Hedg­ing Your Bets

by Merry Youle

Bac­te­ria that are born ge­net­i­cally equal aren't nec­es­sar­ily the same. The same genome, re­sid­ing in cells side-by-side in the same medium in the same flask, does not guar­an­tee the sa­me phe­no­type. One ex­am­ple that comes to mind is the per­sisters in E. coli pop­u­la­tions – the small num­ber of cells that spon­ta­neously stop grow­ing. If the pop­u­la­tion is hit by β‑lac­tam an­tibi­otics, those cells es­cape death. Sim­i­larly, un­der lab con­di­tions that trig­ger ge­netic com­pe­tence in B. sub­tilis, only a small frac­tion of the cells make the switch to compe­ten­ce.

Click here to down­load a movie from the Elowitz lab show­ing dif­fer­ent be­hav­iors within a clonal pop­u­la­tion of Bacil­lus subti­lis in rel­a­tively ho­mo­ge­neous con­di­tions. Here, the cells ex­press a green fluores­cent pro­tein when grow­ing nor­mally, but turn on a red flu­o­res­cent pro­tein when dif­fer­en­ti­at­ing into a tran­sient com­pe­tent state. Some oth­ers dif­fer­en­ti­ate into resil­ient spores (white ob­jects). Source

B. sub­tilis cells grow­ing in a rich growth medium of­fer yet an­other ex­am­ple. Here ge­net­i­cally iden­ti­cal cells com­prise two dis­tinct types. Most are fla­gel­lated and ac­tively swim­ming about as in­di­vid­u­als, while a mi­nor­ity have no fla­gella and form long chains. The game is dif­fer­ent in cells in the statio­na­ry phase where vir­tu­ally all of the cells are found in long chains, bound to­gether by an abun­dant ma­trix. Losick, Kolter, and col­leagues have been work­ing with this sys­tem for some years (for ear­lier pa­pers, click here and here) seek­ing to de­ter­mine how such bi­modal cell pop­u­la­tions are es­tab­lished and main­tained in grow­ing cul­tures.

Oth­ers have ap­proached this ques­tion from a the­o­ret­i­cal point of view ask­ing what sort of a regu­latory "cir­cuit" would it take to pro­duce ro­bust bista­bil­ity. In other words, how might a cell, us­ing a sim­ple sys­tem em­ploy­ing but a few reg­u­la­tory genes, be able to op­er­ate in ei­ther of two dis­tinct states. In 2000, Gard­ner et al. started with a model for a bistable net­work (Fig­ure 1) and then at­tempted to cre­ate such a cir­cuit in E. coli. (A sim­ple sys­tem this may be, but con­vey­ing it in words is not so sim­ple. I sug­gest you wrap your mind around the di­a­grams first.)

Fig­ure 1. A model of a sim­ple tog­gle switch. Re­drawn from Source

In this model we have two genes, A and B. Pro­moter A con­trols the tran­scrip­tion of Gene A and hence the syn­thesis of Pro­tein A. Like­wise, Pro­moter B con­trols tran­scription of Gene B and the syn­the­sis of Pro­tein B.

When Pro­tein B is present in the cell, it binds to and blocks Pro­moter A, thus re­press­ing ex­pres­sion of Gene A. As a re­sult, when Pro­tein B is present, Pro­tein A is not made and soon the cells will be de­pleted of it. Such cells are said to be "locked" in the sta­ble B State. Cells could in­stead be in an al­ter­na­tive state, the A State. Here, they would con­tain Pro­tein A, which blocks the syn­the­sis of Pro­tein B. These two states are mu­tu­ally ex­clu­sive. Ei­ther a cell tran­scribes Gene A but not Gene B, or vice versa. What I'm call­ing a "gene" here might en­code an en­tire operon or a reg­u­la­tory fac­tor that af­fects nu­mer­ous oper­ons. There­fore this would be a po­ten­tial mech­a­nism whereby some cells could have their motil­ity genes turned off and their ma­trix genes turned on, or vice versa.
 

