   - in 'x': chr14_KI270723v1_random, chr15_KI270727v1_random, chr22_KI270735v1_random, chr22_KI270736v1_random, chr9_KI270718v1_random, chrUn_GL000218v1
   - in 'y': chr14_KI270724v1_random, chr17_KI270729v1_random, chr9_KI270719v1_random, chrUn_GL000214v1, chrUn_GL000216v2, chrUn_KI270744v1
   Make sure to always combine/compare objects based on the same reference
   genome (use suppressWarnings() to suppress this warning).
 2: In .Seqinfo.mergexy(x, y) :
   Each of the 2 combined objects has sequence levels not in the other:
   - in 'x': chr14_GL000194v1_random, chr15_KI270727v1_random, chr17_GL000205v2_random, chr22_KI270735v1_random, chr9_KI270718v1_random, chrUn_GL000218v1, chrUn_GL000220v1, chr14_KI270724v1_random, chr9_KI270719v1_random, chrUn_GL000216v2
   - in 'y': chrUn_KI270589v1, chrUn_KI270757v1
   Make sure to always combine/compare objects based on the same reference
   genome (use suppressWarnings() to suppress this warning).

And I checked the x.sp@feature after perform the 'remove unwanted chromosomes step' step, all the 'chr*_random' or 'chrUn' chromosomes are still there.

