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    Phototransduction from frogs to flies

    Modeling signal transduction

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    Eye as an evolutionary challenge

    To suppose that the eye, with all its inimitable

    contrivances , could have been formed by natural

    selection, seems, I freely confess, absurd in the highest

    possible degree. Yet reason tells me,

    C. Darwin, The Origin of Species:

    Darwin goes on to describe how eye may have evolved

    through accumulation of gradual improvements

    A number of different designs exist:e.g. vertebrate, molluskan or jellyfish camera eyes

    or insect compound eye

    The eye may have evolved independently 20 times!!

    (read Cells, Embryos and Evolution by Gerhart&Kirschner)

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    Copepod's 2 lens telescope

    Trilobite fossil 500 million years

    Black antHouse Fly

    Scallop

    Octopus

    Cuttlefish

    See Gerhart and Kirschener Cells Embr os and Evolution

    Eyes are present in most metazoan phyla: how did they evolve?

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    The grand challenge:

    What can we learn from the similarities and differences

    in the architecture/anatomy, development and

    molecular machinery of eyes (or light sensitive cells) indifferent species?

    To understand the evolutionary processes thatunderlie the appearance of a complex organ (an eye).

    To what extent is the similarity between different

    eyes (e.g. vertebrate and mollusk) is due to common

    ancestry or is the result of evolutionary convergencedue to physical constraints?

    BUTbefore we can address the question of evolution

    we need first to learn how it works

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    More broadly:

    Molecular pathway(s) of phototransductionare similar to many other signaling pathways:

    olfaction, taste, etc

    Comparative Systems Biology

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    Modeling

    molecular mechanisms ofphoto-transduction

    Case studies: 1) vertebrate and 2) insect

    Phototransduction as a model signaling system

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    Vertebrate Rods and Cones

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    Vertebrate photoreceptor cell

    hv

    Light reduces the

    dark current into the cell

    Na+ Na+, Ca2+100mm

    Rod

    Outer

    Segment

    (2000Discs)

    Discs

    Rhodopsin

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    Turtle Cone

    Turtle Rod: a flash response family shown

    on different time scales

    Intracellular Voltage in Rods and Cones

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    Measuring currents

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    Patch clamp

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    Single Photon Response

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    Patch clamp recordings

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    K

    K

    Na, Ca

    Na, Ca

    K

    K KK

    Na

    Na Na

    Na

    cGMP

    Ca,KCa,K

    K K

    cGMP

    K

    In the dark a standingcurrent circulatesthrough the rod.

    Light shuts off theinflux of current into

    the outer segment, while Kcontinues to exit the innersegment causing the cell

    to hyperpolarize.

    Na,Ca channels of outer segment need cGMP to stay open

    Electrophysiology of Rods

    ATP drivenNa/K pump

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    Rhodopsin

    undergoes light-induced

    conformational change

    opsin, a membrane proteinwith 7 transmembrane

    segments

    chromophore,11-cis retinal

    +

    Light detector protein: Rhodopsin

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    cis/trans retinal transition

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    cytoplasmic side

    Light-induced conformational transition

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    Rhodopsin is a G-Protein coupled receptor

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    b2adrenergic receptor

    Rhodopsin

    cytoplasmic end

    Seven-Helix

    G-protein-

    Coupled

    Receptorsform a large

    class(5% C. elegans

    Genome !)

    Rh d i i G P t i l d t

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    Rhodopsin light

    Rh*

    Tabg Ta + TbgGDP GTP

    about109rhodopsinmolecules and about108 G-protein moleculesper rod outer segment (ROS)

    photoactivated rhodopsin

    (Rh*) forms in about 1 ms

    and serially activates 100 to

    1000 Transducin moleculesper second

    Transducinis a

    heterotrimeric

    G protein

    specific to vision

    Rhodopsin is a G-Protein coupled receptor

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    gb

    a

    guanine nucleotide

    binding site onasubunit

    a subunit: 35-45 kDbsubunit: 35-40 kDg subunit: 6-12 kD

    At least 15 different genes forasubunit and several differentgenes for b andgsubunits

    G- proteins

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    extracellularcell membrane

    gbaGDPG protein coupled

    receptor (GPCR)

    Resting state:

    (G protein off)

    gb

    aGDP

    receptor activated byaction of external

    signalBinding of activated

    receptor to G protein

    opens guanine nucleotide

    binding pocket onasubunit

    1.Steps in activation

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    Theaand bg subunitsdissociate from activated

    GPCR

    bg

    GDP

    aGTP

    gba

    *GTP

    2. GDP -- GTP exchange at nucleotidebinding site activates the G protein

    gba*

    GTP

    3.

