Discovery Frontier

MAGELLAN has explored 37 connections across 9 scientific fields.

Fields Mapped

Connections Found

103%

Frontier Explored

154

Hypotheses Survived

7.7

Avg Top Score

Connection Overview

Active matter physics -- cytoskeletal contractile network rheology

1 links8.4

Active matter topological defects (+1/2 and -1/2 defects in nematic cell monolayers)

1 links6.0

Bacterial biofilm matrix mechanics (Psl/Pel/alginate networks, antibiotic penetration, viscoelasticity)

1 links8.4

Bacterial cell biology -- cell size homeostasis via the adder model

1 links8.3

Bacterial outer membrane vesicle (OMV) cargo sorting mechanism

1 links10.0

Bacterial quorum sensing (AHL autoinducers, LasI/R and RhlI/R systems)

1 links10.0

Bacterial quorum sensing (P. aeruginosa pyocyanin, PQS, LasR/RhlR systems)

1 links6.5

Bioelectric morphogenetic signaling (Levin framework, V-ATPase, gap junction networks)

1 links5.5

Bioelectric signaling

1 links--

Biological quantum coherence

1 links--

Biological quantum coherence mechanisms (photosynthetic energy transfer, cryptochrome magnetoreception, enzyme tunneling)

1 links7.5

Biomolecular condensate phase transitions (LLPS, IDP phase separation, Donnan equilibria)

1 links5.5

Biomolecular condensate selectivity and client-scaffold partition coefficients -- specifically the unresolved question of how molecular shape/charge dictates which proteins concentrate inside LLPS condensates vs remain in the dilute phase (Guillen-Boixet 2020 Cell, Dignon 2020 Annu Rev Phys Chem)

1 links8.6

Biomolecular condensates

1 links--

Black holes (general relativity, Hawking radiation, information paradox, singularities, event horizons)

1 links7.5

Cartilage ECM biomechanics (Mow 1980 biphasic theory, FCD, aggregate modulus, triphasic theory)

1 links8.4

Circadian clock regulation

1 links7.6

Competing risks survival analysis (Fine & Gray 1999, actuarial roots >200y)

1 links8.3

Coral bleaching / Symbiodiniaceae thermal tolerance

1 links6.5

Cryo-EM single-particle analysis and heterogeneity methods (3DVA, cryoDRGN, subtomogram averaging)

1 links10.0

Cuproptosis (copper-dependent cell death via lipoylated protein aggregation)

1 links8.1

De novo protein design for therapeutics (RFdiffusion 2023, ProteinMPNN 2022, <4y)

1 links8.3

Deinococcus radiodurans Mn-antioxidant defense

1 links7.0

EUV lithography solid-state nanopore fabrication (imec IEDM 2025 breakthrough -- wafer-scale ~10nm nanopores in SiN membranes, uniform across 300mm wafers; ISSCC 2026 256-channel readout with 193 pA RMS noise, 1 MHz bandwidth)

1 links8.6

Epigenomics (genomic enhancer regulation)

1 links5.5

Epigenomics (genomic enhancer regulation, 3D chromatin, H3K27ac/H3K4me1, mediator/BRD4, phase-separated condensates)

1 links4.2

Extreme Value Theory

1 links8.8

Extreme aerodynamic loads in compressible turbulent flows and rare-event sampling for CFD surrogate models: peak surface pressure/force events on airfoils and bluff bodies at transonic/supersonic Mach, buffet-onset and shock-boundary-layer interaction (SBLI) extremes, unsteady load statistics for turbomachinery and launch vehicles, adaptive multilevel splitting / importance sampling / AMS for rare-event CFD, neural-network and operator-learning (DeepONet, FNO) surrogates trained to capture tail behavior, aeroelastic reliability

1 links8.1

Extreme value statistics (GEV distributions, tail index analysis, return level estimation, peaks-over-threshold)

1 links6.5

Extreme value theory: Fisher-Tippett-Gnedenko theorem, block-maxima and peaks-over-threshold (POT) methods, Generalized Extreme Value (GEV) distribution with shape parameter xi (Frechet xi>0 heavy tail, Gumbel xi=0 light tail, Weibull xi<0 bounded), Pickands-Balkema-de Haan theorem, declustering, return-period estimation, tail-index inference (Hill, Pickands, moment estimators), max-stable processes for spatial extremes

1 links8.1

Fe-S cluster biogenesis (NFS1, ISCU2, FDX2, FXN, GLRX5, CISD2)

1 links7.6

Ferroptosis (iron-dependent cell death via lipid peroxidation)

1 links10.0

Ferroptosis lipid peroxidation (4-HNE, PUFA-PE oxidation, GPX4 regulation)

1 links10.0

Ferroptosis lipid peroxidation (GPX4, DHODH, CoQ10H2 defense pathways)

1 links6.5

Ferroptosis signaling

2 links--

Hydrothermal vent Cu-S geochemistry (chalcopyrite, Pourbaix diagrams, Irving-Williams series)

1 links8.1

Information lifecycle dynamics and prominence measurement in news media ecosystems

1 links8.5

Isothermal titration calorimetry (biophysics)