> seqlevels(x.sp@feature)
  [1] "chr1"                    "chr2"                    "chr3"                   
  [4] "chr4"                    "chr5"                    "chr6"                   
  [7] "chr7"                    "chrX"                    "chr8"                   
 [10] "chr9"                    "chr11"                   "chr10"                  
 [13] "chr12"                   "chr13"                   "chr14"                  
 [16] "chr15"                   "chr16"                   "chr17"                  
 [19] "chr18"                   "chr20"                   "chr19"                  
 [22] "chrY"                    "chr22"                   "chr21"                  
 [25] "chr15_KI270905v1_alt"    "chr6_GL000256v2_alt"     "chr6_GL000254v2_alt"    
 [28] "chr6_GL000251v2_alt"     "chr6_GL000253v2_alt"     "chr6_GL000250v2_alt"    
 [31] "chr6_GL000255v2_alt"     "chr6_GL000252v2_alt"     "chr17_KI270857v1_alt"   
 [34] "chr16_KI270853v1_alt"    "chr16_KI270728v1_random" "chr17_GL000258v2_alt"   
 [37] "chr5_GL339449v2_alt"     "chr14_KI270847v1_alt"    "chr17_KI270908v1_alt"   
 [40] "chr14_KI270846v1_alt"    "chr5_KI270897v1_alt"     "chr7_KI270803v1_alt"    
 [43] "chr19_GL949749v2_alt"    "chr19_KI270938v1_alt"    "chr19_GL949750v2_alt"   
 [46] "chr19_GL949748v2_alt"    "chr19_GL949751v2_alt"    "chr19_GL949746v1_alt"   
 [49] "chr19_GL949752v1_alt"    "chr8_KI270821v1_alt"     "chr1_KI270763v1_alt"    
 [52] "chr6_KI270801v1_alt"     "chr19_GL949753v2_alt"    "chr19_GL949747v2_alt"   
 [55] "chr8_KI270822v1_alt"     "chr4_GL000257v2_alt"     "chr12_KI270904v1_alt"   
 [58] "chr4_KI270925v1_alt"     "chr15_KI270852v1_alt"    "chr15_KI270727v1_random"
 [61] "chr9_KI270823v1_alt"     "chr15_KI270850v1_alt"    "chr1_KI270759v1_alt"    
 [64] "chr12_GL877876v1_alt"    "chrUn_KI270442v1"        "chr17_KI270862v1_alt"   
 [67] "chr15_GL383555v2_alt"    "chr19_GL383573v1_alt"    "chr4_KI270896v1_alt"    
 [70] "chr4_GL383528v1_alt"     "chr17_GL383563v3_alt"    "chr8_KI270810v1_alt"    
 [73] "chr1_GL383520v2_alt"     "chr1_KI270762v1_alt"     "chr15_KI270848v1_alt"   
 [76] "chr17_KI270909v1_alt"    "chr14_KI270844v1_alt"    "chr8_KI270900v1_alt"    
 [79] "chr10_GL383546v1_alt"    "chr13_KI270838v1_alt"    "chr8_KI270816v1_alt"    
 [82] "chr22_KI270879v1_alt"    "chr8_KI270813v1_alt"     "chr11_KI270831v1_alt"   
 [85] "chr15_GL383554v1_alt"    "chr8_KI270811v1_alt"     "chr18_GL383567v1_alt"   
 [88] "chrX_KI270880v1_alt"     "chr8_KI270812v1_alt"     "chr19_KI270921v1_alt"   
 [91] "chr17_KI270729v1_random" "chr17_JH159146v1_alt"    "chrX_KI270913v1_alt"    
 [94] "chr6_KI270798v1_alt"     "chr7_KI270808v1_alt"     "chr22_KI270876v1_alt"   
 [97] "chr15_KI270851v1_alt"    "chr22_KI270875v1_alt"    "chr1_KI270766v1_alt"    
[100] "chr19_KI270882v1_alt"    "chr3_KI270778v1_alt"     "chr15_KI270849v1_alt"   
[103] "chr4_KI270786v1_alt"     "chr12_KI270835v1_alt"    "chr17_KI270858v1_alt"   
[106] "chr19_KI270867v1_alt"    "chr16_KI270855v1_alt"    "chr8_KI270926v1_alt"    
[109] "chr5_GL949742v1_alt"     "chr3_KI270780v1_alt"     "chr17_GL383565v1_alt"   
[112] "chr2_KI270774v1_alt"     "chr4_KI270790v1_alt"     "chr11_KI270927v1_alt"   
[115] "chr19_KI270932v1_alt"    "chr11_KI270903v1_alt"    "chr2_KI270894v1_alt"    
[118] "chr14_GL000225v1_random" "chrUn_KI270743v1"        "chr11_KI270832v1_alt"   
[121] "chr7_KI270805v1_alt"     "chr4_GL000008v2_random"  "chr7_KI270809v1_alt"    
[124] "chr19_KI270887v1_alt"    "chr4_KI270789v1_alt"     "chr3_KI270779v1_alt"    
[127] "chr19_KI270914v1_alt"    "chr19_KI270886v1_alt"    "chr11_KI270829v1_alt"   
[130] "chr14_GL000009v2_random" "chr21_GL383579v2_alt"    "chr11_JH159136v1_alt"   
[133] "chr19_KI270930v1_alt"    "chrUn_KI270747v1"        "chr18_GL383571v1_alt"   
[136] "chr19_KI270920v1_alt"    "chr6_KI270797v1_alt"     "chr3_KI270935v1_alt"    
[139] "chr17_KI270861v1_alt"    "chr15_KI270906v1_alt"    "chr5_KI270791v1_alt"    
[142] "chr14_KI270722v1_random" "chr16_GL383556v1_alt"    "chr13_KI270840v1_alt"   
[145] "chr14_GL000194v1_random" "chr11_JH159137v1_alt"    "chr19_KI270917v1_alt"   
[148] "chr7_KI270899v1_alt"     "chr19_KI270923v1_alt"    "chr10_KI270825v1_alt"   
