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Comparative Danger Sensing 1by Chris Forden
Hypothesis: Individual immune cells correlate danger signals to antigens
● Proposed comparative danger sensing● Existing circumstantial evidence● 3-party assay to test hypothesis● Tumors probably bifurcate by DS vs. TAA● Precedents in other signal processing systems● Further reading in appendices
Comparative Danger Sensing 2by Chris Forden
Simple comparative danger sensing scheme
● Consider a primitive immune system of only Tc – no APCs
● Each Tc can receive exactly 3 signals all on cells
Danger (Fas (receptor), MICA, other ligands of NKG2D)
Cognate Ag MHC validity
● (presumably the presence of the endogenous, antagonist pMHC that positively selected the T cell in the thymus)
● Each Tc sequentially scans many tissue cells (for demo purposes, shown as few cells)
Comparative Danger Sensing 3by Chris Forden
APC-less Tc scenario
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
Comparative Danger Sensing 4by Chris Forden
Scenario 1: Cognate peptide is viral
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
Comparative Danger Sensing 5by Chris Forden
Scenario 1: Cognate peptide is viral
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
Comparative Danger Sensing 6by Chris Forden
Scenario 1: Cognate peptide is viral
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
Comparative Danger Sensing 7by Chris Forden
Scenario 1: Cognate peptide is viral
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
Comparative Danger Sensing 8by Chris Forden
Scenario 1: Cognate peptide is viral
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
Comparative Danger Sensing 9by Chris Forden
Scenario 1: Cognate peptide is viral
Viral peptide
T
Virus Healthy-self protein/peptide
MHC
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
!!
Comparative Danger Sensing 10by Chris Forden
Scenario 2: Cognate peptide is healthy self
Viral peptide
T
Virus Healthy-self protein/peptide
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
MHC
TCR to Self
Comparative Danger Sensing 11by Chris Forden
Scenario 2: Cognate peptide is healthy self
Viral peptide
T
Virus Healthy-self protein/peptide
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
MHC
TCR to Self
Comparative Danger Sensing 12by Chris Forden
Scenario 2: Cognate peptide is healthy self
Viral peptide
T
Virus Healthy-self protein/peptide
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
MHC
TCR to Self
Comparative Danger Sensing 13by Chris Forden
Scenario 2: Cognate peptide is healthy self
Viral peptide
T
Virus Healthy-self protein/peptide
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
MHC
TCR to Self
Comparative Danger Sensing 14by Chris Forden
Scenario 2: Cognate peptide is healthy self
Viral peptideVirus Healthy-self protein/peptide
! !
!
!
!
Danger Signal
!
!! !
!
!
!
!
!
! !
!!
MHC
TCR to Self
T
Comparative Danger Sensing 15by Chris Forden
Scenario 2: Cognate peptide is healthy self
Viral peptideVirus Healthy-self protein/peptide
! !
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
!!
MHC
TCR to Self
! !
T
Comparative Danger Sensing 16by Chris Forden
Serendipitous evidence from published experiments
● Bystander cytotoxicity assays After Tc kill cognate targets, Tc kill bystanders with FasL.
!
! !
!
T
Cold, cognate targets
51Cr Labelled, non-cognate “bystander” or “reference” cells
!
! !
!
Comparative Danger Sensing 17by Chris Forden
Theoretical objections
● Some organs such as the liver, constitutively display Fas.
● Why doesn't the presence of other cell types (example blood vessel lining) without Fas trigger toxicity against the liver?
Do Tc have receptors that can distinguish tissue types?
Are cells from interspersed organs (vascular, neurons, membranes, immune, etc.) to few to serve as effective reference cells?
Comparative Danger Sensing 18by Chris Forden
Easy yes/no test of hypothesis
Similar to published, well-known 3-party assay
Comparative Danger Sensing 19by Chris Forden
Similar to these previously performed tests
Standard, “2-party” cytotoxicity assay!
! !
!
T
51Cr Labelled, cognate targets
Comparative Danger Sensing 20by Chris Forden
Similar to these previously performed tests
3-party “bystander” cytotoxicity experiment!
