HLA Twin Workshop EFI 2016 Advanced Workbook

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 RESOLVING  COMPLEX  CASES  

OF  NGS-­‐BASED  HLA  TYPING   WITH  HLA  TWIN      

 

FOR  RESEARCH  USE  ONLY        

EFI  30th  Annual  Meeting     Omixon  Limited        

 

Table  of  Contents   EXERCISE  1  –  OVERVIEW  OF  A  HIGH  QUALITY  SAMPLE  .........................................................................................   3   EXERCISE  2  –  INVESTIGATION  OF  A  NOVEL  ALLELE  ...............................................................................................   4   EXERCISE  3  –  INVESTIGATION  OF  A  NULL  ALLELE  ..................................................................................................   6   EXERCISE  4  –  RESOLUTION  OF  A  CIS/TRANS  AMBIGUITY  ......................................................................................   8   EXERCISE  5  –  INVESTIGATION  OF  AN  UNUSUAL  SAMPLE  .....................................................................................  11   EXERCISE  6  –  INVESTIGATION  OF  SAMPLES  WITH  TECHNICAL  ERRORS  ................................................................  13   EXERCISE  7  –  INVESTIGATION  OF  A  RARE  ALLELE   ................................................................................................  16                      

 

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise  1  –  Overview  of  a  High  Quality  Sample      

1. Launch  Omixon  HLA  Twin  from  the  laptop  provided  to  you.   Username:  EFI2016   Password:  EFI2016   The  HLA  Typing  dashboard  should  look  similar  to  the  following  screenshot:    

    Here   you   can   see   the   HLA   Typing   dashboard.   There   are   several   Sample   and   Analysis   files   displayed.     Question  1:  Just  by  looking  at  this  screen  can  you  identify  which  sample  has  the  highest  quality   results?  Which  one  and  why?   _____________________________________________________________________________     2. Select  the  analysis  for  the  sample  called  OMX6  to  View  the  results.  (Hint:  there  are  multiple   tabs  of  results)   3. Review  the  following:   a. Quality  control  table   b. Mappability   c. Fragment  Size  Distribution   d. Allele  Imbalance     e. Genome  Browser     Question  2:  Is  there  anything  out  of  the  ordinary  that  would  require  further  review?     _____________________________________________________________________________   Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise  2  –  Investigation  of  a  Novel  Allele    

1. Select  the  analysis  file  for  sample  OMX30.  This  sample  contains  a  novel  allele.  (Hint:  there  is   a  special  icon  that  indicates  the  presence  of  a  novel  allele)     Question  1:  Which  locus  indicates  a  novel  allele  and  which  allele  is  that?     _____________________________________________________________________________     2. Go  into  the  Sample  details  to  review  the  Quality  Control  table.       Question  2:  What  is  the  overall  quality  of  the  all  of  the  loci  and  specifically  for  the  locus  with   the  novelty?     _____________________________________________________________________________     Question   3:   What   are   the   Quality   Metrics   on   HLA-­‐B   that   have   not   passed   and   can   they   be   affecting  the  genotype  result?       _____________________________________________________________________________     3. Go  to  the  Data  Statistics  tab  to  review  the  overall  quality  of  the  run.     Question  4:  Is  there  anything  to  cause  concern  on  the  quality  of  the  data?     _____________________________________________________________________________     4. Go  into  the  Genome  Browser.     Question  5:  What  are  3  things  that  you  would  investigate  to  determine  whether  this  is  a  real   novel  allele?     _____________________________________________________________________________     5. Display  only  the  chromosome  with  the  novel  allele.   6. Toggle  the  reference  mask  to  display  only  the  differences  between  the  consensus  sequence   and  the  re-­‐alignment.  (Hint:  right  click  anywhere  in  the  genome  browser  or  click  CTRL+D)     Question  6:  In  which  genomic  region  is  the  novelty  found  and  at  what  IMGT  position?     _____________________________________________________________________________     Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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    Question  7:  What  is  the  relative  reference  and  the  novel  nucleotide  identified?     _____________________________________________________________________________     Question  8:  What  is  the  consensus  coverage  at  the  novelty  position?     _____________________________________________________________________________     Question  9:  What  are  the  base  statistics  at  the  novelty  position?     _____________________________________________________________________________     Question   10:   How   can   you   ensure   that   the   consensus   sequence   generation   was   correct   and   that   no   reads   were   “borrowed”   from   the   other   chromosome   at   that   position?   (Hint:   display   both   chromosomes   together   and   check   for   reads   that   span   across   neighboring   heterozygous   positions)     _____________________________________________________________________________     Question  11:  Do  you  believe  this  is  a  true  novel  allele  and  would  you  accept  the  result?     _____________________________________________________________________________        

