Brain Organoid Developmental Clock & Timing Comparator

D3.js v7 Trajectory Engine Fetal PCW 6–38 vs Organoid DIV 20–300
Dual Developmental Clocks Interactive Scrubbers
Current Phase Skew Diagnosis
Accelerated Astrogenesis with Immature Deep-to-Upper Layer Transition
Organoid Lineage Composition vs In Vivo Equivalence
Radial Glia (SOX2/PAX6)
22.0%
Deep Neurons (TBR1/CTIP2)
41.0%
Upper Neurons (SATB2)
23.0%
Astrocytes (GFAP/S100B)
14.0%
Stratified Cortical Cytoarchitecture Layer Stratification Dynamics
In Vivo Reference 20.0 PCW
MZ / Layer I
Cortical Plate (CP)
Intermediate Zone
oSVZ / iSVZ
Ventricular Zone
In Vitro Organoid 120 DIV
Outer Rim / MZ
CP-like Cluster
Intermediate Neurophil
Disorganized SVZ
Rosette Core (VZ)
Equiv. In Vivo Age
16.4 PCW
calc from gene clock
Temporal Skew Delta
-3.6 wks
Delayed vs target
Fidelity Score
64.2%
Protocol alignment
Metabolic Stress
PGK1+ / Hi
Core glycolytic uncoupling
Divergence Trajectory Waveform (D3.js) In Vivo Benchmark (Solid) vs Organoid Clock (Dashed)
Assay Window Recommendation & Scientific Caveats Hypoxic Skew Detected
Optimal Window for ASD Synaptic Refinement: 160 – 210 DIV
Glial marker GFAP expression emerges ~4 weeks earlier than in vivo timing due to in vitro metabolic/hypoxic stress responses, confounding premature gliogenesis phenotypes.
Mechanistic Origin: Transcriptomic analysis reveals that cellular clocks uncouple under rotary suspension. Neuronal deep-to-upper transition stalls at ~16-18 PCW equivalence while astroglial differentiation accelerates prematurely via HIF1α / ER-stress cross-talk.
Enjoy this tool? Build your own with Super