.tex | Notes during APS March Meeting 2023 in Las Vegas

MountAye

Mar 12, 2023


Some interesting sessions:

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Network theory and application to complex systems

1st talk: Avalanches Dynamics and its critical points, cortes dynamics, very long, missed first ~10 minutes, hard to follow, coarse grained 朗道-金斯堡 theory

Fokker-Planck equation, Fourier expansions, use as parameters of __, choose a closure to solve

Machine learning in complex systems

Fractional nn for continuous modeling of complex fluids: Caputo method for fractional derivative

Inferring forces in many-particle systems using physics tailored ml: Chinese student with Ilya from Emory. Bruckner 2021 PNAS, cell. His work, dusty plasma, non reciprocal. Mutual Interactions, with environment, linear damping. not clear details of the nn

Echo state network: Arizona state, Chinese student. A branch of reservoir learning. Switching states not always successful. Bad presentation. Don’t even know what question he is learning with this nn. Could be Lorenz system

Hopper Flow: particles passing a narrow gate in 2d. Classify problem: flow, clogging, clogged, empty arch. Direct interpretability: linear SVM.

Committer of Reactive Events in and out of equilibrium: UCB. Variational methods for time-dependent backward Kolmogorov equation. decompose rate into contributions from different degrees of freedom.

Predict Microfluid properties with ML: oil droplets into water, predict the droplet size. Monodispensed phse, poly (jetting). Pretty small network and small dataset. nice GUI

ML for inverse design of metameterial. Combinatory/Discrete, imbalance. building block → unit cell → metamaterial. Ogliomodes

Long-term behavior with liearn regression. Moody 1944 moody diagram. Studied Lorenz system. Use short trajetories to predict long term properties. Period orbit theory

Quantitative cell physiology I - shape and size

missed 1st talk for breakfast.

Beyond G1/S regulation: how cell size homeostasis is tightly controlled throughout the cell cycle?

G1/S not the main control cell size variation; CV reduces across cell cycle

rate positively correlated to size, but not exponential. this should lead to different mass density, but it is maintained tightly stable.

Cell cycle dependent growth regulation in bacteria.

data show that E. Coli cell growth is super-exponential.

model: ribonsome growth is exponential,

B. Subtilis growth rate is not monotonic

Scott, M, 2014 Mol Sys Bio

tome averaged mass function and allocation function are equivalent.

A model, but didn’t see how it’s correlated to cell-cycle

E. Coli coordination of cell dimensions to preserve macromolecular densities between compartments

shape is also important, not just dimensions.

periplasm is the region between inner and outer membrane of E. Coli. Its colume fraction scales differently with the width and length of the cell

measure periplasm density by shocking and destroying the outer membrane and measure protein amount

cell aspect ratio is relatively controlled by changing periplasm biomass fraction and average cell width. Testified in multiple mutants

Growth rate is not a control parameter

Molecular noise on cellular growth

standard model of size homeostasis: timer, adder, sizer

consider noise, get lower bound of size

Dynamic proteome trade-offs regulate cell size and growth in fluctuating nutrient conditions

growth rate and size control; in fluctuating nutritions, there is overshoot

assums: cell maximize flux; division protein co-regulated with metabolic sector

model predicts cells prioritize division over biomass accumulation durign downshift

Simulation about mechanical properties of Peptidoglycan (PG)

University of Jena, Balance of the Microverse. Very technical, very detailed

Teichoic acids as organizing center of growth in B. Subtilis

inhibiting its synthesis immediately loses the cells’ rod shape; fluorescent images are uniform across the whole cell.

perturbing synthesis causes growth rate shutdown after loss of rod shape

PonA mediated crosslinking is required for growth in the absence of wall teichoic acids

proposed a model, not quantitative, seems not testified.

coarse grained cell wall simulation

turgor pressure: 膨胀压

anisotropic deformability

surface evolver

Nanostrctural changes of Peptidoglycan

Penicillin binds enzymes with the last step of PG synthesis.

treat with mecillinam; use AFM, changes local molecule orientation & PG organization

gaps in the PG network, not orientation, caused the death

Robustness and Fragility in Yeast

Umap for metabolome data

How Type 1 Fimbriae Help E. coli Adhere to Interfaces?