! !
!
T
Cold, cognate targets
51Cr Labelled, non-cognate “bystander” or “reference” cells
!
! !
!
Comparative Danger Sensing 21by Chris Forden
Easy yes/no test of hypothesis
3-party “reference-cell” experiment, which labels the cognate targets instead of high- and low-danger “bystanders.”
!
! !
!
T
51Cr Labelled, cognate targets
Cold, non-cognate “bystander” or “reference” cells
Comparative Danger Sensing 22by Chris Forden
Easy yes/no test of hypothesis
Quantitatively greater amounts of Danger Signals on reference targets
!
! !
!
T
51Cr Labelled, cognate targets
Cold, non-cognate “bystander” or “reference” cells
!
! !
!
!
!! !
!
!
Comparative Danger Sensing 23by Chris Forden
Bifurcation of tumor cell populations
● Eventually two sub-populations emerge: Danger signal+, TAA- Danger signal-, TAA+
● Negative correlation between DS and TAA causes tolerance
Comparative Danger Sensing 24by Chris Forden
Cytotoxicity synergy between danger signals and cognate Ag
Costimulation of CD8αβ T cells byNKG2D via engagement by MICinduced on virus-infected cells
by Veronika Groh, Rebecca Rhinehart*, Julie Randolph-Habecker*, Max S.Topp, Stanley R. Riddell and Thomas Spies
from
Targets
Blocking mAbs
march 2001 • volume 2 no 3 •
nature immunology
Comparative Danger Sensing 25by Chris Forden
Bifurcation of tumor cell populations
● Cytotoxicity synergy between danger signals and cognate Ag
● Tumor cells have 3 ways to evade immune attack:
Reduce danger signals Reduce TAA display Both of the above
● Each of the 3 escape paths are followed by some mutant cells
Comparative Danger Sensing 26by Chris Forden
Bifurcation of tumor cell populations:
danger sig++ vs. danger sig-
Broad tumor-associated expression and recognition by tumor-derived γδ T cells of MICA and MICB
from
Control Ig
MIC
by Veronika Groh, Rebecca Rhinehart*, HEATHER SECRIST‡,
STEFAN BAUER*§, KENNETH H. GRABSTEIN‡, and Thomas Spies
Proc. Natl. Acad. Sci. USAVol. 96, pp. 6879–6884, June 1999Immunology
Comparative Danger Sensing by Chris Forden
Bifurcation of tumor cell populations:
danger sig++ vs. danger sig-
Broad tumor-associated expression and recognition by tumor-derived γδ T cells of MICA and MICB
by Veronika Groh, Rebecca Rhinehart*, HEATHER SECRIST‡,
STEFAN BAUER*§, KENNETH H. GRABSTEIN‡, and Thomas Spies
from:
Proc. Natl. Acad. Sci. USAVol. 96, pp. 6879–6884, June 1999Immunology
Weakly bifurcated sub-populations?
Strongly bifurcated sub-populations
Comparative Danger Sensing 28by Chris Forden
What if tumor cell populations split into
danger sig+, TAA- vs. danger sig-, TAA+ ?
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
TSA peptide
TSA molecular chain
!
T
Healthy-self protein/peptide
MHC
TCR to TSA
Comparative Danger Sensing 29by Chris Forden
What if tumor cell populations split into
danger sig+, TAA- vs. danger sig-, TAA+ ?
Healthy-self protein/peptide
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
TSA peptide
TSA molecular chain
!
T
MHC
TCR to TSA
Comparative Danger Sensing 30by Chris Forden
What if tumor cell populations split into
danger sig+, TAA- vs. danger sig-, TAA+ ?
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
TSA peptide
TSA molecular chain
!
Healthy-self protein/peptide
MHC
TCR to TSA
T
Comparative Danger Sensing 31by Chris Forden
What if tumor cell populations split into
danger sig+, TAA- vs. danger sig-, TAA+ ?
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
TSA peptide
TSA molecular chain
!
