Tumor Mutational Burden (TMB)...Tumor Mutational Burden (TMB) or Tumor Mutation Load (TML) Somatic...
Transcript of Tumor Mutational Burden (TMB)...Tumor Mutational Burden (TMB) or Tumor Mutation Load (TML) Somatic...
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Carico mutazionale tumorale
Caterina Fumagalli
Istituto Europeo di Oncologia - Milano
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Metastatic MelanomaHodi NEJM 2010
Advanced NSCLCBorghaei NEJM 2015
Advanced Urothelial CarcinomaBellmunt NEJM 2017
15%-20% responders
Advanced Renal Cell CarcinomaMotzer NEJM 2018
Immunotherapy improves Overall Survival in several diseases
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Immune checkpoint inhibitors have changed the treatment paradigm for a
variety of cancers, but not all patients will respond to immunotherapies.
Biomarker Need for patients selection
Therapy
Immunotherapy Responders
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From Chen DS, Mellman I «Oncology Meets Immunology:The Cancer-Immunity Cycle» Immunity 2013, 1-10
How to predict immunotherapy response? Looking for biomarker
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TMB or TML: total number of somatic/acquired mutations per
coding area of a tumor genome (Mut/Mb)
The number of mutations can vary across different tumor types.
Tumor Mutational Burden (TMB) or Tumor Mutation Load (TML)
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Somatic mutation frequencies observed in exomes from 3,083 tumor-normal pairs
From Lawrence MS et al Nature 2013, 499:214–218
Tumor mutation frequencies & different tumor types
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Distinct mechanisms of DNA mutation:
* MMR deficiency
* Exposure to environmental mutagens
(tobacco smoke and UV light)
* Virus – associated tumors
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Tumor Mutational Burden (TMB) ….
What does it means?
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Nonsynonimous mutations have the potential to generate neoantigens recognized by
the host immune system, leading to an antitumor immune response.
From Braun DA et al. Clin Cancer Res 2016 22(23): 5642-5650
TMB & neoantigen formation
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From Braun DA et al. Clin Cancer Res 2016 22(23): 5642-5650
TMB & neoantigen formation
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From Sharabi et al The Oncologist 2017, 22:631–637
Tumors with high mutation burden have the potential to generate a larger number of neoantigens,
making them more immunogenic.
High vs Low Tumor Mutational Burden (TMB)
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Tumor Mutational Burden (TMB)
&
Immunotherapy response
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Rizvi et al «Mutational Landscape determines sensitivity to PD-1 blockade in non-smallcell lung cancer» Science 2015
Snyder et al “Genetic Basis for Clinical Response to CTLA-4 Blockade in Melanoma” NEJM2014
TMB predictive biomarker of immunotherapy
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From Yarchoan M et al. N ENGL J MED 377:25, 2017
TMB predictive biomarker of immunotherapy
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TMB could be an optimal biomarker but
how to implement TMB testing in
routine clinical practice?
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TMB evaluation: Clinical practise
Progenitor studies: WES (Whole Exome sequencing)
BUT
If TMB becomes a marker for use in routine clinical practice, it is more likely to be determined by NGS rather than by WES
Targeted NGS panels
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76 cancer-genes 160 cancer-genes 195 cancer-genes
315 cancer-genes 641 cancer-genes
Campesato FL et al «Comprehensive cancer-gene panels can be used to estimate mutational load
and predict clinical benefit to PD-1 blockade in clinical practice” Oncotarget 2015, Vol. 6, No. 33
How much «Targeted»?
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TMB testing Panels
Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
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Déjà-vu Harmonization Study
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Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
TMB tests differences - # of genes
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Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
TMB test differences - # of Mut/Mb (cut off?)
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“ As the cutoff used to dichotomize TMB between low and high
increases, the outcome improves in a linear fashion, favoring
the TMB high group”.
Mol Cancer Ther; 16(11) November 2017
“Odds ratio (OR) of DCB with increasing cut points of TMB. 25th (OR,
1.75), 50th (OR, 2.02), 75th (OR, 2.06), and 90th (OR, 3.24)
percentiles. The 0 percentile (white bar) is shown for reference of all
patients (default OR, 1). The odds of DCB increase significantly above
the 50th percentile of TMB”.