1 links7.3

Leiomyosarcoma invasion biology -- smooth muscle actin/desmin-dependent mechanotransduction

1 links8.4

Live-cell single-molecule microrheology in biomolecular condensates (Jawerth 2020 stress granules; Galvanetto 2023 Nature; Impetux 2023 optical tweezers; FRAP-ID Biophys J 2024; 2025 nucleolus/stress granule/TDP43 condensates)

1 links7.8

Manganese speciation toxicology

1 links7.0

Mechanobiology (ECM mechanics, integrin/focal adhesion signaling, YAP/TAZ, MRTF, Piezo channels)

1 links4.2

Mechanobiology (extracellular matrix mechanics)

1 links5.5

Neurodegenerative protein biochemistry — amyloid aggregation selectivity

1 links6.5

Non-equilibrium statistical mechanics — Mpemba effect spectral theory

1 links6.5

Pancreatic ductal adenocarcinoma stromal-immune microenvironment: cancer-associated fibroblast (CAF) heterogeneity (myCAF/iCAF/apCAF subtypes), dense desmoplastic stroma and hyaluronan barriers, tumor-draining lymph node (TDLN) immune priming, tertiary lymphoid structures (TLS) in PDAC prognosis, pancreatic stellate cell (PSC) reprogramming, immune-excluded vs immune-desert phenotypes, CXCR4/CXCL12 axis, neutrophil extracellular traps (NETs) in pancreatic stroma, post-Whipple R1 margin biology, perineural invasion microenvironment, KRAS-driven immunosuppression

1 links8.2

Phage therapy optimization (clinical microbiology)

1 links7.3

Pharmaceutical amorphous solid dispersion dissolution

1 links8.0

Plant gravitropism / statolith-based gravity sensing

1 links7.8

Plant melatonin stress biology

1 links6.5

Prime numbers (number theory, prime distribution, Riemann zeta function, prime gaps)

1 links7.5

Private-Wealth Advisory under Regime Uncertainty

1 links8.8

Proteome-wide thermal stability distributions (thermal proteome profiling, Meltome Atlas)

1 links6.5

Pulsatile wave physics in fractal transport networks (Womersley number, wave reflection coefficient, zero-reflection branching, Kleiber's law wave-impedance reinterpretation arXiv:2604.10476)

1 links10.0

Pyocyanin virulence mechanisms

1 links--

Quantum state formalism (density matrices, Lindblad open-system dynamics, POVMs, quantum channels)

1 links8.5

Serpentinization geochemistry

1 links--

Serpentinization geochemistry (abiotic Fe(II)/Fe(III) redox cycling)

1 links10.0

Spatial tumor immunology — TLS and immune desert formation (spatial -omics, ~2019)

1 links8.5

Spatially fractionated radiation therapy: GRID/LRT/lattice radiotherapy peak-valley dose modulation, Holmium-166 beta-minus brachytherapy (Emax 1.85 MeV, mean tissue range ~3 mm), helical/spiral SFRT geometry with intrinsic 2x peak-valley dose ratio, theranostic Ho-166 (gamma-80.6 keV SPECT, paramagnetic Ho3+ MRI), bystander/abscopal/RIBE radiobiology, microbeam radiation therapy (MRT) physics, valley dose biology, dose rate effects in brachytherapy, intraoperative radiotherapy (IORT) for solid tumors

1 links8.2

Statistical estimation theory / information geometry (Cramer-Rao bound, Fisher information)

1 links7.8

Statistical mechanics — bond percolation theory

1 links5.0

Stem cell niche architecture (Wnt/BMP/Notch gradients, mechanical stemness regulation)

1 links6.0

Stochastic thermodynamics -- thermodynamic uncertainty relation, entropy production bounds

1 links8.3

Stokes-Einstein relation (Einstein/Sutherland 1905) + well-characterized breakdown regimes (Kumar-Angell 2019; modified SE entropy-scaling 2021); size-dependent SE exponent in supercooled liquids and polymer glasses

1 links7.8

Terahertz quantum spectroscopy

1 links--

Terahertz quantum spectroscopy (MIT 2026 THz microscopy, sub-picosecond resolution)

1 links7.5

Tumor immunology — ECM-mediated immune exclusion

1 links5.0

Turing reaction-diffusion morphogenesis (mathematical biology, 1952)

1 links8.5

Vascular aging and arterial stiffening mechanobiology (pulse wave velocity cfPWV, arterial stiffness biomarkers, Windkessel compliance)

1 links10.0

Volcanic glass dissolution kinetics

1 links8.0

kernel density estimation

1 links7.8

weak social signals

1 links7.8

Charted Territory

01Manganese speciation toxicology×Deinococcus radiodurans Mn-antioxidant defense

Discovery Frontier

Connection Overview

Charted Territory

Fields Under Exploration

Molecular & Cell Biology

Physics & Biophysics

Microbiology & Infectious Disease

Health, Medicine & Pharmacology

Organismal & Evolutionary Biology

Mathematics & Statistics

Earth, Planetary & Environmental Science

Theoretical Physics & Astrophysics

Cognitive & Social Sciences

Terra Incognita