Healthy-self protein/peptide
MHC
TCR to TSA
T
Comparative Danger Sensing 32by Chris Forden
What if tumor cell populations split into
danger sig+, TAA- vs. danger sig-, TAA+ ?
!
!
!
Danger Signal
!
!! !
!
!
! !
!
!
! !
!!
TSA peptide
TSA molecular chain
!
Healthy-self protein/peptide
MHC
TCR to TSA
T
Total tolerance eventually results
Comparative Danger Sensing 33by Chris Forden
Bifurcated tumor populations may depend on growth factor inter-transmission
!!
!
!
!
Growth factor Growth factor receptorTSA molecular chain
Comparative Danger Sensing 34by Chris Forden
The low-danger sub-population can express any protein without attack from the immune system.
Bifurcated tumor populations may depend on growth factor inter-transmission
!!
!
!
!
Growth factor Growth factor receptorTSA molecular chain
The TAA- sub-population is constrained against expressing any detectable TAA to avoid attack from the immune system, so it may require external stimulation to thrive, while it protects the TAA+ cells.
Comparative Danger Sensing 35by Chris Forden
Precedents from other disciplines
● Neuroscience A single dendritic branch of an amacrine cell in the
eye, can distinguish between stripes moving radially inward from stripes moving radially outward.
Such computation is probably as complex as the proposed correlation function for Tc
AEuler T, Detwiler PB, Denk W. 2002. Directionally selective calcium signals in dendrites of starburst amacrine cells.Nature. Aug 22;418(6900):845-52.
Comparative Danger Sensing 36by Chris Forden
Precedents from other disciplines
● Neuroscience Comparisons are common signal processing
techniques in many levels of neural processing
Comparative Danger Sensing 37by Chris Forden
Precedents from neuroscience
Comparative Danger Sensing 38by Chris Forden
Precedents from other disciplines
● Electronic signal processing
Electrical differential amplifier
R
R
RR
Comparative Danger Sensing 39by Chris Forden
● Further reading in appendices
● Comparative Tc model predicts DC● Historical context: Matzinger's original danger
model● Evidence supporting hypothesis● CMV vs. comparative danger sensing● Mathematics of correlation
Comparative Danger Sensing 40by Chris Forden
Predicting dendritic cells
● Vulnerability of a Tc-only immune system to well-adapted viruses
Comparative Danger Sensing 41by Chris Forden
Predicting dendritic cells
● Vulnerability of a Tc-only immune system to well-adapted viruses
● The immune system must correlate danger signals to Ags, even when separated in time.
Comparative Danger Sensing 42by Chris Forden
Predicting dendritic cells
DC
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide !Danger SignalCMV Healthy-self protein/peptide
Early viral peptide
Chaperone
Comparative Danger Sensing 43by Chris Forden
Predicting dendritic cells
DC
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide !Danger SignalEarly viral
peptideCMV Healthy-self
protein/peptideChaperone
Comparative Danger Sensing 44by Chris Forden
Predicting dendritic cells
DC
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide !Danger SignalEarly viral
peptideCMV Healthy-self
protein/peptideChaperone
!
!
! !!
!
Comparative Danger Sensing 45by Chris Forden
Predicting dendritic cells
DC
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide !Danger SignalEarly viral
peptideCMV Healthy-self
protein/peptideChaperone
!
!
! !!
!
Now that danger signals have appeared, viral peptides no longer appear on MHC. However, the DC has already sequestered viral fragments and now matures in response to the danger signals...
Comparative Danger Sensing 46by Chris Forden
Predicting dendritic cells
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide !Danger SignalEarly viral
peptideCMV Healthy-self
protein/peptideChaperone
!
!
! !!
!
DC
Comparative Danger Sensing 47by Chris Forden
Predicting dendritic cells
● A Tc-only immune system is vulnerable to well-adapted viruses
● The immune system must correlate danger signals to Ags, even when they are separated in time.
● DC can overcome temporal separation between DS and Ags, by monitoring cells over a long period of time.
● DC's signal is predicted to be very strong—enough to override DS-Ag separation seen by Tc.