J Clin Oncol. 2018 Mar 1;36(7):633-641
TMB test differences - # of Mut/Mb (cut off?)
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Panel: FoundationOne assayHigh TMB ≥ 10 mut/MbLow TMB < 10 mut/Mb
Hellmann MD et al «Nivolumab plus ipilimumab in
lung cancer with a high tumor mutational burden»
NEJM, April 2018
Panel: FoundationOne assayHigh TMB ≥ 20 mut/MbIntermediate-Low TMB
Goodman AM et al «Tumor Mutational Burden as an
independent predictor of response to immunotherapy in diverse
cancers»
Mol Cancer Ther, November 2017
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▪ Type of mutation
• SNV/indel
• synonymous/nonsynonymous
• coding/non coding regions
TMB tests differences - algorithm
▪ Normal tissue for comparison / database annotation filtering
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Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
Comprehensive cancer-related gene profiling
TMB tests differences – NGS panels
TMB dedicated panel
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TMB tests differences: Outsourced / In-House
"OUTSOURCED"
- Laboratory instrument implementation
- Dedicated space
- Trained Staff (Expertise/Resources)
- Cost
“IN-HOUSE"
Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
![Page 27: Tumor Mutational Burden (TMB)...Tumor Mutational Burden (TMB) or Tumor Mutation Load (TML) Somatic mutation frequencies observed in exomes from 3,083 tumor-normal pairs From Lawrence](https://reader035.fdocuments.net/reader035/viewer/2022070101/60187f349a2d1647ab7037bd/html5/thumbnails/27.jpg)
TMB testing Panels
Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
Issue: Harmonization
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TMB_IEO experience: preliminary data
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Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
TMB Assay & Samples
Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analysesRUO
Library & Chip preparation: Fully Automated, starting from 20 ng FFPE DNA
Specimens (n=32): 16 Non-Small Cell Lung Cancers
11 Colorectal Cancers
5 Breast Cancers
Failure rate = 1/32 cases (3.1%)
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TMB_IEO experience:Median Mutations per Mb
NSCLC = 10.75 mut/Mb CRC = 20.02 mut/Mb BC = 9.83 mut/Mb
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TMB_IEO experience:Range Mutations per Mb
NSCLC = 10.75 mut/Mb CRC = 20.02 mut/Mb
4.33 – 28.65 mut/Mb 7.35 – 66.17 mut/Mb 5.51-17.32 mut/Mb
BC = 9.83 mut/Mb
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16 NSCLC• Sample type
- TBNA smears: 4- Biopsies: 8- Surgical resection specimens: 4
• PD-L1 status- >50%: 15- NA: 1
• Molecular status- WT: 7- Molecular alteration: 9
TMB_IEO experience: NSCLC
NSCLC MUT= 9.84 mut/Mb NSCLC WT= 11.05 mut/Mb
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▪ 11 CRC
Microsatellite analysis
- MSI-HIGH: 4
- MSI-LOW: 1 (failed analysis)
- MSS : 6
▪ 5 Breast cancers:
- TNBC: 4
- NEG ER/PGR HER2 3+>95%: 1
TMB_IEO experience:CRC & Breast Cancer
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TMB_IEO experience:
NSCLC = 10.75 mut/Mb
CRC = 20.02 mut/Mb
BC = 9.83 mut/MbMSI-HIGH CRC 52.61 mut/Mb
MSS CRC 10.45 mut/Mb
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TMB & other biomarkers of
immunotherapy response
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TMB did not correlate with PD-L1 expression: “both
variables had similar predictive capacity. The
incorporation of both TMB and PD-L1 expression into
multivariable predictive models should result in greater
predictive power” Rizvi H et al JCO 2018 , 36(7): 633-
641
TMB & PD-L1 & MSI: “Among 11348 pts, only 0.6% of
the cases were positive for all three markers”
Vandervalde A et al Cancer Medicine January 2018
TMB & other biomarkers
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Given the complexity of the immune response and tumor biology,
different biomarkers could better predict the response to
immunotherapies?
…. What about the clinical point of view?
