| Literature DB >> 24244440 |
Vincent Li1, Linda Chui, Lisa Louie, Andrew Simor, George R Golding, Marie Louie.
Abstract
Pulsed-field gel electrophoresis (PFGE) is a valuable molecular typing assay used for methicillin-resistant Staphylococcus aureus (MRSA) surveillance and genotyping. However, there are several limitations associated with PFGE. In Alberta, Canada, the significant increase in the number of MRSA isolates submitted to the Provincial Laboratory for Public Health (ProvLab) for PFGE typing led to the need for an alternative genotyping method. In this study, we describe the transition from PFGE to Staphylococcus protein A (spa), Staphylococcal cassette chromosome (SCCmec), and Panton-Valentine leukocidin (PVL) typing. A total of 1915 clinical MRSA isolates collected from 2005 to 2009 were used to develop and validate an algorithm for assigning PFGE epidemic types using spa, SCCmec, and PVL typing and the resulting data was used to populate a new Alberta MRSA typing database. An additional 12620 clinical MRSA isolates collected from 2010 to 2012 as part of ongoing routine molecular testing at ProvLab were characterized using the new typing algorithm and the Alberta MRSA typing database. Switching to spa, SCCmec, and PVL from PFGE typing substantially reduced hands-on and turn-around times while maintaining historical PFGE epidemic type designations. This led to an approximate $77,000 reduction in costs from 2010 to 2012. PFGE typing is still required for a small subset of MRSA isolates that have spa types that are rare, novel, or associated with more than one PFGE epidemic type.Entities:
Mesh:
Substances:
Year: 2013 PMID: 24244440 PMCID: PMC3828336 DOI: 10.1371/journal.pone.0079149
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Association of MRSA PFGE epidemic types with spa, SCCmec, and PVL types in Alberta from June 2005 to March 2009.
| PFGE epidemic type | Ridom | Kreiswirth repeat succession | SCC | PVL | Total |
| CMRSA 1 (USA600) | t004 | A2AKEEMBKB | II | − | 2 |
| t026 | XKB | IV | − | 2 | |
| t065 | A2AKBEMBKB | IV | − | 9 | |
| V* | − | 3 | |||
| VI* | − | 1 | |||
| t1081 | XKAX2BMB | IV | − | 1 | |
| V* | − | 1 | |||
| t1082 | XKBKAMK | II | − | 1 | |
| t116 | XKAKEEMBKB | IV | − | 2 | |
| t1248 | A2AKBEMBKE | IV | − | 1 | |
| V* | − | 2 | |||
| t130 | A2BEMBKB | IV | − | 1 | |
| t1768 | XKAX2BMBMB | IV | − | 1 | |
| t230 | XKAKB | II | − | 1 | |
| t371 | A2AKBKB | II | − | 1 | |
| IV | − | 1 | |||
| t5497 | A2AK | III | − | 1 | |
| t5980 | A2AKBBMBBMBBB | IV | − | 1 | |
| t715 | A2AKBEMB | IV | − | 1 | |
