4.3 Threading: Example

Verotoxin (VT) and Heat-labile Enterotoxin (LT) cause hemolytic uremia and traveller's diarrhea, respectively. From the 3D structures of both toxins it is clear that their B-subunits adopt the same fold, now known as the OB-fold. The RMS deviation of 47 CA is 1.0 Å while only three residues are identical in a structure-based sequence alignment (VT and LT B-subunit sequences are 69 and 101 residues long, respectively). Given the 3D structure of the VT B-subunit, can threading methods identify the fold of LT B?

Sequence alignment based on 3D structures

                                      b b b b b   b b b b b b
VT  - - - - - - - - - - - - - - - T P D C V T G K V E Y T K Y N D - - - 
                                              | | | | | | | |
LT  A P Q T I T E L C S E Y R N T Q I Y T I N D K I L S Y T E S M A G K
            a a a a a           b b b b b b b b       b b b b b

          b b b b b       b b b b b                                   a
VT  D D T F T V K V - G D K E L F T N R - - - - - - - - - - - - - W N L
    | | | | | | | |       | | | | |                               | | |
LT  R E M V I I T F K S G E T F Q V E V P G S Q H I D S Q K K A I E R M
        b b b b b           b b b b                 a a a a a a a a a a                 

    a a a a a a a a a a     b b   b b b                       b b b b 
VT  Q S L L L S A Q I T G M T V - T I K T N A C H N G G G F S E V I F R
    | | | | | | | | | | | | | |   | | | |           | | | | | | | | | |
LT  K D T L R I T Y L T E T K I D K L C V W N N K T P N S I A A I S M K N
    a a a a a a a a a         b b b b b b b           b b b b b b b b b     

The OB-fold is:






123D Threading: Successful

10 best structures:

PDB structure raw score Z-score a.a.aligned % identites Fold (class)
1bovAx 69 a.a. 3062 10.40 69 100 OB (all beta)
1ltsDx 103 a.a. 569 1.48 89 16 OB (all beta)
1mhcBx 99 a.a. 543 1.38 81 20 MHC recogn. dom. (alpha + beta)
1ayaAx 101 a.a. 470 1.12 79 21 SH2-like(alpha + beta)
1fkj_x 107 a.a. 434 0.99 78 21 FKBP-like (alpha + beta)
2mcm_x 112 a.a. 401 0.87 82 20 Immunoglob.-like (all beta)
1aac_x 105 a.a. 386 0.82 84 26 Cupredoxin-like(all beta)
2fxb_x 81 a.a. 381 0.80 75 13 Ferredoxin-like (alpha + beta)
1bdo_x 80 a.a. 369 0.76 74 16 ND
1prtDx 110 a.a. 366 0.75 84 17 OB (all beta)

Alignments:

1bovAx 3062 finds itself
     bb                     bbbbb      bbbbb    bb   bbaaaaa
MKKTLLIAASLSFFSASALATPDCVTGKVEYTKYNDDDTFTVKVGDKELFTNRWNLQSLL
                    ****************************************
--------------------TPDCVTGKVEYTKYNDDDTFTVKVGDKELFTNRWNLQSLL
                             bbbbb   bbbbbbbbbbbbbbb   aaaaa

aaa    bbbbbb         bbbbbbb
LSAQITGMTVTIKTNACHNGGGFSEVIFR
*****************************
LSAQITGMTVTIKTNACHNGGGFSEVIFR
aaaaaaabbbbbbb     bbbbb     


1ltsDx 569 finds Heat-labile enterotoxin
     bb                           bb  bbb      bbbbb    bb  
MKKTLLIAAS----LSFFS--ASALATPDCVTGKVE--YTKYNDDDTFTVKVGDKELF-T
  .*.    *     ..|.   . *  .:. .** *  ...|.:.|** *.*.:.:   .
APQTITELCSEYRNTQIYTINDKILSYTESMAGKREMVIITFKSGETFQVEVPGSQHIDS
   aaaaaaaa   bbbbbbb   bbbbbbb    bbbbbbbb bbbbb           

  bbaaaaaaaa    bbbbbb             bbbbbbb 
NRWNLQSLLLSAQITGMTVTIKTNAC----HNGGGFSEVIFR-
.. .::.:  . .** .* * . . *    ..:.:.... .| 
QKKAIERMKDTLRITYLTETKIDKLCVWNNKTPNSIAAISMKN
aaaaaaaaaaaaaaaaaaabbbbb            bbbbbbb