Future: Combined biomarkers strategies?
…
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Massimo Barberis
Gianluca De MarzoElena Guerini-Rocco
Paolo LopedoteAlberto RanghieroAlessandra Rappa
Mila SchiaviFrancesco Spinelli
Tania TamagniDavide Vacirca
Thank You
Molecular Diagnostics UnitDivision of Pathology
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Hellmann MD et al «Nivolumab plus ipilimumab in lung
cancer with a high tumor mutational burden»
NEJM, April 2018
❖ Quale è il reale vantaggio (se pensi ci sia) del "marcatore” da tedescritto rispetto agli altri due
* Maggiore correlazione con la risposta allaterapia rispetto agli altri marcatori?
* In fase di studio anche su liquid biopsy
Gandara DR et al «Blood-based tumor mutational
burden as a predictor of clinical benefit in non-small-cell
lung cancer patients treated with atezolizumab»
Nat Med. 2018 Aug 6. doi: 10.1038/s41591-018-0134-3.
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* Mancanza di validazione: In attesa degli studi di armonizzazione tra i diversi test TMB e
piattaforme NGS
* Processazione di più campioni contemporaneamente (test «in house»):
8 – 16 campioni contemporaneamente
❖ Quale è il principale difetto del “marcatore” da te descritto?
Panel
Diagnostic-
Use/FDA
approved
Chemistry # Genes Megabases Threshold Result Study
FoundationOne
CDx - RocheYes
Hybrid-
capture-
based NGS
324 1,2 Mb YES
HIGH= ≥ 20 MUT/Mb
INTERMEDIATE = 6-19 MUT/Mb
LOW = 1-5 MUT/Mb
Goodman AM Mol Canc Ther 2017
Hel lmann MD NEJM 2018
CGP+ - Agilent
SureSelect XT -
Caris Molecular
Intelligence
No
Hybrid-
capture-
based NGS
592 1,4 Mb YESHIGH= ≥ 17 MUT/Mb
LOW = < 17 MUT/Mb
Gatal ica Z Eur Journal Canc 2018
Vandervalde A Cancer Med 2018
MSK-IMPACT Yes
Hybrid-
capture-
based NGS
468 1,22 Mb NO MUT/Mb Rizvi H JCO 2018
TruSight Tumor
170 - ILLUMINANo
Hybrid-
capture-
based NGS
170 0,524 Mb NO MUT/Mb In silico analyses
Oncomine™
Tumor Mutation
Load Assay -
ThermoFisher
Scientific
NoAmplicon-
based NGS409 1,7 Mb NO MUT/Mb In silico analyses
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❖ Quale è il costo indicativo OGGI per ottenere il risultato del test da te descritto?
700 - 1000 euro«In house»: solo test, senza personale,ottimizzando la seduta con ilmassimo di campioni processaticontemporaneamente
3000 – 4000 euro«Service»
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* Campioni FFPE: 20 -40 ng DNA
* «Service»: Tessuto FFPE (blocchetto o sezioni con minimo di volume/cellularità
tumorale)
❖ Quanto materiale (e quale materiale) ti serve per eseguire il testda te descritto nella tua relazione?
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* «Service»: TAT < 14 gg
* «In house»:
❖ Quale è il turnaround time per ottenere il risultato del test da tedescritto?
Accession
Material received
Pathologist review
DNA extraction
Analysis (run)
Analysis (data)
Report
- Considerare i tempi pre-test
- Processare più campioni contemporaneamente
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❖ E’ indubbio che tutti noi in questa sessione veniamo da centri“selezionati”, ma ritieni che il test da te descritto sia OGGIfattibile in modo adeguato e con le caratteristiche esposte inquesta sessione in tutti i centri italiani?
Lack of harmonization of TMB tests across the platforms & definition of clinical utility
- Dedicated space/Laboratory instrument implementation
- Expertise/ resources
- Number of test requested Cost / Tornaround Time
"TMB is provocative and warrants further study, standardization, and prospective testing" "TMB is NOT ready for use in patient care“David L. Rimm from “TMB as New Biomarker in NSCLC -- Ready for Clinic?” - Medscape - Apr 17, 2018.