Biomarker Validity, Milestones, BMx Milestone Matrix
| clinic to compare results in humans and mice |
Plot A — y-axis: Total %BWL (0–45); x-axis: Beloranib Cavg (ng/mL) (0 to ~2). Plot B — y-axis: Avg %Occupancy (0–75); x-axis: Beloranib Cavg (ng/mL). Plot C — y-axis: Total %BWL; x-axis: Avg % Occupancy. Legend: BIW sim, QD sim, BIW in DIO, QD in DIO, Human equivalent. Annotation: same Cavg →.- we calculated the mouse-equivalent exposures for the doses given to humans (0.6, 1.2, and 2.4 mg) using the reported human plasma concentration, → We then plotted the corresponding human weight loss achieved after 12 weeks against the mouse-equivalent beloranib concentrations → we simulated the average MetAP2 occupancy for the human regimens at the mouse-equivalent exposures | more MetAP2 occupancy and more efficacy than a higher dose given twice-weekly |
| - Dosing interval? | ||
[BIOMARKER]
Validity
| Construct validity | the degree of similarity between the mechanisms underlying behavior in the model and that underlying the behavior in the condition, which is being modeled. |
| Face validity | the degree of descriptive similarity between, for example, the behavioral dysfunction seen in an animal model and in the human affected by a particular neurobehavioral disorder. |
| Predictive validity | An animal model with high predictive validity (also called criterion validity; [57]) predicts behavior in the situation it is supposed to model, i.e. it allows extrapolation of the effect of a particular experimental manipulation from one species to other species, including humans, and from one condition (e.g. the laboratory) to the other (e.g. the 'Real World'), or from one testing timepoint to another [57]. Predictive validity may share components of generalizability (or external validity; see below) of a model. |
| measurement validity | is the biomarker proposed as a surrogate capable of being measured objectively and reproducibly in a given case, and does it measure an objective, quantifiable characteristic successfully? |
| the internal or study validity | within the study, can the biomarker be measured not just with precision and reproducibility, but also with accuracy within this study population and situation, does the biomarker correlate strongly with the clinical endpoint for which it is serving as a surrogate? |
| external validity | can this surrogate be shown to have similar predictive power in other populations or in other related treatment studies |
| Analytical validation | validation of the test's, tool's, or instrument's technical performance, but not validation of the item's usefulness |
| Clinical validation | Establishing that the test, tool, or instrument acceptably identifies, measures, or predicts the concept of interest. |
Types of biomarkers
| Integral biomarkers | Integrated biomarkers | Exploratory biomarkers |
| a high priority scientific question and for which there is a clear statistically testable hypothesis, there are prespecified protocols for specimen collection, biomarker testing and statistical analysis, but the trial could proceed without the biomarker. |
Type of BM
| Type of BM | BM Value correlate with | Cut point | |
|---|---|---|---|
| Diagnostic | Yes or No | AUC on ROC curve | 0.7 |
| Prognostic (Herceptin) | 이 경우는 bm status 일수 있음. | ||
| Predictive (drug response) | |||
| Pharmacodynamic/Response | biomarker used to show that a biological response has occurred in an individual who has been exposed to a medical product or an environmental agent. | ||
| Monitoring (disease progression) | A biomarker measured serially for assessing status of a disease or medical condition or for evidence of exposure to (or effect of) a medical product or an environmental agent. Disease severity (eg. UPDRS) | Correlation coefficient | 0.7 |
- 위 source: FDA-NIH Biomarker Working Group, BEST (Biomarkers, EndpointS, and other Tools) Resource
- 어느 경우에도 통계학적 방법이 존재하고, 통계상담 받으면 될 것임.
Milestones
Proposed flow in MBMIG
Process flow (top-to-bottom, with Development phase covering steps before A&P runs and Qualification phase covering steps from A&P runs):
- BPS: Procure antibodies, reference standard (recombinant protein), etc
- ↓ Screen of antibody pairs in MSD format
- ↓ Generate calibration curve and determine buffer-based LLOQ
- BPS-1: Determine MRD in primary-target biofluid (pooled) and Re-calculate LLOQ according to MRD
- BFA: Prepare aliquots of QCs and perform A&P runs
- ↓ Test individual donor specimens, Confirm response of drug-treatment in e.g. cellular model
- BTV: Test stability (bench-top, freeze-thaw)
Side annotations:
- Development phase
- Solutions in case of failure
- Assay parameter optimization
- Convert to SMC assay
- Convert to Simoa assay
- EV enrichment
- Addition of inhibitors
- Qualification phase
- Logo: Takeda Pharmaceutical Company Limited
Footer comment under the diagram: 바로 Clinical 용이므로, preclinical 에서 Tx response 없네!