What is a fimbriae in bacteria?

Thin, hairlike appendages, 1 to 20 microns in length and often occurring in large numbers, present on the cells of gram-negative bacteria, particularly Enterobacteriaceae and Neisseria.

they contruct mutants and can both adhere and swim.

ZnO kills bacteria

Hypothezes: metal ion production, generation of reactive oxide

March 7, 2023 Ecological Dynamics

Spatial drug heterogeneity: a row of multiple wells, some of them have drugs. Mean field survival criterion: \(L=\pi\sqrt{}\), and beyond mean field (some purtubation theory borrowed from quantum to reaction diffusion equation).

Evo adaptation on cell shape by Katie

mechanical factors give same-fitness cells different growth rates in a colony. cells labels with 2 colors of fluorescence and grow in a mixed colony

mechanical forces slows down natural selection, both directions

used yeasts and grow for 10 days. select edge and center and continue growing. center still similar, but edge cells become elongated. “The elongation is a mechanism to get out of nitrogen starvation”(?)

sequenced ancester, center, and edge cells. Found 9 genes


The fate of beneficial and deleterious mutations in range expansions driven by long-range dispersal: luckiest better than fittest, spatial factors dominate.

Speciation at an expanding front: superdiffusion → stepping stone model. Want to explain how homogeneous population evolve into species→ fitness model

F13: Emerging Principles and New Developments in Non-Equilibrium Thermodynamics, Natural Selection and Chemical Reaction Networks - Nonequilibrium thermodynamics of chemical reaction networks

CRN: chemical reaction networks, and this is about

circuit theory for CRN: arxiv-2210.08035

  • modules do not share internal species
  • emergent cycles and effective reactions

203 cell model

Active transport and Cell self organization

A lot of microtubules

CCB-FL

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Steam flows in large cells B. Corti 1741, fruit fly oocyte

Flows in organelle positioning. Zidovska PNAS 2013, 2018. Gatlin lab U Wy

Microscopic mechanisms about micro tubules is ill understood

aLENS a living ensemble simulator

1model: Cytoplasm as confined Newtonian fluid

Another model: coarse grained stokes force: fruit fly oogenesis

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skellySim

Di Pierro: physical genomics

Nucleosome

but his title is Landscapes of Genomic Architecture Across Evolution, which is not

ideal chromsome: every time 2 loci at genomic distance d come into contact there is a gain/loss of free energy \(\gamma(d)\)

Stochastic model for cell survival and evolution

Single threshold and double threshold

metabolism and growth

Adaptability and sensitivities in gene regulation out of equilibrium

Spare able energy

Matrix tree theorem: inter alios

biofilm electric shocked

Bacteria use membrane potential to regulate bio processes: cell division, antibiotic resistance, metabolism

Electrical stimulation

Biofilm: B subtilis: motile cells and matrix forming cells

Accumulation of motile cells around electrodes

Proliferation or switch? Proliferate

Self organization waves on huge single cell living on light

external driving force main reason?

Also internal limit cycle?

CRISPER array for E. coli under antibiotic exposure

crisper cas 12-a

Beta Score , different in different media

ZnO Nano particles on bacteria in magnetic field

Gram staining

Synopsys quantumatk

ecological dynamics

design microbial community

Goal: metabolite production & degradation; pathogen inhibit

Emerge,

function as a design problem = f(composition)

Trivial idea: open the hood and see the interaction

Another way: borrow from molecular level: how sequences gives function

Statistical design: blue and red fluorescent proteins, separated by 13 amino acids, fit color as 13d binary

Success because landscape simple

Ecology: if one can predict function from presence absence of a strain

Absence =-1 not 0, for similarity with Frourier expansion

500 communities of 27 strains, predict production of a chemical

sampling a very small space but result good, (predict/true value diagram)

Also predicted biomass (OD)

Additive property is the key to success

Can get explained variance by the order of

Ruggedness/slope

Compare with Generalized Lotka-Volterra

Metabolic cascades makes landscape rugged.