    Activated a subunitstimulates effectorproteins: enzymes or

    ion channels

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    Rhodopsin light

    Rh*

    Tabg-GDP Ta-GTP+ Tbg

    PDE PDE*

    cGMP GMP

    CNG Channels: OPEN CLOSED

    Effector

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    Guanylate Cyclase

    GTP cGMP + PPi GMP

    Phosphodiesterase

    Where did cGMP come from?

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    Enzymes:

    Phosphodiesterase (PDE)

    Adenylyl cyclase

    Phospholipase C

    hydrolyzes cyclicnucleotide;

    e.g. cGMP GMP

    synthesizes cAMPfrom ATP

    hydrolyzes PIP2to produceIP3and diacylglycerol (DAG)

    Ion channels: e.g. K, Ca and Na channels

    G Protein Effectors Include

    Shut off

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    Rhodopsin light

    Rh*

    Tabg-GDP Ta-GTP+ TbgPDE PDE*

    cGMP GMP

    CNG Channels: OPEN CLOSED

    Next question:How are the activated

    intermediates shut off?

    Shut-off

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    Rhodopsin inactivation

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    gba

    *GTP g

    baGDP Pi+

    In Time

    gba

    GDP

    Taandbgre-associate

    Ta-GDPdissociates from PDE*

    which re-inhibits PDE*

    Transducin is inactivated by the aintrinsic GTPaseactivity which hydrolyzes GTP to GDP

    Accelerated

    byPDE*

    Th i t i i GTP ti it f th b it

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    gb

    a*GTP

    The intrinsic GTPase activity of the asubunitis regulated by a GAP (GTPase accelerating protein)

    RGS-9

    gbaGDPPi

    +

    Ta*shut off is acceleratedby action of RGS-9

    Regulator of G-protein signaling

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    This is accelerated by low Ca (feedback signal!) that

    stimulates Guanylate Cyclase

    GTP cGMP + PPi

    Recovery to the resting state requires resynthesis

    of the cGMP that had been lost to hydrolysis.

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    K

    K

    Na, Ca

    Na, Ca

    K

    K KK

    Na

    Na Na

    Na

    cGMP

    Ca,KCa,K

    K K

    cGMP

    K

    channel closure shuts off Cainflux, while efflux by

    Na:Ca,K exchange

    continues and internal Ca

    declines. The fall in [Ca] is the

    [Ca] feedback signal.

    Ca- the second 2ndmessenger

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    Ca2+

    Regulation of Guanylate Cyclase

    Negative feedback

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    Signaling

    cascade

    Alberts et al, Mol Bio of the Cell

    Converts a microscopic stimulus

    activation of a single molecule

    -into a macroscopicresponse

    li h

    Phototransduction Cascade

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    Rhodopsin

    light

    Rh*

    cGMP GMP

    CNG Channels: OPEN CLOSED

    1st Stage of amplification:

    200 - 1000 G*per Rh*

    2nd Stage amplification:

    each PDE* hydrolyzes~ 100 cGMP molecules.

    Gabg- GDP G*a- GTP+ Gbg

    Phosphodiesterase (PDE) PDE*

    Total gain:

    2 x 10

    5

    10

    6

    cGMP / Rh*

    channel closure

    generates

    electrical signal

    Phototransduction Cascade

    as an enzymatic amplifier

    GC*

    GTP

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    supporting cellolfactory knob

    cell body

    tight junction

    mucus filmolfactory cilium

    receptor dendrite

    basement membraneaxon

    Olfaction:

    Odor Olfactory receptor

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    Olfactory

    receptor

    Odor

    ligand

    R*

    cAMP AMP

    CNG Channels: OPEN

    Gabg- GDP G*a- GTP+ Gbg

    AC*

    PDE*

    DEPOLARIZATION

    OF THE CELL

    Olfactory receptor

    cascade

    ATP

    AC Adenylate cyclase

    R

    I t b t Ph t t d ti

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    Rhodopsin light

    Rh*

    Gq- GDP Gqa- GTP+ Gqbg

    Phospholipase C PLC*

    Trp Channels: CLOSED OPEN

    PIP2 IP3 & DAG( phosphoinositol 3,4 bisphosphate )

    ?