[151] "chr19_GL383576v1_alt"    "chr19_KI270922v1_alt"    "chrUn_KI270742v1"       
[154] "chr22_KI270878v1_alt"    "chr19_KI270929v1_alt"    "chr11_KI270826v1_alt"   
[157] "chr6_KB021644v2_alt"     "chr17_GL000205v2_random" "chr1_KI270765v1_alt"    
[160] "chr19_KI270916v1_alt"    "chr19_KI270890v1_alt"    "chr3_KI270784v1_alt"    
[163] "chr12_GL383551v1_alt"    "chr20_KI270870v1_alt"    "chrUn_GL000195v1"       
[166] "chr1_GL383518v1_alt"     "chr22_KI270736v1_random" "chr10_KI270824v1_alt"   
[169] "chr14_KI270845v1_alt"    "chr3_GL383526v1_alt"     "chr13_KI270839v1_alt"   
[172] "chr22_KI270733v1_random" "chrUn_GL000224v1"        "chr10_GL383545v1_alt"   
[175] "chrUn_GL000219v1"        "chr5_KI270792v1_alt"     "chr17_KI270860v1_alt"   
[178] "chr19_GL000209v2_alt"    "chr11_KI270830v1_alt"    "chr9_KI270719v1_random" 
[181] "chrUn_GL000216v2"        "chr22_KI270928v1_alt"    "chr1_KI270712v1_random" 
[184] "chr6_KI270800v1_alt"     "chr1_KI270706v1_random"  "chr2_KI270776v1_alt"    
[187] "chr18_KI270912v1_alt"    "chr3_KI270777v1_alt"     "chr5_GL383531v1_alt"    
[190] "chr3_JH636055v2_alt"     "chr14_KI270725v1_random" "chr5_KI270796v1_alt"    
[193] "chr9_GL383541v1_alt"     "chr19_KI270885v1_alt"    "chr19_KI270919v1_alt"   
[196] "chr19_KI270889v1_alt"    "chr19_KI270891v1_alt"    "chr19_KI270915v1_alt"   
[199] "chr19_KI270933v1_alt"    "chr19_KI270883v1_alt"    "chr19_GL383575v2_alt"   
[202] "chr19_KI270931v1_alt"    "chr12_GL383550v2_alt"    "chr13_KI270841v1_alt"   
[205] "chrUn_KI270744v1"        "chr18_KI270863v1_alt"    "chr18_GL383569v1_alt"   
[208] "chr12_GL877875v1_alt"    "chr21_KI270874v1_alt"    "chr3_KI270924v1_alt"    
[211] "chr1_KI270761v1_alt"     "chr3_KI270937v1_alt"     "chr22_KI270734v1_random"
[214] "chr18_GL383570v1_alt"    "chr5_KI270794v1_alt"     "chr4_GL383527v1_alt"    
[217] "chrUn_GL000213v1"        "chr3_KI270936v1_alt"     "chr3_KI270934v1_alt"    
[220] "chr9_GL383539v1_alt"     "chr3_KI270895v1_alt"     "chr22_GL383582v2_alt"   
[223] "chr3_KI270782v1_alt"     "chr1_KI270892v1_alt"     "chrUn_GL000220v1"       
[226] "chr2_KI270767v1_alt"     "chr2_KI270715v1_random"  "chr2_KI270893v1_alt"    
[229] "chrUn_GL000218v1"        "chr18_GL383572v1_alt"    "chr8_KI270817v1_alt"    
[232] "chr4_KI270788v1_alt"     "chrUn_KI270749v1"        "chr7_KI270806v1_alt"    
[235] "chr7_KI270804v1_alt"     "chr18_KI270911v1_alt"    "chrUn_KI270741v1"       
[238] "chr17_KI270910v1_alt"    "chr19_KI270884v1_alt"    "chr19_GL383574v1_alt"   
[241] "chr19_KI270888v1_alt"    "chr3_GL000221v1_random"  "chr11_GL383547v1_alt"   
[244] "chr2_KI270716v1_random"  "chr12_GL383553v2_alt"    "chr6_KI270799v1_alt"    
[247] "chr22_KI270731v1_random" "chrUn_KI270751v1"        "chrUn_KI270750v1"       
[250] "chr8_KI270818v1_alt"     "chrX_KI270881v1_alt"     "chr21_KI270873v1_alt"   
[253] "chr2_GL383521v1_alt"     "chr8_KI270814v1_alt"     "chr12_GL383552v1_alt"   
[256] "chrUn_KI270519v1"        "chr2_KI270775v1_alt"     "chr17_KI270907v1_alt"   
[259] "chrUn_GL000214v1"        "chr8_KI270901v1_alt"     "chr2_KI270770v1_alt"    
[262] "chr16_KI270854v1_alt"    "chr8_KI270819v1_alt"     "chr17_GL383564v2_alt"   
[265] "chr2_KI270772v1_alt"     "chr8_KI270815v1_alt"     "chr5_KI270795v1_alt"    
[268] "chr5_KI270898v1_alt"     "chr20_GL383577v2_alt"    "chr1_KI270708v1_random" 
[271] "chr7_KI270807v1_alt"     "chr5_KI270793v1_alt"     "chr6_GL383533v1_alt"    
[274] "chr2_GL383522v1_alt"     "chr19_KI270918v1_alt"    "chr12_GL383549v1_alt"   
[277] "chr2_KI270769v1_alt"     "chr4_KI270785v1_alt"     "chr12_KI270834v1_alt"   
[280] "chr7_GL383534v2_alt"     "chr20_KI270869v1_alt"    "chr21_GL383581v2_alt"   
[283] "chr3_KI270781v1_alt"     "chr17_KI270730v1_random" "chrUn_KI270438v1"       
[286] "chr4_KI270787v1_alt"     "chr18_KI270864v1_alt"    "chr2_KI270771v1_alt"    
[289] "chr1_GL383519v1_alt"     "chr2_KI270768v1_alt"     "chr1_KI270760v1_alt"    
[292] "chr3_KI270783v1_alt"     "chr17_KI270859v1_alt"    "chr11_KI270902v1_alt"   
[295] "chr18_GL383568v1_alt"    "chr22_KI270737v1_random" "chr13_KI270843v1_alt"   
[298] "chr22_KI270877v1_alt"    "chr5_GL383530v1_alt"     "chr11_KI270721v1_random"
[301] "chr22_KI270738v1_random" "chr22_GL383583v2_alt"    "chr2_GL582966v2_alt"    