connecting global patterns to ecological processes

Global soil samples

Environmental filtering cannot explain some of their data

Emerges from interactions

Mapping prediction error versus information content of coarse-grained descriptions of microbial ecosystems

Jacob moran

Framework to compare different coarse grained descriptions: partitioning, error-information diagram

To distinguish mechanisms of emergent simplicity: diversity in the partition

Materials that work by themselves

biotic and abiotic

Adaptive d spring

Pattern Formation

missed 1st talk of 30 min

Morphoelastic growth to model aortic geometry

aortic 主动脉

integrated gaussian curvature

AI/ML needs a lot of data, so they need explicit models

NHLBI: National Heart, Lung, and Blood Institute

experimental on chaos in cardiac tissue

kept in Tyrode solution

action potential duration + diastolic interval = period

TISEAN (a Nonlinear Time Series Analysis tool) to get Lyapunov exponent

excitability at interface

2 bio-electric tissues, one only sodium channels, the other only potasium channels. so no spikes on their own. then shed laser on them.

A as fast variable, B as slow variable. A is x^3 shaped, whie B is -x shaped, then

can also exlpain BZ reaction with some sub-reactions separated, and lumberjack and forect and desert

light induced cortical excitability

shape control strategy in meiotic starfish oocytes.

rho protein. part of some signaling pathway, kymographs

seems to be my competitor on postdoc project in MPI-PKS

pole to pole opto-GEF accumulation aymmetry

presentation overtimed, not well delievered


Exploring regular, exotic and turbulent flow states in active fluids via the framework of Exact Coherent Structures: too fast, totally lost. Who tm knows what is shadowing

Pattern plant roots

tropism 向性: gravitropism, phototropism

roots on obstacles: skewing, coiling, waving

numerical scheme: separation of timescles, derivatives of intrinsic curvature over time, against cross section growth rate gradient.

decoupling the tropic dynamics parallel and perpendicular to the slope.

each curing given an energy, can predict transition between states

skewing is different, seen in mutants. It’s the intrinsic twist

cdc42 mobility changes yeast shape and survival

As title says

Jagged ligand improves notch signaling

Notch, delta, jagged

Synthetic biology

stochastic model SELEX

to select aptamers with highest affinity : https://www.basepairbio.com/what-is-an-aptamer/

Optimal policy: A1 A2»T, T»1

Cytoplasm is organized, crowding

Crowded with macromolecules

Crowding of cell free gene expression change noise; simulations

Crowding gives attraction to membrane

Simulations

Impacts transcription and translation in cell-sized vesicles

Elisa from Cornell : titrable in vivo Cre-loxP in E. coli

Somatic differentiation

Er binding site, beta estradiol

DH10B RepOrter yfp

Research in Germany

MPI

Write emails with info from website

humburg scholarship

6+2 years super generous funding enough to hire 2 postdoctoral, to early scholars

Foreigners 9 years after doctor degree has to be employed, so many leaves

University and Scores important, papers slow so not so important

DPG MEETING

140 directors, each has a way of sponsoring

Andrew Mackenzie

Go for Nobel prize, not professorship

Want to hire people with 20 yers of career left

Six months danger period, then 3 years safe

Cell fate transition

cell type order parameters

Saw last year

Order parameters:

scTop python package

Class IV da neurons Laval development

Macroscopic measurable: dendrite Densities, front velocity

Dendrite grow in stochastic manner

Mean field descriptions: grow, shrinking, stall states

master equations

Very in detail

Yale integrated graduate program in physical and engineering biology

synNotch expression in fruit fly

Delta notch: contact based intercellular signaling

Vortex based model framework

Intracellular transport and organization

super resolution

STORM, PALM, FPALM, all in 2006

Correlative live cell and super resolution microscopy

Post translation modification: Tyrosinated/detyrosinated, de- is important , sparse and stochastic

De- VASH interact with MT

Mean square displacement analysis

Simulation:

In vitro experiment of Microtubules

switch and detach at intersections of microtubules

diaplacement≤path length, from experiment

Kinesin-1,2,3, bidirectional transport

Different detect rate

Kinesin compete for dynesin in a tug of war

segment analysis of slow trace

motor

MTOC, convergence and target scretion of granules

Natural killer cells

Growth of axonal caliber

Axonal neurofilament as caliber modulators

Six state model Jung and Brown 2009, Li etc 2014

intracellular drug transport in single cell

Hoechst dye to measure effenciency

alien proteomics, diffusion through nuclear pore

Nuclear pore complex

FG-nucleoporin (IDR)

Active transport vs passive diffusion

\Delta F(R)

Inject frog oocyte into E. coli

cone shaped hiv capsid through nuclear pore complex

Free energy of nuclear protein

Narrow end enter first

ER for transport Calcium ion

Ca bound to high capacity buffer proteins in ER

locally release in spikes

Reaction-diffusion model for calcium and buffer proteins

local cytoplasm concentration

in ER Lumen: proteins spread super diffusively; active runs along tubules, from single particle trajectories

altering morphology by morphogen expression: Rtn3 overexpression; Atlastin knockout

collective behavior

biofilm=cells+matrix

SPP2389- emergent function of bacterial multicellularity

Ng bacteria

flow-dirven cancer cell migration

autologous chemotaxis is a mechanis cancer cells fall onto XXX

chemotaxis vs. mechanosensing

chemotaxis fails at high cell density

motility induced phase separation of deformable cells

所谓 phase separation,就是一筐红绿豆自己分成两堆

rigid particles aggregate and sort without adhesion

2d layer of deformable active brownian particles

simulation: high deformability easier to phase separation, shorter collision time

BioPACIFIC program at UCSB and UCLA

Geometric programming of collective sensing of neural cells

Oregon State University, Chinese speaker

a cross shaped titch, with five wells at 4 tips and 1 crossing, (infinitely peridic? not sure)

flow switch of GM and ATP

longer period leads to more well synchronized nodes. edge probability pattern

Ear, hair cells tune cochlea to criticality

impedance

seems have heard last year

Bo Sun Gourp member?

Social Interaction

pretty big hall actually

The Use of Laser Speckle Spectroscopy for Subtle Detection of Infantile Ants

Geogeria tech

pixel photon intensity, not direct movies, to detect movements. also sounds like something last year.

density functional fluctuation theory to model basketball

NBA has position data every 40 ms!

50 feet x 50 feet heatmap of shots

postulates: location of ball changes player spatial tendencies, 2 types of player defense and offense

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forecast a play, evaluate a position, improving a player’s positioning.

honeycomb formation under geometric frustrations

decentralized division of labour, to build honeycomb

a lot of energy cost, not always on flat plane.

3d printing to prepare substrate for bees, for data repeatability. basically they make plastic cells of different sizes, and see how bees build upon them.

geometric frustrations: shifts, tilts, sizes

forcing smaller cell size → X-ray microscopy

some ~24% of the cells are filled with wax

larger cells → tilting of wax walls, can be 3x bees’ normal honeycomb cell size

winner and loser emergence in zebrafish fights

what is a fight, what is a winner and dominance, how fights start and end.

6 pairs fo fish, 3 body points of 2 fish in 3d, experimental tracking

defining winner: post-fight position asymmetry

fight-bout micostructure to mesoscopic fight-maneuvers.

phase space: \((\theta_W, \theta_L, D_{pp})\)

Chimera states among synchronous fireflies

Lewis and Cratsley Annu. Rev. Entomol. 2008. temporal patterns of different species

https://fireflyexperience.org

\[\dot\theta_i=\omega_i+\frac{K}{N}\sum_j\sin(\theta_j-\theta_i)\]

chimera states for couples oscillators: part of the agents are synchronized, some are not, they coexist

example: unihemisphere sleep in marine mammals

South carolina, Congaree National Park

Synchronization of human networks

Moti Fridman (Bar Ilan University)

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previous works deal with the case where everyone sees everyone

violin players,但是成员互相看不到对方,one control position(? why need it)

bidirectional and delay

even number of plays give checker board out-of-phase pattern

odd number gives frustration, they need to ignore one of the plays, changing the connectivity of network, glass state

unidirectional network: humans change coupling strength at will when there is no delay