| t779 | X | IV | − | 1 | |
| t865 | UJGFMBBB | IV | + | 1 | |
| t880 | A2AKBB | IV | − | 1 | |
| CMRSA 1 (USA600) Total | 36 | ||||
| CMRSA 2 (USA100) | t002 | TJMBMDMGMK | II | − | 281 |
| t003 | TMDMGMMK | II | − | 88 | |
| t010 | TMBMDMGMK | II | − | 1 | |
| t014 | TMDMGMMMK | II | − | 10 | |
| t045 | TMDMGMK | II | − | 15 | |
| t062 | TJMGMK | II | − | 2 | |
| t105 | TJMBMDMMK | II | − | 1 | |
| t111 | TJMK | II | − | 1 | |
| t1154 | TDMGMK | V* | − | 7 | |
| t1220 | TJMEMDMGMMK | II | − | 1 | |
| t1282 | TMDMGMMMMK | II | − | 2 | |
| t179 | TJMBMDMGGK | II | − | 1 | |
| t2051 | TJMBMDKGMK | II | − | 1 | |
| t242 | TJMEMDMGMK | II | − | 43 | |
| t2958 | C3MBMDMGK | V* | − | 2 | |
| t306 | TJMBMDMGMMK | II | − | 7 | |
| t311 | TJMBDMGMK | II | − | 7 | |
| V* | − | 3 | |||
| t3234 | TJMBME | II | − | 1 | |
| t3786 | TMDMBMK | II | − | 1 | |
| t3948 | TGMMK | II | − | 1 | |
| t442 | C3MBMDMGMK | V* | − | 2 | |
| t4695 | TJMEMGMK | II | − | 1 | |
| t5081 | TJMBGMK | V* | − | 1 | |
| t548 | TJMBMDMGK | II | − | 2 | |
| t579 | TJMMDMGMK | II | − | 1 | |
| t5810 | TMDMGMDMGMMK | II | − | 1 | |
| t586 | TK | II | − | 1 | |
| t688 | TJMBMK | II | − | 2 | |
| V* | − | 2 | |||
| t985 | TJMBMEMGMK | II | − | 1 | |
| CMRSA 2 (USA100) Total | 490 | ||||
| CMRSA 2 (USA800) | t001 | TO2MBMDMGMK | IV | − | 1 |
| t002 | TJMBMDMGMK | IV | − | 14 | |
| + | 16 | ||||
| t003 | TMDMGMMK | IV | + | 4 | |
| t088 | TJMBMDMGGMK | IV | − | 3 | |
| t1154 | TDMGMK | IV | − | 42 | |
| t1781 | TKK | IV | − | 2 | |
| t179 | TJMBMDMGGK | IV | − | 2 | |
| t242 | TJMEMDMGMK | IV | − | 1 | |
| t306 | TJMBMDMGMMK | IV | + | 1 | |
| t311 | TJMBDMGMK | IV | − | 33 | |
| t5081 | TJMBGMK | IV | − | 3 | |
| t539 | TJMBMGMK | IV | − | 1 | |
| t548 | TJMBMDMGK | IV | − | 3 | |
| + | 1 | ||||
| t5975 | T? | IV | − | 1 | |
| t5987 | TJMBDJMGMK | IV | − | 1 | |
| t688 | TJMBMK | IV | − | 5 | |
| CMRSA 2 (USA800) Total | 134 | ||||
| CMRSA 3/6 | t037 | WGKAOMQ | III | − | 60 |
| t275 | WGKAOMQQ | III | − | 1 | |
| CMRSA 3/6 Total | 61 | ||||
| CMRSA 4 (USA200) | t007 | WGKKKKAOM | II | − | 1 |
| t012 | WGKAKAOMQQ | II | − | 4 | |
| IV | − | 3 | |||
| t018 | WGKAKAOMQQQ | II | − | 3 | |
| t021 | WGKAKAOMQ | IV | − | 2 | |
| V* | + | 1 | |||
| t233 | WG | IV | − | 1 | |
| t318 | WGKKAKAOMQ | IV | + | 1 | |
| V* | + | 1 | |||
| t338 | WFKAOMQ | IV | − | 1 | |
| t3732 | WFKAOMQQ | IV | − | 1 | |
| t5976 | WGKAAKAOMQQ | IV | − | 1 | |
| CMRSA 4 (USA200) Total | 20 | ||||
| CMRSA 5 (USA500) | t008 | YHGFMBQBLO | IV* | + | 1 |
| t064 | YHGCMBQBLO | II | − | 1 | |
| IV | − | 1 | |||
| t1677 | YHGGMBQBLO | IV | − | 1 | |