[304] "chrUn_KI270748v1"        "chrUn_KI270435v1"        "chr5_GL000208v1_random" 
[307] "chrUn_KI270538v1"        "chr17_GL383566v1_alt"    "chr16_GL383557v1_alt"   
[310] "chr17_JH159148v1_alt"    "chr5_GL383532v1_alt"     "chr21_KI270872v1_alt"   
[313] "chrUn_KI270756v1"        "chr6_KI270758v1_alt"     "chr12_KI270833v1_alt"   
[316] "chr6_KI270802v1_alt"     "chr21_GL383580v2_alt"    "chr22_KB663609v1_alt"   
[319] "chr22_KI270739v1_random" "chr9_GL383540v1_alt"     "chrUn_KI270757v1"       
[322] "chr2_KI270773v1_alt"     "chr17_JH159147v1_alt"    "chr11_KI270827v1_alt"   
[325] "chr1_KI270709v1_random"  "chrUn_KI270746v1"        "chr16_KI270856v1_alt"   
[328] "chr21_GL383578v2_alt"    "chrUn_KI270753v1"        "chr19_KI270868v1_alt"   
[331] "chr9_GL383542v1_alt"     "chr20_KI270871v1_alt"    "chr12_KI270836v1_alt"   
[334] "chr19_KI270865v1_alt"    "chr1_KI270764v1_alt"     "chrUn_KI270589v1"       
[337] "chr14_KI270726v1_random" "chr19_KI270866v1_alt"    "chr22_KI270735v1_random"
[340] "chr1_KI270711v1_random"  "chrUn_KI270745v1"        "chr1_KI270714v1_random" 
[343] "chr22_KI270732v1_random" "chr1_KI270713v1_random"  "chrUn_KI270754v1"       
[346] "chr1_KI270710v1_random"  "chr12_KI270837v1_alt"    "chr9_KI270717v1_random" 
[349] "chr14_KI270724v1_random" "chr9_KI270720v1_random"  "chr14_KI270723v1_random"
[352] "chr9_KI270718v1_random"  "chrUn_KI270317v1"        "chr13_KI270842v1_alt"   
[355] "chrY_KI270740v1_random"  "chrUn_KI270755v1"        "chr8_KI270820v1_alt"    
[358] "chr1_KI270707v1_random"  "chrUn_KI270579v1"        "chrUn_KI270752v1"       
[361] "chrUn_KI270512v1"        "chrUn_KI270322v1"        "chrM"                   
[364] "chrUn_GL000226v1"        "chrUn_KI270311v1"        "chrUn_KI270366v1"       
[367] "chrUn_KI270511v1"        "chrUn_KI270448v1"        "chrUn_KI270521v1"       
[370] "chrUn_KI270581v1"        "chrUn_KI270582v1"        "chrUn_KI270515v1"       
[373] "chrUn_KI270588v1"        "chrUn_KI270591v1"        "chrUn_KI270522v1"       
[376] "chrUn_KI270507v1"        "chrUn_KI270590v1"        "chrUn_KI270584v1"       
[379] "chrUn_KI270320v1"        "chrUn_KI270382v1"        "chrUn_KI270468v1"       
[382] "chrUn_KI270467v1"        "chrUn_KI270362v1"        "chrUn_KI270517v1"       
[385] "chrUn_KI270593v1"        "chrUn_KI270528v1"        "chrUn_KI270587v1"       
[388] "chrUn_KI270364v1"        "chrUn_KI270371v1"        "chrUn_KI270333v1"       
[391] "chrUn_KI270374v1"        "chrUn_KI270411v1"        "chrUn_KI270414v1"       
[394] "chrUn_KI270510v1"        "chrUn_KI270390v1"        "chrUn_KI270375v1"       
[397] "chrUn_KI270420v1"        "chrUn_KI270509v1"        "chrUn_KI270315v1"       
[400] "chrUn_KI270302v1"        "chrUn_KI270518v1"        "chrUn_KI270530v1"       
[403] "chrUn_KI270304v1"        "chrUn_KI270418v1"        "chrUn_KI270424v1"       
[406] "chrUn_KI270417v1"        "chrUn_KI270508v1"        "chrUn_KI270303v1"       
[409] "chrUn_KI270381v1"        "chrUn_KI270529v1"        "chrUn_KI270425v1"       
[412] "chrUn_KI270396v1"        "chrUn_KI270363v1"        "chrUn_KI270386v1"       
[415] "chrUn_KI270465v1"        "chrUn_KI270383v1"        "chrUn_KI270384v1"       
[418] "chrUn_KI270330v1"        "chrUn_KI270372v1"        "chrUn_KI270548v1"       
[421] "chrUn_KI270580v1"        "chrUn_KI270387v1"        "chrUn_KI270391v1"       
[424] "chrUn_KI270305v1"        "chrUn_KI270373v1"        "chrUn_KI270422v1"       
[427] "chrUn_KI270316v1"        "chrUn_KI270338v1"        "chrUn_KI270340v1"       
[430] "chrUn_KI270583v1"        "chrUn_KI270334v1"        "chrUn_KI270429v1"       
[433] "chrUn_KI270393v1"        "chrUn_KI270516v1"        "chrUn_KI270389v1"       
[436] "chrUn_KI270466v1"        "chrUn_KI270388v1"        "chrUn_KI270544v1"       
[439] "chrUn_KI270310v1"        "chrUn_KI270412v1"        "chrUn_KI270395v1"       
[442] "chrUn_KI270376v1"        "chrUn_KI270337v1"        "chrUn_KI270335v1"       
[445] "chrUn_KI270378v1"        "chrUn_KI270379v1"        "chrUn_KI270329v1"       
[448] "chrUn_KI270419v1"        "chrUn_KI270336v1"        "chrUn_KI270312v1"       
[451] "chrUn_KI270539v1"        "chrUn_KI270385v1"        "chrUn_KI270423v1"       
[454] "chrUn_KI270392v1"        "chrUn_KI270394v1"       