Mechanics of cells and tissues

division and differential adhesion drive cell self-segregation during embryo morphogenesis

Voronoi cell model for cell monolayers

contact tension controls tissue structure

mechanosensing breast cancer spheroids

another Bo Sun group member.

to segment and track the cells in 3d: PEN projection enhanced network, on top of a Cellpose 2d neural network.

classify cell shape phenotypes with SVM

filopodia leads invasion

kinetics of cell aggregation

cell-cell contacts: Guo et al Biophysics J. 2006

cell-substrate interactions:

感觉是个大杂烩,啥都有

matrix mediated mechanical interactions, so what does matrix mean?

ChatGPT:

In biology, a matrix refers to a non-living or extracellular substance that provides structural support or serves as a medium for cellular interactions. The matrix can be made up of various components such as proteins, polysaccharides, and minerals, and it can be found in different biological contexts, such as bone, cartilage, connective tissue, and the extracellular matrix surrounding cells.

For example, in bone tissue, the extracellular matrix provides support and rigidity to the bone and is primarily composed of collagen fibers and mineralized calcium phosphate. In cartilage, the matrix is composed of collagen and proteoglycans and serves as a cushion between bones in joints. In connective tissue, the matrix provides support and allows for the exchange of nutrients and waste products between cells.

In summary, the matrix is an essential component of many biological tissues and provides structural support and a medium for cellular interactions.

epithelia tissues as hexnematic liquid cystals, and instabilities

Heager et al, J. Exp Med 2020

hexatics in a channel, momentum conservation and orientation dynamics

dispersion relation and unstabilities

very classical dynamics study, as classical as those on textbooks

Multiscale measurements of mechanical stress in 3D co-cultures using a deformable micro-device

巴斯德研究所

cell level reponse to tissue level mechanical xxx

mechanic stress on each cell depends on position and neighbors; global deformation is accumulation of local stressees.

Mechanoregulation of biofilm homeostasis

EPFL, Lausanne, Switzerland

biofilm in hydrogels

size control hypotheses: mechanical, growth rate, cell death

mechanosensing of embedded spheroids and cell invasion

inserted in a fibrous network consisting of collagen, and other proteins

3d vertex models

https://github.com/ZhangTao-SJTU/tvm

density variation of fibroblasts near topological defects

ridges to introduce topological defects, ridge height as proxy for ridge strength

shape dependent rate of division as the mechanism

cell density changes

slicing softly with paper

paper cutting machine to use paper cutting into gels

small angle, thickness: buckling → cutting → indention

larger angle, only buckling → indention

appled stress must exceed critical threshold, but below buckling threshold

dangerous thickness: 65 microns

Vasculogenesis

cardiovascular system is 1st organ system to form in a vertebrate embryo. 2 steps: vasculogenesis and angiogenesis

then totally lost

Cell shape and fate changes in 3D model of mammalian hair follicle development

3d vertex model

2 hypotheses: 1. changing cell autonomous properties; 2. extrinsic force. model 2 wins

WTH is E15.5 morphology

Lisa Manning group

Emergent chirality in active solid rotation of pancreas spheres

ChatPDF and Humata.ai

ChatPDF is almost unusable, there is no context, and cannot break lines. They even answered in French first

Humata.ai: The paper investigates the rotational dynamics of spherical tissues using murine pancreas-derived organoids as a model system. The study uses an active vertex model to demonstrate how the interplay between traction force and polarity alignment can account for distinct rotational dynamics. The study also investigates the emergence of chiral symmetry breaking in multicellular systems using experiments and simulations of rotating pancreas spheres. The authors propose that topological defects in the polarity field underlie the symmetry breaking. The article discusses the role of geometry in the behavior and properties of epithelial tissues, including cell division, patterning, and left-right symmetry breaking.