| t451 | YGCMBQBLO | IV | − | 1 | |
| CMRSA 5 (USA500) Total | 5 | ||||
| CMRSA 7 (USA400) | t127 | UJFKBPE | II | − | 1 |
| IV | − | 5 | |||
| t128 | UJJFKBPE | II | − | 3 | |
| IV | − | 20 | |||
| + | 19 | ||||
| t1508 | WKBPE | IV | − | 1 | |
| t175 | UJFKKPFKPE | IV | − | 2 | |
| + | 1 | ||||
| t1784 | UBPE | IV | + | 1 | |
| t5469 | UJKPE | IV | − | 1 | |
| t5475 | UMBBPB | II | − | 1 | |
| t5977 | UJK | IV | + | 1 | |
| t5978 | UJJDFKBPE | IV | − | 1 | |
| t5979 | UJFFKPFKPE | IV | + | 1 | |
| CMRSA 7 (USA400) Total | 58 | ||||
| CMRSA 8 (EMRSA-15) | t005 | TJEJNCMOMOKR | V* | + | 1 |
| t022 | TJEJNF2MNF2MOMOKR | IV | − | 5 | |
| t032 | TJJEJNF2MNF2MOMOKR | IV | − | 11 | |
| + | 1 | ||||
| t2113 | TJJEJNF2MNF2MQOKR | IV | − | 1 | |
| t223 | TJEJCMOMOKR | IV | − | 1 | |
| V* | − | 1 | |||
| t515 | TJJEJNF2MNF2MOKKR | IV | − | 1 | |
| t578 | TJJEJNF2MNF2MOMOR | IV | − | 4 | |
| t5982 | UJEJNCMOMOKKR | IV | + | 2 | |
| t5983 | UJENCMOMOKR | IV | + | 1 | |
| t852 | UJEJNCMOMOKR | IV | + | 3 | |
| CMRSA 8 (EMRSA-15) Total | 31 | ||||
| CMRSA 10 (USA300) | t008 | YHGFMBQBLO | IV | − | 20 |
| + | 206 | ||||
| IV* | + | 1 | |||
| t024 | YGFMBQBLO | IV | − | 1 | |
| IV | + | 3 | |||
| t059 | YHO | IV | + | 1 | |
| t121 | YHFMBQBLO | IV | + | 1 | |
| t1578 | YHGFMBQBM | IV | + | 1 | |
| t1635 | YHGFMBO | IV | + | 3 | |
| t197 | YC2BQBLO | IV | + | 1 | |
| t211 | YHGGFMBQBLO | IV | + | 1 | |
| t2792 | YHGFMBQBLLO | IV | − | 2 | |
| t451 | YGCMBQBLO | IV | − | 1 | |
| t530 | YHGFMBQBK | IV | + | 1 | |
| t5989 | YHQFMBQBLO | IV | + | 1 | |
| t622 | YHGFMBLO | IV | + | 1 | |
| t818 | YHGFMB | IV | − | 1 | |
| + | 2 | ||||
| t919 | YHGFKBQBLO | IV | − | 1 | |
| CMRSA 10 (USA300) Total | 249 | ||||
| European | t044 | UJGBBPB | IV | + | 14 |
| t5984 | UJGBBB | IV | + | 1 | |
| t5986 | UJGB?PB | IV | + | 1 | |
| European Total | 16 | ||||
| Non-assigned | t041 | TO2MBMDMBMDMGMK | IV | − | 1 |
| t078 | ZFGU2DMGGM | IV | + | 1 | |
| V* | − | 1 | |||
| t084 | UJGBBGGJAGJ | II | − | 1 | |
| III | − | 1 | |||
| IV | + | 1 | |||
| t091 | UJFMBGJAGJ | IV | + | 1 | |
| t1081 | XKAX2BMB | IV | − | 2 | |
| V* | − | 3 | |||
| + | 1 | ||||
| t1379 | ZFGMDMGMK | IV | − | 1 | |
| t149 | TO2MEMDMGMGMK | IV | − | 2 | |
| t160 | UJFQPLM | II | − | 1 | |
| IV | − | 1 | |||
| + | 1 | ||||
| t164 | UG2MFBBLB | IV | + | 1 | |
| t1839 | TJEFMBBBPB | V* | + | 1 | |
| t202 | YMJMMKKO | IV | + | 2 | |
| t209 | UKGJB | II | − | 1 | |
| t293 | XKAOP2P2P2P2 | IV | − | 1 | |
| t2982 | XMQ | IV | + | 1 | |
| t3320 | TJEFMBBBQPB | V* | + | 2 | |
| t334 | YGFMBLO | V* | + | 1 | |