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise  3  –  Investigation  of  a  Null  Allele    

1. Select  the  analysis  file  for  sample  OMX40.  This  sample  contains  a  null  allele.     Question  1:  Which  locus  is  identified  with  a  null  allele  and  what  is  the  genotype  of  this  allele?     _____________________________________________________________________________     Question  2:  Have  both  algorithms  identified  the  null  allele?  How  can  you  confirm  this?     _____________________________________________________________________________     2. Click  on  View  Results.   3. Go  to  sample  details  and  inspect  the  Quality  Control  tab.     Question  3:  Is  there  anything  to  cause  concern  on  the  quality  of  the  null  allele?     _____________________________________________________________________________     4. Go  into  the  Genome  Browser.     Question   4:   If   you   compare   the   two   alleles,   is   there   any   difference   in   the   number   of   exons   and   introns?     _____________________________________________________________________________     5. Display  only  the  chromosome  with  the  null  allele.     Question  5:  What  would  you  do  to  determine  what  variation  causes  it  to  be  a  null  allele?     _____________________________________________________________________________     6. Add   HLA-­‐A*24:02:01:01   to   the   chromosome.   (Hint:   right   click   anywhere   in   the   genome   browser  and  click  on  Add  custom  allele(s)  to  1st  chromosome.)     Question  6:  What  is  the  IMGT  position  of  the  variation  that  makes  the  null  allele  different  from   the  “parent”  allele?  (Hint:  use  the  reference  mask  again)     _____________________________________________________________________________         Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Question  7:  What  is  the  type  of  this  variation  (SNP,  Insertion,  deletion)?     ______________________________________________________________________________     7. Inspect   the   sequence  surrounding   the   difference   as   well   as   the   short   read   alignment   in   that   region.     Question   8:     What   observations   do   you   make   regarding   the   short   read   alignment   when   comparing  the  null  allele  with  HLA-­‐A*24:02:01:01?     ______________________________________________________________________________     ______________________________________________________________________________     Question  9:  Would  feel  confident  that  this  is  a  true  null  allele  based  on  the  data  and  your   observations?       ______________________________________________________________________________      

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise  4  –  Resolution  of  a  Cis/Trans  Ambiguity    

1. Select   the   initial   analysis   file   for   sample   OMX50.   (Hint:   Look   for   the   file   with   the   earlier   date.)     Question  1:  Do  all  loci  have  unambiguous  results?  Which  ones  do  not?     _____________________________________________________________________________     2. Go  into  the  sample  details  and  select  the  ambiguous  locus.     Question  2:  What  are  the  possible  allele  combinations?     _____________________________________________________________________________     Question  3:  Have  all  quality  control  metrics  passed?  If  not,  which  one(s)  have  not?     _____________________________________________________________________________     Question  4:  Do  you  think  that  the  quality  control  metric  warnings  are  related  to  this  ambiguity?     _____________________________________________________________________________      Question  5:  What  are  the  most  common  causes  of  cis/trans  ambiguities?     _____________________________________________________________________________     3. Select  the  first  allele  pair  and  go  into  the  Genome  Browser  to  review  the  alignment.   4. Right  click  anywhere  in  the  Genome  Browser  and  select  “Toggle  Reference  Masked”  to  hide   all  homozygous  positions.       Question  6:  How  many  phased  breaks  are  there  and  in  what  regions?     _____________________________________________________________________________     Question  7:  What  is  the  coverage  depth  at  each  phase  break?     _____________________________________________________________________________        