语速还挺快

geometric constrains

3D上皮 collective dynamics, mouse pancres self organize into a sphere, inside filled with lumen

distinct rotational modes: rotation, rotation arrest, drift in rotation axis → mechanism?

active certex model: force balance, polarity dynamics

solid rotation, or fluid exchange of neighbors. solid body rotation fraction.

rotation axis drift is reminiscent of yielding like transition

cell shape orientation is almost stable, not a uniform random distribution when there is rotation, but uniform random without rotation

polarity dynamics: 2 types of solutions

other structures: cubodal, compact, multi-lumen: this is the proposed future direction

collective behavior

spying on bacteria in 3d

Isolated cells:

Ball pit for E. coli cells for them to tumble

Active hopping and trapping


granular hydrogel matrix supports 3d printed colonies

Collective motion, not diffusion

Consumption and chemotaxis

How to keep front together: Change initial position. Chemostatic velocity

Sensing = F(c)

multicelluarity w/ Differentiable Molecular Dynamics Simulations

Jax-MD: github.com/google/jax-md

machanism for regulating division

“learned params consistently yield homogeneous growth”

don’t like this project very much. which part is done by the speaker?

collective behavior of swimmers in intermediate Reynold number

model of dumbbell in fluid, 2D [torque and force] free

pair of dumbbells: puller and pusher

Chemotactic motility-induced phase separation

Chemotactic

student of the invited speaker of this session, award winner.

motility-induced phase separation: 抖豆子抖成堆

chemotaxis: directed motion in response to chemical gradient

particle volume fraction, chemoattractant concentration,

sets up an allowed region of phase separation

arxiv:2301.12345

Anomalous collective dynamics of dividing chemotactic agents

Chemotaxis + population dynamics

non-equilibrium continuous phase transition

some kind of reaction diffusion equations for \(\rho, c\)

chemotactic interactions can alter {} near critical point

Crowds with large pressures

non-equilibrium

microscopic: Vicsek model, Helbing-Molnar model; macroscopic: mechanical spectroscopy of insect swarms, equation of state

sys behave like equilibrium: Silverberg 2013 PRL

why works? difference of time scales: relaxation time » collision time.

agents packed: potential energt not equi-partition, but kinetic energy are.

phenotype probability distinguishes mutants from wildtype social bacteria

M. xanthus form persistent or not persistent dunes.

Morphogenesis

tension triangle

8:30-8:40

Order and anisotropic form coherent T1 that drive flow

A lot of UCSB, actually one group having 2 talks back to back

Tension isogonal decomposition

Could be applied to wing disk, neurolation,

from gene to geometry

Cells → sheet → tube → cortex

multi view confocal, Bayesian based deconvolution, deep tissue imaging

Knockout and shape differs

TubLUAR: tube like surface Lagrangian analysis resource

How gene → calcium signaling → muscle contraction → endodem strains → organ shape

plant Biology

root hair

self anchoring, 仿生根 robot, can dig into fake moon soil, for soil sampling and sensor implanting

Heterogeneous cellular growth in root

Directly connected to organismal shape

cell behavior to organisms

Discrete element simulation

Meristematic and elongation zone

Turing pattern in vegetation

Experiment: Australien fairy circles regenerated

WebGL and JavaScript

network architecture of plant pathogen interactions

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Translation/degradation, xxx, xxx

Simple model. complex systems

Rockefeller U.

water solubility of hydrophobic xxx with phytoglycogen(PG) nano particles

University of Guelph, in Canada

Astaxanthin-

Carotenoid solubilization strategy

OSA modification changes absorption spectra

Emergent behavior in biological systems

Emergent Spatiotemporal Communication Patterns in Insect Swarms

Chemical signaling (bees) and visual signaling (fireflies)

Worker bees scent to amplify the feromon of the queen to locate the queen

Also Happens in fed bees to locate food


Visual signals by fireflies

非线性动力学的课本居然有 synchronization, slide 和之前看过的一样

Can only see a small portions of fireflies in the wild

Controlled environment

Talking to fireflies with LED

anatomy of E. coli colony expansion

Height depends on glucose concentration

mechanical information processing by action cytoskeleton

Focal adhesion

Pretty biology heavy

CryoET

Tomography

Capture topological features on sparse density data

Image voxels and compare with alpha fold candidates.

Is this risky for cyclic reasoning?

protein assembly

最后一天,没有心气记笔记了……