| t345 | TJEFMBBPB | V* | + | 1 | |
| t375 | Y2EJCMBPB | II | − | 1 | |
| t380 | TBPB | IV | − | 1 | |
| t405 | UBKBPE | II | − | 1 | |
| t455 | UJGBEPB | IV | + | 1 | |
| t525 | Y2BJCMBPB | IV | − | 1 | |
| t5974 | UBEBBBPB | IV | + | 1 | |
| t5981 | TJBFMBBBQPB | V* | + | 1 | |
| t657 | TJEFMBPB | V* | + | 2 | |
| Non-assigned Total | 40 | ||||
| ST88 | t1816 | UGFMBEBBBPB | IV | − | 1 |
| t186 | UGFMEEBBPB | IV | − | 2 | |
| t6441 | UEGFMEBW2EBBBPB | IV | − | 1 | |
| t690 | UGFMEEBBBPB | IV | + | 1 | |
| t692 | UGFMBBBBPB | IV | + | 3 | |
| ST88 Total | 8 | ||||
| ST97 | t044 | UJGBBPB | II | − | 1 |
| IV | − | 1 | |||
| V* | − | 1 | |||
| t131 | UJGBPB | II | − | 1 | |
| t2112 | TJGFMBBBBPB | II | − | 2 | |
| V* | − | 1 | |||
| t2297 | UJGGFMBBBPB | V* | − | 1 | |
| t267 | UJGFMBBBPB | IV | − | 4 | |
| + | 1 | ||||
| t359 | UJGFMBBPB | IV | − | 1 | |
| t521 | UJGFMBBBBPB | II | − | 18 | |
| IV | − | 4 | |||
| t527 | UJGFMBBBBBPB | II | − | 2 | |
| IV | − | 1 | |||
| ST97 Total | 39 | ||||
| USA1000, China/Taiwan | t163 | ZDMDMA3KB | II | − | 1 |
| IV | − | 8 | |||
| t1751 | ZDMDMOE | IV | − | 1 | |
| t216 | ZDMDMNKB | IV | − | 10 | |
| + | 2 | ||||
| V* | − | 2 | |||
| t2365 | ZDKB | IV | − | 1 | |
| t316 | ZDMNKB | IV | − | 1 | |
| t3485 | ZDMDMDMOB | IV | + | 3 | |
| t437 | ZDMDMOB | IV | − | 1 | |
| + | 2 | ||||
| V* | + | 7 | |||
| t441 | ZDMOB | IV | − | 1 | |
| t4784 | ZDDMDMA3KB | V* | − | 1 | |
| t976 | ZDMDNKB | IV | − | 2 | |
| USA1000, China/Taiwan Total | 43 | ||||
| USA1100, SWP/Oceania | t019 | XKAKAOMQ | IV | + | 13 |
| t1133 | XKAKAOAOMQ | IV | + | 1 | |
| t4341 | XKAMQ | IV | + | 1 | |
| t5447 | UAKAOMQ | IV | + | 1 | |
| USA1100, SWP/Oceania Total | 16 | ||||
| USA700 | t126 | UJGFMGGM | IV | − | 1 |
| t1346 | UJGFGMDMGGGM | IV | − | 4 | |
| + | 1 | ||||
| t148 | UJGFGMDMGGM | II | − | 1 | |
| IV | − | 9 | |||
| t324 | UJGGMDMGGM | IV | − | 2 | |
| t4359 | UJGGM | V* | − | 1 | |
| t537 | UJGFGDMGG | V* | − | 1 | |
| t791 | UJGFGMDMGMM | IV | + | 3 | |
| USA700 Total | 23 | ||||
| Grand Total | 1269 |
Isolates marked with an * were SCCmec typed using primers from Kondo et al. (18); all other isolates were SCCmec typed using primers from Oliveira et al. (17).
Figure 1A MRSA genotyping algorithm using spa, SCCmec, and PVL typing.
PFGE epidemic types for MRSA isolates are assigned based on spa, SCCmec, and PVL data using the Alberta MRSA typing database. PFGE characterization is used for MRSA isolates that have rare or novel spa types, or have spa, SCCmec, and PVL combinations associated with more than a single PFGE epidemic type.