Fig­ure 2. An in­ducer can flip this tog­gle switch. Re­drawn from Source

In the case of a grow­ing cul­ture of B. sub­tilis, an in­di­vid­ual cell in ei­ther state can give rise to a mixed pop­u­la­tion. This means that we also need some way for a cell to switch states. One pos­si­bil­ity is by a sto­chas­tic mecha­nism trig­gered by the ran­dom fluc­tu­a­tions in­her­ent in gene ex­pres­sion in any cell. The rate of tran­scrip­tion of a gene will vary some­what by chance – some­times faster, some­times slower ­ de­pend­ing on what else might be go­ing on. If the bista­bil­ity is ro­bust, the cell will not flip ran­domly be­tween states due to such fluc­tu­a­tion. How­ever, bista­bil­ity comes in all gra­da­tions. Sup­pose it takes 50 mol­e­cules of Pro­tein A to main­tain a cell in the A State. If the cell nor­mally con­tains sev­eral hun­dred copies, mi­nor fluc­tu­a­tions in its syn­the­sis are un­likely to kick the cell into the B State. How­ever if the cell typ­i­cally has only 60 co­pies, some cells would likely fall be­low the thresh­old oc­ca­sion­ally.

Fig­ure 3. Pro­tein A (SinR) re­presses the ma­trix genes and also gene B. Pro­tein B (SlrR) repres­ses gene A and also com­bines with Pro­tein A to re­press the motil­ity genes.

Al­ter­na­tively the cell could make use of a pro­grammed mech­a­nism. These are more pre­dictable and can con­vert an en­tire pop­u­la­tion to the same state. Here the trig­ger might come in the form of a spe­cific in­ducer syn­the­sized in re­sponse to an en­vi­ron­men­tal sig­nal (Fig­ure 2). Sup­pose that, when starved, cells in the B State make Indu­cer A. In­ducer A binds to Pro­tein B, thus pre­vent­ing it from do­ing its usual job of re­press­ing Gene A. This would turn on syn­the­sis of Pro­tein A – and switch the cell to the A State. More­over, this would hap­pen in vir­tu­ally every cell in the pop­u­la­tion given the same en­vi­ron­men­tal sig­nal. Gard­ner et al. set to work and con­structed this sort of a "ge­netic tog­gle switch" in Escheri­chia coli. Their syn­thetic switch worked.

In a re­cent pa­per, the Losick and Kolter labs present data in­di­cat­ing that B. sub­tilis uses a sto­chas­tic tog­gle switch dur­ing ex­po­nen­tial growth to main­tain a bi­modal popu­la­tion in which most cells are motile but a few are ses­sile and chained to­gether within an ex­tra­cel­lu­lar ma­trix. In a flask of ex­po­nen­tially grow­ing B. sub­tilis, the in­di­vid­ual motile cells con­tain a pro­tein (we'll call it Pro­tein A) that turns off the genes re­quired to make the biofilm ma­trix. Pro­tein A also blocks the syn­the­sis of an­other im­por­tant reg­u­la­tory pro­tein that we'll call Pro­tein B. If Pro­tein B were present, it would turn off the motil­ity genes. The ma­jor­ity of the cells in our flask make Pro­tein A, have lit­tle Pro­tein B present, and there­fore are motile, indivi­dual, and do not syn­the­size ma­trix com­po­nents.

Fig­ure 4. A cul­ture of wild type B. sub­tilis grow­ing in LB me­dium show­ing a mix­ture of indivi­dual and cha­i­ned cells. (up­per panel) Phase con­trast. (lower panel) Red = mem­brane dye FM4-64; green = Gfp fu­sion in­di­cat­ing the low Pro­tein B state with motil­ity genes on. Source

Al­though most cells in the pop­u­la­tion are in­di­vid­ual and motile, some are found in chains. Why is there any chain­ing? In the au­thors' words: We pro­pose that the switch is ac­ti­vated sto­chas­ti­cally by noise in the ex­pres­sion of these same com­po­nents. In other words, given even a brief pulse of Pro­tein B syn­the­sis, the sys­tem flips over to the high Pro­tein B, low Pro­tein A state where the motil­ity genes are turned off and ma­trix genes are turned on. This ap­par­ently does hap­pen, but only rarely, since most of the pop­u­la­tion is motile. How­ever, if the pop­u­la­tion is trans­ferred to a poor growth medium, es­sen­tially all the cells shift to biofilm for­ma­tion. This re­sponse to en­vi­ron­men­tal stress is or­ches­trated by the pro­grammed pro­duc­tion of an in­ducer that turns on the syn­the­sis of Pro­tein B.