Could you give some advices? Thanks so much!

r3fang commented 4 years ago

Hi,

Calling peak is independent from removing the unwanted chromosomes. Removing the unwanted chromosome filters bins from unwanted chromosome in the 5kb cell-by-bin matrix which is only used for clustering analysis. runMACS however calls peak from each cluster by creating aggregate signal from all reads belonging to the barcodes in that cluster. So, this two steps are independent.

-- Rongxin Fang Ph.D. Student, Ren Lab Ludwig Institute for Cancer Research University of California, San Diego

On Oct 2, 2019, at 12:35 PM, linwang6 notifications@github.com wrote:

I run the remove unwanted chromosomes step to remove the unwanted chromosomes, chr.exclude = seqlevels(x.sp@feature)[grep("random|chrM|chrUn", seqlevels(x.sp@feature))]; idy2 = grep(paste(chr.exclude, collapse="|"), x.sp@feature); if(length(idy2) > 0){x.sp = x.sp[,-idy2, mat="bmat"]}; x.sp

But when i run this step after runMACS step for all clusters, it gives the Warning messages, there is 'chr*_random' or 'chrUn' chromosomes, it's weird. How to remove all the unwanted chromosomes? Thanks so much.

I peak.gr = reduce(Reduce(c, peak.gr.ls));

Warning messages: 1: In .Seqinfo.mergexy(x, y) : Each of the 2 combined objects has sequence levels not in the other:

  • in 'x': chr14_KI270723v1_random, chr15_KI270727v1_random, chr22_KI270735v1_random, chr22_KI270736v1_random, chr9_KI270718v1_random, chrUn_GL000218v1
  • in 'y': chr14_KI270724v1_random, chr17_KI270729v1_random, chr9_KI270719v1_random, chrUn_GL000214v1, chrUn_GL000216v2, chrUn_KI270744v1 Make sure to always combine/compare objects based on the same reference genome (use suppressWarnings() to suppress this warning). 2: In .Seqinfo.mergexy(x, y) : Each of the 2 combined objects has sequence levels not in the other:
  • in 'x': chr14_GL000194v1_random, chr15_KI270727v1_random, chr17_GL000205v2_random, chr22_KI270735v1_random, chr9_KI270718v1_random, chrUn_GL000218v1, chrUn_GL000220v1, chr14_KI270724v1_random, chr9_KI270719v1_random, chrUn_GL000216v2
  • in 'y': chrUn_KI270589v1, chrUn_KI270757v1 Make sure to always combine/compare objects based on the same reference genome (use suppressWarnings() to suppress this warning). And I checked the x.sp@feature after perform the 'remove unwanted chromosomes step' step, all the 'chr*_random' or 'chrUn' chromosomes are still there.