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Question   8:   What   is   the   distance   between   the   2   heterozygous   positions   harboring   the   phase   breaks?     _____________________________________________________________________________     5. Let’s   compare   the   displayed   allele   combination   with   the   second   identified   allele   combination.     6. Right   click   anywhere   in   the   Genome   Browser   and   click   on   “Add   allele   of   other   result   pair   to   1st  chromosome”.     7. Repeat  for  2nd  chromosome.   8. Now  you  should  be  able  to  see  2  consensus  sequence  alignments  and  4  more  re-­‐alignments   for  4  different  alleles.       Question  9:  Why  are  only  the  exons  displayed  for  the  alleles  of  the  other  result  pair?       _____________________________________________________________________________     9. For  ease,  you  may  display  each  chromosome  separately.  (Hint:  focus  only  on  exons)     Question  10:  How  do  the  2  allele  candidates  for  chromosome  1  differ?     _____________________________________________________________________________     Question  11:  How  do  the  2  allele  candidates  for  chromosome  2  differ?     _____________________________________________________________________________     Question  12:  What  do  you  think  is  the  reason  for  these  differences?     _____________________________________________________________________________     10. A  phase  break  is  likely  due  to  this  cis/trans  ambiguity.       Question  13:  Given  the  position  of  the  difference  between  the  alleles  and  the  position  of  the   phase  breaks,  which  phase  break  is  most  likely  to  be  the  cause?     _____________________________________________________________________________     Right  underneath  the  “Phasing  track”,  there  is  a  “Variants  track”  that  says  “straight”  and  “cross”   with  numbers.  This  shows  the  number  of  read  pairs  that  connect  2  neighboring  heterozygous   positions   and   their   relationship   regarding   the   2   chromosomes.   See   below   for   a   schematic   explanation,   from   another   sample.   The   light   green   annotation   track   reads:   Straight:   383/246   Cross:  0/1.     Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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    11. In   our   sample,   inspect   the   2   heterozygous   positions   harbouring   the   second   phase   break.   Make  sure  you  are  displaying  both  alleles  now.     Question   14:   How   many   read   pairs   support   the   “straight”   combination   and   how   many   the   “cross”  combination?     _____________________________________________________________________________     Question  15:  Based  on  this  observation,  which  combination  would  you  think  is  correct?     _____________________________________________________________________________     Another  way  to  try  to  resolve  this  is  by  reanalysing  the  sample  with  more  reads.  In  this  case,  the   sample   was   re-­‐analysed   with   10000   reads.   (Hint:   right   click   and   view   protocol   on   the   re-­‐ analysed  file)     12. Go  back  to  the  HLA  Typing  Dashboard  and  select  the  re-­‐analysed  file.  (Hint:  Check  for  the   most  recent  analysis  date.)   13. Go   into   the   Genome   Browser   and   navigate   to   the   region   where   the   second   phase   break   was.       Question  16:  Has  the  phase  break  and  ambiguity  been  resolved?     _____________________________________________________________________________     Question  17:  Based  on  the  information  you  have  gathered  from  your  investigation,  what  alleles   would  you  assign  for  this  locus?     _____________________________________________________________________________       Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise  5  –  Investigation  of  an  Unusual  Sample    

1. Select  the  analysis  file  for  sample  OMX22.  This  sample  contains  an  unusual  sample.   2. Go  into  the  Sample  details  to  review  the  Quality  Control  table.       Question  1:  Which  loci  indicate  investigation  may  be  required?       ____________________________________________________________________________     Question  2:  Which  locus  indicates  a  quality  control  failure,  and  which  QC  metric  has  failed?         ____________________________________________________________________________     “Exon  spot  noise  ratio”  will  detect  if  there  is  unexpected  “noise”  in  the  exons  for  a  particular   locus.   We   will   walk   through   an   example   of   what   has   been   detected   here   and   use   other   QC   metrics  to  help  us  pinpoint  the  cause.           Question  3:  What  is  the  color  of  the  “Noise  ratio”  QC  metric?     ____________________________________________________________________________     One   of   the   things   that   “Noise   ratio”   will   detect   is   contamination,   i.e.   two   samples   have   been   mixed.  If  this  QC  metric  is  green,  we  can  eliminate  contamination  as  the  source  of  the  noise  in   the  exon.         Question  4:  How  about  the  “Non-­‐exon  spot  noise  ratio”?    Is  that  also  red?         ____________________________________________________________________________     If   the   “Non-­‐exon   spot   noise   ratio”   is   green,   this   will   indicate   the   noise   we   are   dealing   with   is   very  localized,  possibly  even  to  single  exon.         3. Go  to  the  Genotype  tab,  select  HLA-­‐B  and  click  on  the  “Best  Matches  Only”  button,  to  turn   it  off.         Question   5:   Are   there   any   other   allele   pairs   that   don’t   share   the   same   two-­‐field   call   as   the   best   matching  pair?     ____________________________________________________________________________    