Association of MRSA PFGE epidemic types with spa, SCCmec, and PVL types in Alberta from August 2009 to November 2009.
| PFGE epidemic type | Ridom | Kreiswirth repeat succession | SCC | PVL | Total |
| CMRSA 1 (USA600) | t065 | A2AKBEMBKB | IV | − | 2b |
| V* | − | 2b | |||
| CMRSA 1 (USA600) Total | 4 | ||||
| CMRSA 2 (USA100) | t002 | TJMBMDMGMK | II | − | 81 |
| t003 | TMDMGMMK | II | − | 24 | |
| t014 | TMDMGMMMK | II | − | 3 | |
| t045 | TMDMGMK | II | − | 3 | |
| t242 | TJMEMDMGMK | II | − | 6 | |
| t306 | TJMBMDMGMMK | II | − | 3b | |
| t3828 | TMBMAMGMMK | II | − | 1b | |
| CMRSA 2 (USA100) Total | 121 | ||||
| CMRSA 2 (USA800) | t010 | TMBMDMGMK | IV | − | 1b |
| t1154 | TDMGMK | IV | − | 2 | |
| t179 | TJMBMDMGGK | IV | − | 1b | |
| t311 | TJMBDMGMK | IV | − | 1 | |
| CMRSA 2 (USA800) Total | 5 | ||||
| CMRSA 3/6 | t037 | WGKAOMQ | III | − | 13 |
| CMRSA 3/6 Total | 13 | ||||
| CMRSA 4 (USA200) | t012 | WGKAKAOMQQ | II | − | 1b |
| IV | − | 1b | |||
| t021 | WGKAKAOMQ | IV | − | 1b | |
| + | 1b | ||||
| V* | + | 2b | |||
| CMRSA 4 (USA200) Total | 6 | ||||
| CMRSA 7 (USA400) | t127 | UJFKBPE | IV | − | 1b |
| t128 | UJJFKBPE | IV | − | 16 | |
| + | 44 | ||||
| t1786 | UJJE | IV | − | 1b | |
| t1787 | TJJFKBPE | IV | + | 7b | |
| t1788 | UJJFBPE | IV | + | 2b | |
| t4671 | UJJFKBPKBPE | IV | + | 1b | |
| CMRSA 7 (USA400) Total | 72 | ||||
| CMRSA 8 (EMRSA-15) | t022 | TJEJNF2MNF2MOMOKR | IV | − | 8b |
| t032 | TJJEJNF2MNF2MOMOKR | IV | − | 2 | |
| t852 | UJEJNCMOMOKR | IV | + | 1b | |
| CMRSA 8 (EMRSA-15) Total | 11 | ||||
| CMRSA 10 (USA300) | t008 | YHGFMBQBLO | IV | − | 11 |
| IV* | − | 1a | |||
| IV | + | 348 | |||
| IV* | + | 1a | |||
| t024 | YGFMBQBLO | IV | + | 7b | |
| t051 | YHFGFMBQBLO | IV | + | 1b | |
| t068 | YHHGFMBQBLO | IV | + | 3b | |
| t1610 | YHGFMBQBBLO | IV | + | 1b | |
| t1883 | YHGFMBQO | IV | + | 1b | |
| t2054 | YHGFMBOBLO | IV | + | 1b | |
| t211 | YHGGFMBQBLO | IV | + | 2b | |
| t3081 | YHGFMBPO | IV | + | 2b | |
| t5989 | YHQFMBQBLO | IV | + | 2b | |
| t6442 | YHGFMBBBLO | IV | + | 1c | |
| t723 | YHGBLO | IV | + | 2b | |
| t818 | YHGFMB | IV | + | 4b | |
| CMRSA 10 (USA300) Total | 388 | ||||
| European | t044 | UJGBBPB | IV | + | 1a |
| European Total | 1 | ||||
| ST398 | t034 | XKAOAOBQO | V* | + | 1d |
| ST398 Total | 1 | ||||
| ST97 | t521 | UJGFMBBBBPB | IV | − | 1b |
| ST97 Total | 1 | ||||
| USA1000, China/Taiwan | t1894 | ZDMDMNMOB | V* | + | 1b |
| t437 | ZDMDMOB | IV | + | 1b | |
| t4784 | ZDDMDMA3KB | V* | − | 1b | |
| t976 | ZDMDNKB | IV | + | 1b | |
| USA1000, China/Taiwan Total | 4 | ||||
| USA1100, SWP/Oceania | t019 | XKAKAOMQ | IV | + | 13 |
| t138 | XKAOMQ | IV | + | 1b | |
| USA1100, SWP/Oceania Total | 14 | ||||
| USA700 | t148 | UJGFGMDMGGM | IV | + | 1b |
| t791 | UJGFGMDMGMM | IV | − | 1b | |
| USA700 Total | 2 | ||||
| Non-assigned | t3320 | TJEFMBBBQPB | V* | + | 1b |
| t657 | TJEFMBPB | V* | + | 2b | |
| Non-assigned Total | 3 | ||||
| Grand Total | 646 |
Isolates with spa types that correspond to more than one epidemic type and require PFGE for PFGE epidemic type assignmenta, are rare or have not been previously observed in Albertab, are novel spa typesc, or could not be genotyped using PFGEd are shown. Isolates marked with an * were SCCmec typed with primers from Kondo et al. (18); all other isolates were SCCmec typed using primers from Oliveira et al. (17).