seqlevels(x.sp@feature) [1] "chr1" "chr2" "chr3"
[4] "chr4" "chr5" "chr6"
[7] "chr7" "chrX" "chr8"
[10] "chr9" "chr11" "chr10"
[13] "chr12" "chr13" "chr14"
[16] "chr15" "chr16" "chr17"
[19] "chr18" "chr20" "chr19"
[22] "chrY" "chr22" "chr21"
[25] "chr15_KI270905v1_alt" "chr6_GL000256v2_alt" "chr6_GL000254v2_alt"
[28] "chr6_GL000251v2_alt" "chr6_GL000253v2_alt" "chr6_GL000250v2_alt"
[31] "chr6_GL000255v2_alt" "chr6_GL000252v2_alt" "chr17_KI270857v1_alt"
[34] "chr16_KI270853v1_alt" "chr16_KI270728v1_random" "chr17_GL000258v2_alt"
[37] "chr5_GL339449v2_alt" "chr14_KI270847v1_alt" "chr17_KI270908v1_alt"
[40] "chr14_KI270846v1_alt" "chr5_KI270897v1_alt" "chr7_KI270803v1_alt"
[43] "chr19_GL949749v2_alt" "chr19_KI270938v1_alt" "chr19_GL949750v2_alt"
[46] "chr19_GL949748v2_alt" "chr19_GL949751v2_alt" "chr19_GL949746v1_alt"
[49] "chr19_GL949752v1_alt" "chr8_KI270821v1_alt" "chr1_KI270763v1_alt"
[52] "chr6_KI270801v1_alt" "chr19_GL949753v2_alt" "chr19_GL949747v2_alt"
[55] "chr8_KI270822v1_alt" "chr4_GL000257v2_alt" "chr12_KI270904v1_alt"
[58] "chr4_KI270925v1_alt" "chr15_KI270852v1_alt" "chr15_KI270727v1_random" [61] "chr9_KI270823v1_alt" "chr15_KI270850v1_alt" "chr1_KI270759v1_alt"
[64] "chr12_GL877876v1_alt" "chrUn_KI270442v1" "chr17_KI270862v1_alt"
[67] "chr15_GL383555v2_alt" "chr19_GL383573v1_alt" "chr4_KI270896v1_alt"
[70] "chr4_GL383528v1_alt" "chr17_GL383563v3_alt" "chr8_KI270810v1_alt"
[73] "chr1_GL383520v2_alt" "chr1_KI270762v1_alt" "chr15_KI270848v1_alt"
[76] "chr17_KI270909v1_alt" "chr14_KI270844v1_alt" "chr8_KI270900v1_alt"
[79] "chr10_GL383546v1_alt" "chr13_KI270838v1_alt" "chr8_KI270816v1_alt"
[82] "chr22_KI270879v1_alt" "chr8_KI270813v1_alt" "chr11_KI270831v1_alt"
[85] "chr15_GL383554v1_alt" "chr8_KI270811v1_alt" "chr18_GL383567v1_alt"
[88] "chrX_KI270880v1_alt" "chr8_KI270812v1_alt" "chr19_KI270921v1_alt"
[91] "chr17_KI270729v1_random" "chr17_JH159146v1_alt" "chrX_KI270913v1_alt"
[94] "chr6_KI270798v1_alt" "chr7_KI270808v1_alt" "chr22_KI270876v1_alt"
[97] "chr15_KI270851v1_alt" "chr22_KI270875v1_alt" "chr1_KI270766v1_alt"
[100] "chr19_KI270882v1_alt" "chr3_KI270778v1_alt" "chr15_KI270849v1_alt"
[103] "chr4_KI270786v1_alt" "chr12_KI270835v1_alt" "chr17_KI270858v1_alt"
[106] "chr19_KI270867v1_alt" "chr16_KI270855v1_alt" "chr8_KI270926v1_alt"
[109] "chr5_GL949742v1_alt" "chr3_KI270780v1_alt" "chr17_GL383565v1_alt"
[112] "chr2_KI270774v1_alt" "chr4_KI270790v1_alt" "chr11_KI270927v1_alt"
[115] "chr19_KI270932v1_alt" "chr11_KI270903v1_alt" "chr2_KI270894v1_alt"
[118] "chr14_GL000225v1_random" "chrUn_KI270743v1" "chr11_KI270832v1_alt"
[121] "chr7_KI270805v1_alt" "chr4_GL000008v2_random" "chr7_KI270809v1_alt"
[124] "chr19_KI270887v1_alt" "chr4_KI270789v1_alt" "chr3_KI270779v1_alt"
[127] "chr19_KI270914v1_alt" "chr19_KI270886v1_alt" "chr11_KI270829v1_alt"
[130] "chr14_GL000009v2_random" "chr21_GL383579v2_alt" "chr11_JH159136v1_alt"
[133] "chr19_KI270930v1_alt" "chrUn_KI270747v1" "chr18_GL383571v1_alt"
[136] "chr19_KI270920v1_alt" "chr6_KI270797v1_alt" "chr3_KI270935v1_alt"
[139] "chr17_KI270861v1_alt" "chr15_KI270906v1_alt" "chr5_KI270791v1_alt"
[142] "chr14_KI270722v1_random" "chr16_GL383556v1_alt" "chr13_KI270840v1_alt"
[145] "chr14_GL000194v1_random" "chr11_JH159137v1_alt" "chr19_KI270917v1_alt"
[148] "chr7_KI270899v1_alt" "chr19_KI270923v1_alt" "chr10_KI270825v1_alt"
[151] "chr19_GL383576v1_alt" "chr19_KI270922v1_alt" "chrUn_KI270742v1"
[154] "chr22_KI270878v1_alt" "chr19_KI270929v1_alt" "chr11_KI270826v1_alt"
[157] "chr6_KB021644v2_alt" "chr17_GL000205v2_random" "chr1_KI270765v1_alt"