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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There   is   currently   no   way   of   detecting   what   we   are   looking   for   in   HLA   Twin   (this   feature   is   ‘coming   soon’!).   It   can   however   be   detected   by   analyzing   the   sample   in   Omixon’s   research   software,  called  Omixon  HLA  Explore.         4. Click  on  the  “Best  Matches  Only”  button  again,  to  turn  it  on  again.       5. Go  into  the  Genome  Browser  for  HLA-­‐B,  and  view  both  chromosomes  simultaneously.   6. Toggle  the  reference  mask  (right  click,  or  CTRL+D).   7. Add  a  “custom  allele”  to  chromosome  1  –  add  HLA-­‐B*35:03:01  .     Question  6:  Inspect  exon  3.  At  what  position  is  the  difference  between  the  HLA-­‐B*35:01:01:01   allele  and  the  HLA-­‐B*35:03:01  allele?     ____________________________________________________________________________     Question   7:   What   is   the   coverage   for   the   HLA-­‐B*35:01:01:01   allele   and   the   HLA-­‐B*35:03:01   allele  at  this  position?         ____________________________________________________________________________     Question  8:  Are  there  any  other  variants  nearby?         ____________________________________________________________________________       In   this   case   the   “exon   spot   noise   ratio”   has   detected   a   third   allele   present   for   HLA-­‐B.   The   sample  is  triploid  at  HLA-­‐B  (only).         The   third   allele   detected   is   extremely   similar   to   one   of   the   other   alleles   detected,   which   is   why   only   the   “exon   spot   noise   ratio”   has   shown   a   failure   –   a   more   diverse   triploid   allele   would   probably   cause   both   the   exon   and   non-­‐exon   spot   noise   QC   measures   to   fail.   Contamination   would  cause  the  main  “noise  ratio”  QC  measure  to  fail.         This  triploid  allele  has  been  confirmed  with  other  techniques.         At   the   moment,   there   is   no   way   of   isolating   the   third   allele   within   Twin   (this   feature   is   in   development).  It  can  however  be  seen  in  the  Omixon  HLA  Explore  software,  which  is  how  it  was   isolated  for  the  purpose  of  this  tutorial.  Omixon  HLA  Explore  is  free  of  charge  for  all  labs  that   use  Omixon  Holotype  HLA  in  routine.         If  you  see  an  “exon  spot  noise  ratio”  failure  in  Twin,  you  should  retest  the  sample  with  other   techniques  to  confirm  a  triploid  call.            

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise   6   –   Investigation   of   Samples   with   Technical   Errors    

1. Select  the  analysis  file  for  sample  OMX54.     Question  1:  What  is  the  overall  quality  state  of  all  loci?     ____________________________________________________________________________     2. Go  into  the  sample  details  to  review  the  Quality  Control  table.     Question  2:  Which  QC  metrics  indicate  that  inspection  is  required  across  all  loci?     ____________________________________________________________________________     Question   3:   What   is   the   potential   relationship   between   the   QC   metrics   that   are   yellow   with   each  other?  Can  one  affect  the  other?     ____________________________________________________________________________     3. Go   to   the   Data   Statistics   tab   to   review   the   Fragment   Size   distribution   and   Read   Quality   graphs.       In   Holotype   HLA   there   is   a   size   selection   step   for   fragments   between   650   and   1200   bp.   This   includes  the  adaptor  and  index  sequences.  The  fragment  sizes  that  are  counted  on  this  graph   are   after   removal   of   the   adaptors   and   indexes,   as   well   as   QC   trimming.   Thus,   these   are   the   “pure”   HLA   sequences   that   are   used   for   the   consensus   sequence   generation   and   they   range   between  300  and  750  bp.     Question  4:  What  do  you  think  is  the  importance  of  using  a  wide  range  of  fragment  sizes  for  the   consensus  sequence  generation?     ____________________________________________________________________________       ____________________________________________________________________________     Question  5:  What  is  the  average  fragment  size  indicated  for  this  sample?     ____________________________________________________________________________         Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Question  6:  Does  this  value  seem  to  fall  within  the  range  of  fragment  sizes  we  should  expect?       ____________________________________________________________________________     Question   7:   What   do   you   think   is   a   potential   cause   for   the   observed   value   here?   (Hint:   think   of   the  steps  in  the  library  preparation)     ____________________________________________________________________________     4. Inspect  the  QC  metrics  for  Crossmapping  and  Ambiguous  Layout.       Question   8:  Do   you   think   that   the   above   QC   metrics   are   affected   by   the   shorter   fragment   sizes   and  why?     ____________________________________________________________________________      Question   9:   Which   other   QC   metrics   may   be   affected   by   the   shorter   fragments?   (Hint:   think   of   the  importance  of  the  long  fragments)     ____________________________________________________________________________     Question   10:   In   this   sample,   are   the   genotypes   of   all   loci   affected   by   the   shorter   fragments?   Would  you  accept  the  calls  and  why?     ____________________________________________________________________________       Let’s  work  through  a  different  sample  now.     5. Go  back  to  the  HLA  Typing  and  select  the  analysis  file  for  sample  OMX52.  This  sample  was   typed  for  HLA-­‐A,  B,  C,  DRB1,  DPB1,  DQA1  and  DQB1.   6. Click  on  View  results.     Question  11:  Which  loci  have  a  genotype  result  on  the  HLA  Typing  Analysis  Result  dashboard?   Are  any  loci  missing  and  which  ones?     ____________________________________________________________________________     7. Go  into  the  sample  details  to  review  the  Data  Statistics  tab.     8. Scroll   down   to   the   Mappability   table.   This   table   shows   how   many   reads   were   found   to   map   on   every   locus   analysed   and   the   Best   Mapped   reads   are   the   high   quality   ones   that   were   used  for  consensus  sequence  generation.         Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Question  12:  How  many  Mapped  Reads  are  there  for  the  locus  that  did  not  display  a  result?     ____________________________________________________________________________     Question  13:  What  are  the  possible  causes  for  the  luck  of  data  for  this  locus?  (Hint:  think  of  lab-­‐ related  processes)     ____________________________________________________________________________      Question  14:  How  can  you  pinpoint  whether  it  was  a  technical  issue  and  at  which  step  in  the   protocol?     ____________________________________________________________________________     ____________________________________________________________________________          