Comparative Danger Sensing 48by Chris Forden
Matzinger's 1994 danger model
● Dangerous viruses burst cells necrotically● DC capture pathogenic Ags and fragments of
dead cells Exposed hydrophobic moieties and other PAMPs
(e.g. LPS) indicate danger, trigger (e.g. via TLRs) costimulation
● Tolerance from long-term/high quant. contact● The immune system as a whole correlates DS
to Ags
Comparative Danger Sensing 49by Chris Forden
Matzinger's danger model
● Did not consider budding viruses dangerous “There is also no need to make a response to a virus
that enters a cell, makes few copies of itself and then leaves without doing any damage. (We might even want to welcome such viruses for the genes that they could bring us.)”
● Matzinger P. Essay 1: The Danger Model in its historical context. Scand J Immunol 2001; 54: 4-9.
Comparative Danger Sensing 50by Chris Forden
But... non-lyzing viruses are really bad dudes, too!
● More selection pressure to Escape senescence Increase cell division Ignore stop receptors Metastasize
● Much more likely to integrate into host DNA (R. T-W-Fiennes. 1982. Infectious Cancers of Animals and Man)
● Uniquely trigger Th1 response (Kagi D, Seiler P, Pavlovic J, Ledermann B,
Burki K, Zinkernagel RM, Hengartner H. The roles of perforin- and Fas-dependent cytotoxicity in protection against cytopathic and noncytopathic viruses. Eur J Immunol. 1995 Dec;25(12):3256-62.)
Comparative Danger Sensing 51by Chris Forden
Serendipitous evidence from published experiments
● Bystander cytotoxicity assays As Tc kill cognate targets, Tc also kill bystanders, using
FasL. “Bystanders” are probably reference cells;
● Only bystanders syngeneic with Tc are killed (1).● Conventional explanation: bystanders might be infected
but silenced. But why syngeneic requirement?● Syngeny would be required of reference cells, to exclude
viral manipulation of reference.
(1) MARK J. SMYTH,* ERIKA KRASOVSKIS, AND RICKY W. JOHNSTONE. 1998. Fas Ligand-Mediated Lysis of Self Bystander Targets by Human Papillomavirus-Specific CD8+ Cytotoxic T Lymphocytes. JOURNAL OF VIROLOGY, p. 5948–5954 Vol. 72, No. 7
Comparative Danger Sensing 52by Chris Forden
When can NKG2D ligands costimulate Tc? Constrasting cytotoxicity assays Without reference cells, no costim
●
Lauren I Richie Ehrlich, Kouetsu Ogasawara,* Jessica A. Hamerman,* Rayna Takaki, Alessandra Zingoni, James P. Allison,† and Lewis L. Lanier
● Engagement of NKG2D by Cognate Ligand or Antibody Alone Is Insufficient to Mediate Costimulation of Human and Mouse CD8 T Cells
● The Journal of Immunology, 2005, 174: 1922–1931
In viral infections in a monolayer of fibroblasts, MICA did costimulate Tc
●
Veronika Groh, Rebecca Rhinehart*, Julie Randolph-Habecker*, Max S.Topp, Stanley R. Riddell and Thomas Spies
● Costimulation of CD8αβ T cells by NKG2D via engagement by MIC induced on virus-infected cells
● march 2001 • volume 2 no 3 • nature immunology
Confounding differences: Ag, cytokine concentrations?
Serendipitous evidence from published experiments
Comparative Danger Sensing 53by Chris Forden
Fas+ cells killed when transplanted into Fas- animals●
JEFFREY C RATHMELL and CHRISTOPHER C GOODNOW, then at Stanford● The in vivo balance between B cell clonal expansion and elimination is regulated by CD95 both on B cells and in their micro-environment
● Immunology and Cell Biology (1998) 76, 387-394
But: Fas- animals have massive upreg of FasL
Anyway: upreg of FasL as necessary, is still a kind of comparision-based cytotoxicity? Furthermore partially Fas- animals still killed Fas+ grafts.