[160] "chr19_KI270916v1_alt" "chr19_KI270890v1_alt" "chr3_KI270784v1_alt"
[163] "chr12_GL383551v1_alt" "chr20_KI270870v1_alt" "chrUn_GL000195v1"
[166] "chr1_GL383518v1_alt" "chr22_KI270736v1_random" "chr10_KI270824v1_alt"
[169] "chr14_KI270845v1_alt" "chr3_GL383526v1_alt" "chr13_KI270839v1_alt"
[172] "chr22_KI270733v1_random" "chrUn_GL000224v1" "chr10_GL383545v1_alt"
[175] "chrUn_GL000219v1" "chr5_KI270792v1_alt" "chr17_KI270860v1_alt"
[178] "chr19_GL000209v2_alt" "chr11_KI270830v1_alt" "chr9_KI270719v1_random" [181] "chrUn_GL000216v2" "chr22_KI270928v1_alt" "chr1_KI270712v1_random" [184] "chr6_KI270800v1_alt" "chr1_KI270706v1_random" "chr2_KI270776v1_alt"
[187] "chr18_KI270912v1_alt" "chr3_KI270777v1_alt" "chr5_GL383531v1_alt"
[190] "chr3_JH636055v2_alt" "chr14_KI270725v1_random" "chr5_KI270796v1_alt"
[193] "chr9_GL383541v1_alt" "chr19_KI270885v1_alt" "chr19_KI270919v1_alt"
[196] "chr19_KI270889v1_alt" "chr19_KI270891v1_alt" "chr19_KI270915v1_alt"
[199] "chr19_KI270933v1_alt" "chr19_KI270883v1_alt" "chr19_GL383575v2_alt"
[202] "chr19_KI270931v1_alt" "chr12_GL383550v2_alt" "chr13_KI270841v1_alt"
[205] "chrUn_KI270744v1" "chr18_KI270863v1_alt" "chr18_GL383569v1_alt"
[208] "chr12_GL877875v1_alt" "chr21_KI270874v1_alt" "chr3_KI270924v1_alt"
[211] "chr1_KI270761v1_alt" "chr3_KI270937v1_alt" "chr22_KI270734v1_random" [214] "chr18_GL383570v1_alt" "chr5_KI270794v1_alt" "chr4_GL383527v1_alt"
[217] "chrUn_GL000213v1" "chr3_KI270936v1_alt" "chr3_KI270934v1_alt"
[220] "chr9_GL383539v1_alt" "chr3_KI270895v1_alt" "chr22_GL383582v2_alt"
[223] "chr3_KI270782v1_alt" "chr1_KI270892v1_alt" "chrUn_GL000220v1"
[226] "chr2_KI270767v1_alt" "chr2_KI270715v1_random" "chr2_KI270893v1_alt"
[229] "chrUn_GL000218v1" "chr18_GL383572v1_alt" "chr8_KI270817v1_alt"
[232] "chr4_KI270788v1_alt" "chrUn_KI270749v1" "chr7_KI270806v1_alt"
[235] "chr7_KI270804v1_alt" "chr18_KI270911v1_alt" "chrUn_KI270741v1"
[238] "chr17_KI270910v1_alt" "chr19_KI270884v1_alt" "chr19_GL383574v1_alt"
[241] "chr19_KI270888v1_alt" "chr3_GL000221v1_random" "chr11_GL383547v1_alt"
[244] "chr2_KI270716v1_random" "chr12_GL383553v2_alt" "chr6_KI270799v1_alt"
[247] "chr22_KI270731v1_random" "chrUn_KI270751v1" "chrUn_KI270750v1"
[250] "chr8_KI270818v1_alt" "chrX_KI270881v1_alt" "chr21_KI270873v1_alt"
[253] "chr2_GL383521v1_alt" "chr8_KI270814v1_alt" "chr12_GL383552v1_alt"
[256] "chrUn_KI270519v1" "chr2_KI270775v1_alt" "chr17_KI270907v1_alt"
[259] "chrUn_GL000214v1" "chr8_KI270901v1_alt" "chr2_KI270770v1_alt"
[262] "chr16_KI270854v1_alt" "chr8_KI270819v1_alt" "chr17_GL383564v2_alt"
[265] "chr2_KI270772v1_alt" "chr8_KI270815v1_alt" "chr5_KI270795v1_alt"
[268] "chr5_KI270898v1_alt" "chr20_GL383577v2_alt" "chr1_KI270708v1_random" [271] "chr7_KI270807v1_alt" "chr5_KI270793v1_alt" "chr6_GL383533v1_alt"
[274] "chr2_GL383522v1_alt" "chr19_KI270918v1_alt" "chr12_GL383549v1_alt"
[277] "chr2_KI270769v1_alt" "chr4_KI270785v1_alt" "chr12_KI270834v1_alt"
[280] "chr7_GL383534v2_alt" "chr20_KI270869v1_alt" "chr21_GL383581v2_alt"
[283] "chr3_KI270781v1_alt" "chr17_KI270730v1_random" "chrUn_KI270438v1"
[286] "chr4_KI270787v1_alt" "chr18_KI270864v1_alt" "chr2_KI270771v1_alt"
[289] "chr1_GL383519v1_alt" "chr2_KI270768v1_alt" "chr1_KI270760v1_alt"
[292] "chr3_KI270783v1_alt" "chr17_KI270859v1_alt" "chr11_KI270902v1_alt"
[295] "chr18_GL383568v1_alt" "chr22_KI270737v1_random" "chr13_KI270843v1_alt"
[298] "chr22_KI270877v1_alt" "chr5_GL383530v1_alt" "chr11_KI270721v1_random" [301] "chr22_KI270738v1_random" "chr22_GL383583v2_alt" "chr2_GL582966v2_alt"