Distribution of SCCmec and PVL types in validation and post-validation isolates.
| SCC | |||||||||
| II | III | IV | V | VI | |||||
| PFGE epidemic type | Numberofisolates | − | − | + | − | + | − | + | − |
|
| 40 | 5 (12.5) | 1 (2.5) | 0 | 24 (60.0) | 1 (2.5) | 8 (20.0) | 0 | 1 (2.5) |
|
| 610 | 593 (97.2) | 0 | 0 | 0 | 0 | 17 (2.8) | 0 | 0 |
|
| 140 | 0 | 0 | 0 | 117 (83.6) | 23 (16.4) | 0 | 0 | 0 |
|
| 74 | 0 | 73 (98.6) | 1 (1.4) | 0 | 0 | 0 | 0 | 0 |
|
| 26 | 9 (34.6) | 0 | 0 | 11 (42.3) | 2 (7.7) | 0 | 4 (15.4) | 0 |
|
| 5 | 1 (20.0) | 0 | 0 | 3 (60.0) | 1 (20.0) | 0 | 0 | 0 |
|
| 130 | 5 (3.8) | 0 | 0 | 48 (36.9) | 77 (59.2) | 0 | 0 | 0 |
|
| 42 | 0 | 0 | 0 | 33 (78.6) | 8 (19.0) | 0 | 1 (2.4) | 0 |
|
| 637 | 0 | 0 | 0 | 38 (6.0) | 599 (94.0) | 0 | 0 | 0 |
|
| 17 | 0 | 0 | 0 | 0 | 17 (100.0) | 0 | 0 | 0 |
|
| 8 | 0 | 0 | 0 | 4 (50.0) | 4 (50.0) | 0 | 0 | 0 |
|
| 40 | 24 (60.0) | 0 | 0 | 12 (30.0) | 1 (2.5) | 3 (7.5) | 0 | 0 |
|
| 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 (100.0) | 0 |
|
| 25 | 1 (4.0) | 0 | 0 | 17 (68.0) | 5 (20.0) | 2 (8.0) | 0 | 0 |
|
| 47 | 1 (2.1) | 0 | 0 | 25 (53.2) | 9 (19.1) | 4 (8.5) | 8 (17.0) | 0 |
|
| 30 | 0 | 0 | 0 | 0 | 30 (100.0) | 0 | 0 | 0 |
|
| 43 | 5 (11.6) | 1 (2.3) | 0 | 10 (23.3) | 10 (23.3) | 5 (11.6) | 12 (27.9) | 0 |
|
| 1915 | 644 (33.6) | 75 (3.9) | 1 (0.1) | 342 (17.9) | 787 (41.1) | 39 (2.0) | 26 (1.4) | 1 (0.1) |
Cell percent values relative to the row total are given in brackets.
Routine molecular testing of MRSA isolates using the Alberta MRSA typing database from 2010 to 2012.
| Year | Total # of MRSAisolates genotyped | # of MRSA isolatesgenotyped by PFGE | Total # of t008isolates | # of t008 isolates resolvedby SCC |
| 2010 | 3829 | 578 (15.1%) | 1889 | 1880 (99.5%) |
| 2011 | 4306 | 516 (12.0%) | 2021 | 2012 (99.6%) |
| 2012 | 4485 | 427 (9.5%) | 2013 | 2009 (99.8%) |
Percentages of total isolates are given in brackets.
Comparison of time associated with MRSA PFGE and spa, SCCmec, and PVL typing with times calculated in hours.
| PFGE typing (per 20 isolates) |
| |
| Labor time | 5.0 | 3.0 |
| Data analysis time | 2.5 | 0.5 |
| Total hands-on time | 7.5 | 3.5 |
| Total turn-around time | 27.5 | 10.5 |