PHD Threading: Fails

--- ------------------------------------------------------------
--- TOPITS prediction-based threading
--- ------------------------------------------------------------
--- TOPITS ALIGNMENTS HEADER: ABBREVIATIONS
--- RANK         : rank in alignment list, sorted according to z-score
--- EALI         : alignment score
--- LALI         : length of alignment
--- IDEL         : number of residues inserted
--- NDEL         : number of insertions
--- ZALI         : alignment zcore;  note: hits with z>3 more reliable
--- PIDE         : percentage of pairwise sequence identity
--- LEN2         : length of aligned protein structure
--- ID2          : PDB identifier of aligned structure
--- NAME2        : name of aligned protein structure
---
--- TOPITS ALIGNMENTS HEADER: ACCURACY
---              : Tested on 80 proteins, TOPITS found the
---              : correct remote homologue in about 30% of
---              : the cases, detection accuracy was higher
---              : for higher z-scores (ZALI):
--- ZALI>0       : 1st hit correct in 33% of cases
--- ZALI>3       : 1st hit correct in 50% of cases
--- ZALI>3.5     : 1st hit correct in 60% of cases
---
--- TOPITS ALIGNMENTS HEADER: SUMMARY
 RANK   EALI LALI IDEL NDEL   ZALI PIDE LEN2  ID2 NAME2
    1  89.43   69    0    0   4.25  100  349 1bov_A VEROTOXIN-1 OB fold (all beta>
    2  88.48   69    0    0   4.18  100  349 1bov_A VEROTOXIN-1 
    3  88.43   69    0    0   4.17  100  349 1bov_A VEROTOXIN-1 
    4  88.28   69    0    0   4.16  100  349 1bov_A VEROTOXIN-1
    5  87.87   69    0    0   4.13  100  349 1bov_A VEROTOXIN-1 
    6  57.28   88   14    5   1.82   19  476 2aaa D alpha-amylase beta dom (all beta)
    7  56.65   88    9    2   1.78   16  244 1rva_A restriction endonuclease (alpha/beta)
    8  55.65   86    4    2   1.70   16 1275 1tah_A alpha/beta hydrolase (alpha/beta)
    9  55.65   86    4    2   1.70   16 1275 1tah_A alpha/beta hydrolase (alpha/beta)
   10  55.48   87   15    3   1.69   15  405 1eft EF-Tu C-term Dom. (all beta)
   11  55.25   88   18    3   1.67   13  496 1smd L_ ND
   12  55.15   80    3    2   1.66   17 1275 1tah_A alpha/beta hydrolase (alpha/beta)
   13  54.92   83   14    4   1.65   17  131 1ifc Lipocalins (all beta)
   14  54.43   87    5    3   1.61   13  686 1cdg Immunoglobulin-like (all beta)
   15  54.10   87    6    4   1.58   22  648 2bbv_A Viral capsid proteins (all beta)
   16  53.93   86    4    2   1.57   16 1275 1tah_A alpha/beta hydrolase (alpha/beta)
   17  53.77   87   14    2   1.56   17  452 1gcb L_ID Immunoglobulin-like (all beta)
   18  53.37   81   13    4   1.53   15  377 1hsb_B Immunoglobulin-like (all beta)
   19  53.37   81   13    4   1.53   15  377 1hsb_A Immunoglobulin-like (all beta)
   20  53.28   86    6    4   1.52   22  648 2bbv_A Viral capsid proteins (all beta)

UCLA-DOE Threading: Successful

 The method used for this prediction was:  gonnet .
    NOTE: This method is merely a sequence-sequence comparison 
          of your sequence to the sequences of the PDB folds.
Most similar fold:  1bova
 VEROTOXIN-1 (B-OLIGOMER, ALSO CALLED SHIGA-LIKE T
 
RANK Z-SCORE             FOLD LENGTHALI %ID
  1   49.98             1bova    69    100    2-21   beta ; OB-fold] 2-21-1-1-3-1-1-1        
  2    4.23             1tiid    77     25    1997    new ; ESCHERICHIA COLI HEAT LABILE ENTEROTOXIN TYPE I]
  3    3.72        1dlha_3-81    72     21    4-12   (a+b) ; MHC antigen-recognition domain] 4-12-1-1-2-1-1-1 RC:,
  4    3.16              1ifl    52     15    1-71   alpha ; Oligomers of long helices] 1-71-3-1-1-4-1
  5    2.96              1drs    51     12    7-5    small ; Snake toxin-like] 7-5-1-2-1-1-1 
  6    2.89              1erg    64     16    7-5    small ; Snake toxin-like] 7-5-1-3-1-1-1 
  7    2.84     3hhrb_131-234    86     19    2-1    beta ; Immunoglobulin-like beta-sandwich] 2-1-2-1-5-1-1-2
  8    2.80              1mjc    63     24    2-21   beta ; OB-fold] 2-21-5-1-1-1-1 
                         ---> Major cold shock protein from Escherichia coli (n=5, S=8)        
  9    2.55              2cyr    72     26    7-27   small ; Cytochrome c3] 7-27-1-1-1-1-2   
 10    2.42     1frta_179-269    64     23    2-1    beta ; Immunoglobulin-like beta-sandwich] 2-1-1-2-3-1-2-1

LEGEND:
COL. 1: RANK. The ranks are obtained by sorting the fold library, 
              by Z-SCORES, in decreasing order. Only the 10
              structures that are most compatible to your sequence
              are shown.
COL. 2: Z-SCORE. The z-scores are  computed using
              the distribution of raw scores (not shown) of all folds.
COL. 3: FOLD. Protein Data Bank codes for the coordinates of the 3D
              structures.
COL. 4: LENGTHALI. The number of residues from your sequence that were
                   aligned to the fold. 
COL. 5: % ID. Percentage of identical residues in the alignment. 
 
RELIABILITY OF THIS PREDICTION:  
           With this method the confidence threshold
           is a z-score of  4.4 +- 1.0. 

5. Comparative Modeling: From Sequence to 3D model


© Copyright 1997 Christophe Verlinde

contact: verlinde@gouda.bmsc.washington.edu; tel: (206) 543 8865; fax: (206) 685 7002