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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Exercise  7  –  Investigation  of  a  Rare  Allele      

1. Go  to  the  HLA  Typing  Dashboard.   2. Select  the  analysis  file  for  sample  OMX24.  This  sample  was  typed  for  5  loci.     Question  1:  Which  symbol  indicates  the  presence  of  a  rare  allele  in  HLA  Twin?       ____________________________________________________________________________     Question  2:  Which  locus  has  a  rare  allele  and  what  is  that  allele?     ____________________________________________________________________________     3. Go  into  the  Sample  Details  to  review  the  Quality  Control  table.     Question   3:   What   is   the   overall   quality   of   the   locus   with   the   rare   allele?   Is   there   anything   in   particular  that  may  cause  concern  for  the  validity  of  the  results?     ____________________________________________________________________________     4. Select  the  locus  in  question  from  the  left  side  and  go  into  the  Genome  Browser  to  review   the  alignment.     Note:  The  big  gap  you  see  in  the  middle  of  intron  2  of  chromosome  1  is  a  visualization  artifact   and  is  not  a  concern.     5. Click  on  Displayed  Allele(s)  button  to  display  them  separately  and  toggle  to  allele  1  only.     Question   4:   One   of   the   QC   warnings   was   low   coverage   on   an   intron.   Can   you   point   the   relative   location  of  this  by  visual  inspection?       ____________________________________________________________________________     6. Zoom  in  that  region  and  inspect  the  consensus  sequence.  There  is  a  continuous  repeat  here   of   GT   followed   by   GA   which   makes   the   region   more   difficult   to   sequence   and   then   align.   Relatively  lower  coverage  is  occasionally  observed  in  this  region.       Question  5:  Does  this  seem  to  be  affecting  the  genotype  results?     ____________________________________________________________________________    

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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7. Let’s  add  a  closely  related  common  allele  to  compare  and  determine  if  what  we  are  seeing   is  not  correct.   8. Add  HLA-­‐DRB1*04:01:01  as  a  custom  candidate.   9. Toggle  the  reference  mask  (right  click,  or  CTRL+D)  and  zoom  out  completely  to  display  the   entire  length  of  the  allele.     Question  6:  Are  there  any  differences  between  the  2  alleles  and  in  what  region?     ____________________________________________________________________________     Question  7:  Relative  to  the  rare  allele,  how  is  the  coverage  of  the  common  allele  in  that  region?     ____________________________________________________________________________     Question   8:   And   how   about   the   short   read   alignment?   (Hint:   click   on   Display   Short   Reads   to   visualize  them)     ____________________________________________________________________________          Question  9:  Is  there  sufficient  data  to  support  the  common  allele  versus  the  rare  one,  which   would   concern   you   that   the   wrong   allele   has   been   identified?   Finally,   would   you   assign   and   accept  this  rare  allele  for  reporting  it?     ____________________________________________________________________________         Congratulations!   You   finished   the   prepared   material   for   the   workshop.   Please   feel   free   to   explore  HLA  Twin  and  ask  the  instructors  any  additional  questions.  Thank  you  for  attending  our   workshop.    

Resolving  Complex  Cases  of  NGS-­‐based  HLA  Typing  with  HLA  Twin.   Copyright©  2016,  Omixon  Ltd.  Confidential  &  Proprietary      

 

 

                       

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