    Invertebrate Phototransduction

    Cascade

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    Enzymatic amplifier modules

    G

    G*

    Rh* PDE*

    cGMP

    GTP GMP

    GC PDE*

    1ststage:

    G-protein (Transducin)

    activation and deactivation

    2ndstage:

    cGMP hydrolysisand synthesis

    GTP

    GDP

    GTP

    GDP Pi

    Note: [GTP] / [GDP] & [GMP] acts a metabolic power supply

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    More examples of amp modules

    G

    G*

    GEF GAP

    GTP

    GDP

    GTP

    GDP Pi S

    SP

    Kinase Phosphotase

    ATP

    ADP

    Pi

    Small GTPases:

    Ras, Rho, Rab, Rap, Reb,

    cGMP

    GTPGMP

    ReceptorGuanylate

    CyclasePDE5

    Nitric

    Oxide

    Vasodilation

    Viagra

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    General push-pull amplifier circuit

    Xa

    Xc*

    Eact Ede-act

    d

    dtX k X E k X Eact de act [ *] [ ][ ] ' [ *][ ]

    [ *] [ ][ ] ' [ ]

    [ ]X k Ek E k E

    Xact

    act de act

    tot+

    Steady state:

    c

    a

    b

    a+b c

    Power supply:

    Note: [X*]/[X] = e-bDE

    because the system is held out of equilibrium byfixed [c]/[a] maintained by metabolism

    maintainshigh [c]/[a]

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    Amplifier gain and time constant

    d

    dtX X k X Etot act [ *] [ *] [ ] [ ]+

    1

    Small change in [X*] induced by a small change in[Eact]:

    Linear response (in the Fourier domain):

    [ *]( )

    [ ]( )

    [ ]X

    E

    k X

    iact

    +1

    Time constant +

    k E k E act de act[ ] ' [ ]

    Static gaing k X [ ]

    Note: g ~ the gain-bandwidth theorem !!

    Linear analysis of vertebrate

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    Linear analysis of vertebrate

    phototransduction

    Rh* deactivation + 2 amplifier modules

    with negative feedback via [Ca++]

    Good approximation to weak flash (single photon) response

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    Linear analysis of the cascade

    Ch cGMP

    g g Rh

    i i

    G cGMP

    G cGMP

    * ~ [ ]( )*( )

    ( )( )

    + +1 1

    PDE* ~ G*

    Assuming stoichiometric processes ofPDE* and Ch* activation are fast :

    Ch* ~ cGMP*

    d

    dt

    G G g Rh

    d

    dtcGMP cGMP g G

    G G G

    cGMP cGMP cGMP

    * * *

    [ ] [ ] *

    +

    1 1

    1 1

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    Hard and Soft parameters

    Kinetic constants/affinities -- hard parameters

    change on evolutionarytime scale

    Enzyme concentrations -- soft parameters that

    can be regulated by

    the cell.

    Golden rule of biological networks:anything worth regulating is regulated

    +

    k E k E act de act[ ] ' [ ]g k X [ ]e.g.

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    General behavior

    X

    Y

    g g

    i in

    n

    *( )

    *( )

    ...

    ( )...( )

    + +1

    11 1

    Impulse response in the time domain:

    X t

    Y

    *( )

    *( )0 {

    g g tn

    n

    n

    1

    1

    .....

    at short times

    at times timesg g ent Max

    1.../

    10

    ...*( )

    *( )~

    /

    n

    n

    n

    tX t

    Yg

    te

    For:With n=3

    - good fit to

    single-photon

    response

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    Case of feedback

    Ca Caddt

    Ca Ca g cGMP [ ] [ ] [ ] +

    + gF[Ca]

    G G

    cGMP cGMP

    d

    dtG G g Rh

    d

    dtcGMP cGMP g G

    * * *

    [ ] [ ] *

    +

    via Ch*

    feedback

    cGMP

    Rh

    g g i

    i i i g g

    G cGMP Ca

    G cGMP Ca Ca F

    ( )

    *( )

    ( )

    ( )[( )( ) ]

    +

    + + +

    1

    1 1 1

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    Consequences of negative feedback

    cGMP

    Rh

    g g i

    i i i g g

    G cGMP Ca

    G cGMP Ca Ca F

    ( )

    *( )

    ( )

    ( )[( )( ) ]

    +

    + + +

    1

    1 1 1

    Reduction of static gain: g g g g

    g gG cGMP

    G cGMP

    Ca F

    ( )1

    g gCa FCa cGMP

    Ca cGMP

    ( )

    2

    4

    Accelerated recovery:

    Ringing:

    Signal and Noise: How much gain is

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    Signal and Noise: How much gain isenough?