But: Killing occurred when targets were APC conjugated by CD4+ Tc, not typical target scenario
Serendipitous evidence from published experiments
Comparative Danger Sensing 54by Chris Forden
● Natural Killer cells might also compare danger signal presentation
NK cells conditioned 1-3 days with only targets displaying NKG2D ligands, lose cytotoxicity but not IFN-γ, and regain NKG2D expression.
● Jerome D. Coudert, Jacques Zimmer, Elena Tomasello, Marek Cebecauer, Marco Colonna, Eric Vivier, and Werner Held
● Altered NKG2D function in NK cells induced by chronic exposure to NKG2D ligand–expressing tumor cells
● BLOOD, 1 SEPTEMBER 2005 VOLUME 106, NUMBER 5
Serendipitous evidence from published experiments
Comparative Danger Sensing 55by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
● CMV separates danger signals from antigen in time
by Veronika Groh, Rebecca Rhinehart*, Julie Randolph-Habecker*, Max S.Topp, Stanley R. Riddell and Thomas Spies
march 2001 • volume 2 no 3 • nature immunology
24h
72h
Dan
ger
sign
al
Costimulation of CD8αβ T cells by NKG2D via engagement by MIC induced on virus-infected cells
from:
Comparative Danger Sensing 56by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
!Danger Signal
T
Viral peptideCMV MHCHealthy-self protein/peptide
! !
!!
!
! ! !
!!
Comparative Danger Sensing 57by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
T
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide
!
! ! !
!!!
!
!
!
Comparative Danger Sensing 58by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
!
! ! !
!!
T
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide
Comparative Danger Sensing 59by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
!
! ! !
!
T
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide
!
Comparative Danger Sensing 60by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
!
! ! !
!
T
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide
!
Comparative Danger Sensing 61by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
!
! ! !
!
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide
!
T
Comparative Danger Sensing 62by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
!
! ! !
!
!Danger SignalViral peptideCMV MHCHealthy-self protein/peptide
!
T
Anti-CMV Tc killed 2 of 4 infected cells. Partial success like that might benefit chronic pathogens like CMV. However, some well-adapted pathogens are more lethal than CMV, typically those that spread when the host is dead.
Comparative Danger Sensing 63by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
● CMV also spatially separates danger signals from antigen
by Veronika Groh, Rebecca Rhinehart*, Julie Randolph-Habecker*, Max S.Topp, Stanley R. Riddell and Thomas Spies
march 2001 • volume 2 no 3 • nature immunology
Costimulation of CD8αβ T cells by NKG2D via engagement by MIC induced on virus-infected cells
from:
CMV IE-1 peptide
MIC (danger sig.)
Comparative Danger Sensing 64by Chris Forden
Vulnerability of a Tc-only immune system to well-adapted viruses
● CMV also spatially separates danger signals from antigen.
● Does this interfere with correlation calculation taking place in the 2D calculation surface of an immune synapse?
● Is that why CMV benefits from being as big as a cell—to use its cytoskeleton control to thwart cross-products (danger x Ag) from being formed in the immune synapse, which otherwise might function as a 2D calculation manifold as well as transmission area?
Comparative Danger Sensing 65by Chris Forden
Mathematics of Correlation
● Math definition of “sample correlation”
● For cell i: X
i is quantity of antigen displayed
Yi is quantity of danger signals displayed
Comparative Danger Sensing 66by Chris Forden
Mathematics of Correlation
● Summations will probably be implemented as integrators with decay.
● Non-linearities (squares and roots) do not have to be exact.
● Subtraction is the math essence of comparison.● Cross products (xy signals) were proven to be
available in Tc by V.Groh et. al.'s proof of synergy between DS and Ag.
Comparative Danger Sensing 67by Chris Forden
Precedents from neuroscience
● We discover danger signals at close to conscious level by doing pattern recognition.
● But first, our visual pre-processing neural nets compare object to background, adjust for overall bright/darkness of scene, adjusts shapes for shadows and leaves, etc., at a level below conscious analysis. Many of these steps are kinds of comparison operations.
● Perhaps that is one reason why we thought of pattern-recognition before comparison, as the fundamental signal-processing technique the immune system might use.