[304] "chrUn_KI270748v1" "chrUn_KI270435v1" "chr5_GL000208v1_random" [307] "chrUn_KI270538v1" "chr17_GL383566v1_alt" "chr16_GL383557v1_alt"
[310] "chr17_JH159148v1_alt" "chr5_GL383532v1_alt" "chr21_KI270872v1_alt"
[313] "chrUn_KI270756v1" "chr6_KI270758v1_alt" "chr12_KI270833v1_alt"
[316] "chr6_KI270802v1_alt" "chr21_GL383580v2_alt" "chr22_KB663609v1_alt"
[319] "chr22_KI270739v1_random" "chr9_GL383540v1_alt" "chrUn_KI270757v1"
[322] "chr2_KI270773v1_alt" "chr17_JH159147v1_alt" "chr11_KI270827v1_alt"
[325] "chr1_KI270709v1_random" "chrUn_KI270746v1" "chr16_KI270856v1_alt"
[328] "chr21_GL383578v2_alt" "chrUn_KI270753v1" "chr19_KI270868v1_alt"
[331] "chr9_GL383542v1_alt" "chr20_KI270871v1_alt" "chr12_KI270836v1_alt"
[334] "chr19_KI270865v1_alt" "chr1_KI270764v1_alt" "chrUn_KI270589v1"
[337] "chr14_KI270726v1_random" "chr19_KI270866v1_alt" "chr22_KI270735v1_random" [340] "chr1_KI270711v1_random" "chrUn_KI270745v1" "chr1_KI270714v1_random" [343] "chr22_KI270732v1_random" "chr1_KI270713v1_random" "chrUn_KI270754v1"
[346] "chr1_KI270710v1_random" "chr12_KI270837v1_alt" "chr9_KI270717v1_random" [349] "chr14_KI270724v1_random" "chr9_KI270720v1_random" "chr14_KI270723v1_random" [352] "chr9_KI270718v1_random" "chrUn_KI270317v1" "chr13_KI270842v1_alt"
[355] "chrY_KI270740v1_random" "chrUn_KI270755v1" "chr8_KI270820v1_alt"
[358] "chr1_KI270707v1_random" "chrUn_KI270579v1" "chrUn_KI270752v1"
[361] "chrUn_KI270512v1" "chrUn_KI270322v1" "chrM"
[364] "chrUn_GL000226v1" "chrUn_KI270311v1" "chrUn_KI270366v1"
[367] "chrUn_KI270511v1" "chrUn_KI270448v1" "chrUn_KI270521v1"
[370] "chrUn_KI270581v1" "chrUn_KI270582v1" "chrUn_KI270515v1"
[373] "chrUn_KI270588v1" "chrUn_KI270591v1" "chrUn_KI270522v1"
[376] "chrUn_KI270507v1" "chrUn_KI270590v1" "chrUn_KI270584v1"
[379] "chrUn_KI270320v1" "chrUn_KI270382v1" "chrUn_KI270468v1"
[382] "chrUn_KI270467v1" "chrUn_KI270362v1" "chrUn_KI270517v1"
[385] "chrUn_KI270593v1" "chrUn_KI270528v1" "chrUn_KI270587v1"
[388] "chrUn_KI270364v1" "chrUn_KI270371v1" "chrUn_KI270333v1"
[391] "chrUn_KI270374v1" "chrUn_KI270411v1" "chrUn_KI270414v1"
[394] "chrUn_KI270510v1" "chrUn_KI270390v1" "chrUn_KI270375v1"
[397] "chrUn_KI270420v1" "chrUn_KI270509v1" "chrUn_KI270315v1"
[400] "chrUn_KI270302v1" "chrUn_KI270518v1" "chrUn_KI270530v1"
[403] "chrUn_KI270304v1" "chrUn_KI270418v1" "chrUn_KI270424v1"
[406] "chrUn_KI270417v1" "chrUn_KI270508v1" "chrUn_KI270303v1"
[409] "chrUn_KI270381v1" "chrUn_KI270529v1" "chrUn_KI270425v1"
[412] "chrUn_KI270396v1" "chrUn_KI270363v1" "chrUn_KI270386v1"
[415] "chrUn_KI270465v1" "chrUn_KI270383v1" "chrUn_KI270384v1"
[418] "chrUn_KI270330v1" "chrUn_KI270372v1" "chrUn_KI270548v1"
[421] "chrUn_KI270580v1" "chrUn_KI270387v1" "chrUn_KI270391v1"
[424] "chrUn_KI270305v1" "chrUn_KI270373v1" "chrUn_KI270422v1"
[427] "chrUn_KI270316v1" "chrUn_KI270338v1" "chrUn_KI270340v1"
[430] "chrUn_KI270583v1" "chrUn_KI270334v1" "chrUn_KI270429v1"
[433] "chrUn_KI270393v1" "chrUn_KI270516v1" "chrUn_KI270389v1"
[436] "chrUn_KI270466v1" "chrUn_KI270388v1" "chrUn_KI270544v1"
[439] "chrUn_KI270310v1" "chrUn_KI270412v1" "chrUn_KI270395v1"
[442] "chrUn_KI270376v1" "chrUn_KI270337v1" "chrUn_KI270335v1"
[445] "chrUn_KI270378v1" "chrUn_KI270379v1" "chrUn_KI270329v1"
[448] "chrUn_KI270419v1" "chrUn_KI270336v1" "chrUn_KI270312v1"
[451] "chrUn_KI270539v1" "chrUn_KI270385v1" "chrUn_KI270423v1"
[454] "chrUn_KI270392v1" "chrUn_KI270394v1"
Thanks!

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linwang6 commented 4 years ago

Hi, Got it. Thanks so much for your prompt response. Really appreciate it!