    Single photon signal:

    I ~ 2 pA

    I Dark~ 60 pAI /I Dark~ 3%}

    Whats the dominant source of

    background noise?

    Thermal fluctuations?

    CVCV V k T

    V

    V

    k T

    CVDark B

    Dark

    B

    Dark

    2

    2

    6

    210

    ~

    ROS capacitance C ~ 20pF

    Negligible !

    R h

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    Reaction shot noise

    d

    dtX X X t* ( ,..) ( *,..) ( ) ++

    Langevin noise

    (i.e. Gaussian, White)

    ++

    ( ) ( ) ( ) ( )t t0

    E.g. if- = 0 consider DX* produced over time Dt

    # of molecules

    z

    +D

    D D D

    X dt

    X X dt t X

    *

    ( *) * [ ( )] *

    2 2 2Poisson

    process

    Ch l i i

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    Channel opening noise

    d

    dtCh cGMP Ch Ch t Ch* ([ ]) * ( ) +

    g 1

    ChD* =< Ch*> = Chg([cGMP]D)ChTot

    ( *)

    ( *)~

    * *

    /

    *

    *

    Ch Ch Ch

    Ch

    Ch Ch

    Dark

    D

    2

    2 1 21 1

    10

    1%

    > 4

    Channel flicker noise:

    Plus fluctuations of [cGMP]:

    ( *) ( [ ]

    *

    Ch Ch f cGMP D cGMP Ch2 2

    + / ) ( ) >

    Note: this Poisson lawholds generally formass action

    < 3% signal

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    cGMP fluctuations

    Note: voltage response is coherent over the whole

    rod outer segment, hence must consider

    the whole volume Vros ~ 104mm3

    #cGMP = [cGMP] Vros ~ 10mM 104

    mm3

    ~ 107

    Negligible fluctuations

    L lit f i l h t

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    Locality of single photon response

    hv

    Na+, Ca2+100mm

    cGMP

    depletion

    G* and PDE*

    activity

    l D m s s m

    l m s s m

    cGMP cGMP cGMP

    G

    ~

    ~

    m m

    m m

    ~ . ~

    . ~*

    10 5 20

    10 5 2

    3 2 1

    2 1

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    Single photon response variability

    Baylor-Riecke:

    coefficient of

    variation

    [ ]~ .

    /D D

    D

    I I

    I

    p p

    p

    2 1 2

    0 25

    What is the largest source of

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    What is the largest source ofresponse variability?

    Spontaneous activation G -> G* ??

    < 10-7 s-1 Negligible even with 108 G molecules !

    Variability of Rh* on- time Dt ??

    DG* ~ kDt = Rh*1storder Poisson process:

    ( )D D

    D

    t t

    t

    2 2

    21

    Baylor& Reicke measured:

    ( ) ~.

    D D

    DI I

    Ip p

    p

    2 2

    205

    Poisson process of order 20 !!!

    M lti t d ti ti f Rh*

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    Multistep deactivation of Rh*

    Meta-Rhodopsin shut-off:

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    ATP

    Rh* Rh*-PO4 Rh-PO4-Arrestin

    Rhodopsin

    Kinase Arrestin

    (active) (inactive)

    Arrestin is a 48kD

    accessory protein

    Rh Kinase is

    turned on by

    binding to Rh*

    Meta-Rhodopsin shut-off:

    S

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    Summary:

    What we have learned:

    GPCR / cyclic nucleotide cascade

    Enzymatic amplifier module

    and linear response

    Noise analysis

    Tomorrow

    from frog to fly and from linear to non-linear

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    Acknowledgements

    Anirvan Sengupta, (Rutgers)

    Peter Detwiler (U. Washington)

    Sharad Ramanathan (CGR/Lucent)