BMx Milestone Matrix
| Stage | Molecular BMx | Neurocircuitry BM (도대체 언제 in vivo Tx response?) | Novel PET ligand | Existing Clinical (so preclinical work is not here below) IMG method (MRI or PET) | |
|---|---|---|---|---|---|
| Milestone | |||||
| BM Platform Start | In silico assessment of assay feasibility: reagents, standards, assay format | White paper on available datasets or techniques, vendors, analysis plan | PET Tracer proposal presented to PET Steering Committee (Makoto: LGE 직후면 OK) | Rationale & proposal for development | |
| BPS | Go/NoGo @ TDIB based on Research plan with selected vendor | Go/NoGo @ TDIB based on vendor SOW or internal PF plan; | Go/NoGo @ PET SC based on feasibility, cost, need | Go/NoGo from QTS-DDU-TAU based on feasibility, cost, need | |
| Feasibility Assessment | Procure & verify compatibility of reagents and assay format; verify assay sensitivity in samples | Optimization of assay or contracting with vendors | BMax assessment | Survey of available external options and/or partnerships | |
| BFA | Prototype assay 가 개발되었다! → PE 에서 쓰자 | Prototype assay | GNG at PET SC based on Bmax assessment | Vendor or internal SOW | |
| 다, POC (Preliminary) | Technical Validation | Achieve all assay acceptance criteria in vitro, e.g. dilutional linearity, etc. | Pilot study of test-retest variability, etc. | Optimization of physical properties and non-imaging triaging of potential candidates | Vendor/collaborator/technology assessments |
| BTV | Spec sheet with assay wet lab quantified parameters | Technical validation with specific protocol procedures in place | Potential PET tracer candidates identified | Candidate IMG BMx for use within Takeda | |
| POC (Solid) | In Vivo Calibration (IVC) | In vivo BMx data package incl. PK/PD analysis in collaboration with DMPK | Preclinical testing of BxM longitudinal change & variability | In vivo PET studies in relevant preclinical species (e.g. NHP) – specific binding, dosimetry | Technical characteristics of marker in relevant population (fibroblast 를 여기 넣을수 있나? Clinical study 를 넣자) – face validity |
| GPT is formed by CS | BCS | Approved by MBM SC as ready for use in preclinical POC(?이제서야?) or EM study | Approved by NCB SC as ready for use in preclinical POC or EM study | Approved by PET SC as fit-for-purpose for preclinical use, It is understanding that a detailed clinical PET study is not formulated until a GPT is formed. | Approved by QTS-IMG as ready for (pre)clinical use – construct validity |
| Tox | Human use qualification | Human matrix assessment / patient samples | EM testing of BMx longitudinal change and variability | -GLP Tox IND-enabling studies -FIH T/RT and dosimetry | Assessment in relevant population for drug development use case – construct validity |
| BFP | Approved by MBM SC as ready for clinical use in TAK study | Approved by TDIB as ready for clinical use in TAK study | Approved by PET SC as ready for clinical use in TAK study | Approved by QTS-IMG as ready for clinical use in TAK study | |
| BM Types | TE << PD, DR >> PS | PD, DR >> PS | TE >> PD, DR >> PS | PD, DR >> PS |
Milestone: MBM Only
| Stage | BDD |
|---|---|
| Milestone | |
| BMx Project Start | In silico assessment of assay feasibility: reagents, standards, assay format |
| BPS (BMx Project Start) | Go/NoGo @ TST based on d/w TML & PJ team |
Uncertain Spans
| location | transcription | uncertainty |
|---|---|---|
| Beloranib Plot A axis | Total %BWL axis ticks | Tick numbers are visible but small (45, 35, 25, 15, 5); exact intermediate increments may be slightly off. |
| BMx matrix row label | 다, POC (Preliminary) | Leftmost label cell text near Technical Validation is partly cropped at the left edge; the prefix character before POC is uncertain. |
| BMx matrix row label | GPT is formed by CS | Left edge is partly cropped; the abbreviation could read GPT is formed/by differently. |
| Plot C legend | BIW sim, QD sim, BIW in DIO, QD in DIO, Human equivalent | Legend text is small; “BIW” vs “BIW” reading is consistent, but the small-text “sim” suffix relies on context. |