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Use Cases by Data Asset

EMR RWD is best for clinical treatment patterns and feasibility. CLINICO-GENOMICS is best for molecularly defined cohorts, outcomes, and translational evidence.

EMR RWD

Clinical feasibility, treatment landscape, and biomarker availability

Cyber Oncology answers questions that start from routine clinical care: tumor type, stage, biomarker testing, line of therapy, medication exposure, labs, response, and safety.

Indication & Market Understanding

Treatment landscape, line-of-therapy sequencing, biomarker testing rates, addressable populations, and Japan-specific standard of care.

Trial Design & Feasibility

Patient counts against inclusion/exclusion criteria, endpoint availability, and site concentration for feasible enrollment planning.

Post-Approval & Label Expansion

Real-world outcomes by therapy line, CTCAE-graded safety, HEOR endpoints, and subpopulation evidence.

Biomarker test results by tumor type

Approximate screened patients per biomarker, sourced from NTT catalog (Dec. 2025). This table was moved from Data Catalog to keep analysis examples together.

Biomarker BC NSCLC CRC PDAC GC HCC EC OC SCLC BTC
ER3,880------260--
PR3,760------140--
HER25,480-<100-800-----
Ki-672,160<100------<100-
EGFR<1001,360<100-----<100-
ALK fusion-1,060------<100-
PD-L1<1001,260--<100-<100<100<100-
ROS1 fusion-750--------
BRAF-610440-------
KRAS-<100500-------
MSI<100-160<100110<100<100<100-<100
MIB-11,670-<100-<100-<100<100<100-

Biomarkers have been obtained for approximately half of the cases in the patient totals. Expansion is ongoing.

NSCLC - Osimertinib 1L (EGFR+)

11 sites - 2018-2022 - Mar. 2026 estimate

Cohort filterPatients
Total NSCLC4,497
Advanced/metastatic (IIIb-IV)2,719
Tested for EGFR1,391
EGFR(+)407
Common EGFR281
EGFR TKI received279
Osimertinib as 1L246
Osimertinib 1L monotherapy after Apr. 2018246

BC - CDK4/6 inhibitor (HR+/HER2-)

11 sites - 2018-2023 - Mar. 2026 estimate

Cohort filterPatients
Total BC10,247
Advanced/metastatic (IIIb-IV)1,247
Tested for HR736
HR(+)558
Tested for HER2880
HER2(-)672
HR(+) & HER2(-)413
CDK4/6 inhibitor after HR/HER2 test222

Breast cancer - stage x biomarker testing matrix

Mar. 2026 estimate only. Positive biomarker counts require follow-up discussion because additional collection incurs cost.

Stage Patients ER tested PR tested HER2 tested Ki-67 tested
Stage I4,7762,8872,8153,4841,738
Stage II3,8602,3122,2902,8061,379
Stage III944559548702389
Stage IV665347343470233

Prostate cancer - 15-facility projected matrix

15-facility projected matrix. Includes patients who underwent surgery or radiation therapy. Medication estimates are calculated from the 7-facility subset and projected to the 15-facility network.

Stage Patients Anti-androgens Taxane BMA Pluvicto
Any Gen 1 Gen 2 CYP17 inh.
ALL15,73012,22010,9402,5701,2301,0501,7500
Stage 000000000
Stage I5,0903,5103,4501206060600
Stage II3,2802,3402,3401206060600
Stage III2,7502,2202,16029060120600
Stage IV4,3303,9202,7502,0501,1107601,5200
Other350290290600000
CLINICO-GENOMICS

Mutation-defined cohorts, outcomes, and translational evidence

VAPORCONE supports condition setting across enrollment, specimen, event, treatment, genome, and biomarker fields, then lets teams move from aggregate search into study-level and patient-level review.

Research topic overview

23,096

Selecting a research topic displays a topic overview and total data context before filters are applied.

Search modules

Basic InfoEnroll InfoSpecimen InfoEvent InfoTreatment InfoGenome InfoSpecific Biomarker Info

Endpoint readiness

OS PFS

Use OS/PFS as analysis targets after confirming survival, response, RECIST, ECOG PS, and assessment-date availability per cohort.

Search condition modules available in VAPORCONE

These modules remain the main way to define cohorts before moving into VAPORCONE's screen-based review, file access, and analytics views.

Module Representative filters Use case
Basic InfoCancer type, main occupation, core patient attributesDefine the starting population and indication scope.
Enroll InfoStudy enrollment attributes and study participationSize the available cohort before applying genomic or outcome filters.
Specimen InfoVisit, sample type, assay method, test targetConfirm tissue, blood, ctDNA, MRD, MSI, or TMB evidence availability.
Event InfoAlive/dead, drug name, discontinuation reason, CR/PR/SD/PD/NE, MSI-H/L/MSS, TMB-H/LLink molecular cohorts to exposure, response, progression, and survival-related status.
Treatment InfoReason for discontinuation, surgery location, concomitant drugs, chemotherapy drug name, best overall responseEvaluate treatment sequences and response-defined subgroups.
Genome InfoGene symbol, CNV, short variation, sequence rearrangement, SNV, transcriptionFind alteration-defined cohorts across SNV, CNV, fusion, and transcript-level filters.
Specific Biomarker InfoVisit, test target, sample type, assay method, manual input fieldsHandle targeted questions such as MSI status, MRD timing, and named biomarker tests.

Patient and study review

  • Study-level cohort source and participant review
  • Patient-level treatment history and medication sequence
  • Clinical, genomic, image, and outcome data availability checks

Endpoint review

  • Response, progression, survival status, and assessment dates
  • OS and PFS dashboard views for selected cohorts
  • PFS comparison between biomarker-defined groups

Evidence package

  • Raw genomic files and structured clinical tables
  • Pathology and diagnostic image inventory
  • Analytics views for cohort understanding and research scoping

Have a specific cohort question?

Use the feasibility form to route the tumor type, biomarker, treatment, and endpoint question to the right data asset.

Request Feasibility Query