The mech­a­nism by which Pro­tein B pro­motes chain­ing in­volves a pro­tein-pro­tein in­ter­ac­tion – a new twist on our ba­sic model. Pro­tein B in­ter­acts with Pro­tein A to form the A•B het­erodimer. This het­erodimer does two things: (1) It ties up the Pro­tein A that is present so that the ma­trix genes are ex­pressed (and so that still more Pro­tein B is made); (2) It turns off the tran­scrip­tion of the motil­ity genes.

This B. sub­tilis story is but one ex­am­ple of what ap­pears to be bac­te­r­ial bet-hedg­ing. In a 2008 re­view ar­ti­cle about this tac­tic, the au­thors note: Un­der chal­leng­ing con­di­tions, the pro­duc­tion of off­spring with vari­able phe­no­types en­sures that at least one off­spring will be ap­pro­pri­ate (fit) un­der a gi­ven sit­u­a­tion. This is a risk-spread­ing or bet-hedg­ing strat­egy… and it's a good bet that more such sto­ries are yet to come.

 

Ref­er­ence

Chai Y, Nor­man T, Kolter R, Losick R (2010). An epi­ge­netic switch gov­ern­ing daugh­ter cell sep­a­ra­tion in Bacil­lus sub­tilis. Genes & de­vel­op­ment, 24 (8), 754−765. PMID 20351052

 

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4 Comments
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15 years ago

Wow, Merry. Sim­ply wow. That was a tour de force (or how­ever it is spelled, my "cul­ture" is as­so­ci­ated with 2059 tubes). I was just talk­ing about this kind of thing in class. I tip my hat, lit­er­ally.

15 years ago

I would add this, Merry. I have long been in­ter­ested in "un­sta­ble phe­no­types," which we have all seen (sec­tored colonies, etc). Some­times these are due to well un­der­stood mech­a­nisms, but of­ten note.
The "bet hedg­ing" model is lovely, and re­minds me of this story from a few years ago:
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC280332/
Doug Bartlett was able to show that an IS el­e­ment would hop in and out of an EPS gene reg­u­larly (or ir­reg­u­larly?). When in the EPS gene, the bac­terium was not "sticky" and did not at­tach to sur­faces. When the IS el­e­ment pre­cisely ex­cised, it lead to syn­the­sis of the EPS, and a "sticky" phe­no­type al­low­ing it to ad­here to sur­faces. Thus—another "metastable bi­modal switch" that would al­low both col­o­niza­tion of sur­faces and dis­per­sal to new sites?

Paul Orwin
15 years ago

I've been think­ing about this for a few days, and the thing that I am hav­ing prob­lems with is the use of the term "epi­ge­net­ics". I think bista­bil­ity and os­cil­la­tory gene reg­u­la­tion are fas­ci­nat­ing (they ap­peal to the math dork in me), but I al­ways as­so­ciate epi­ge­net­ics with things like methy­la­tion pat­terns that al­low for changes in gene ex­pres­sion lev­els to be passed from one gen­er­a­tion to the next, rather than sim­ply "as­pects of phe­no­type that are not di­rectly from geno­type" — or am I in­ter­pret­ing this in­cor­rectly? This seems like a way to ge­net­i­cally pro­gram a dis­crete prob­a­bil­ity dis­tri­b­u­tion. In other words, based on the ra­tios of reg­u­la­tor re­quired for ei­ther state, you can ad­just the prob­a­bil­ity of each state (so in a dif­fer­ent strains, the ra­tio of motile to ses­sile might be 3:1, or 10:1, or 1:1, un­der the same con­di­tions, just be­cause they have dif­fer­ent reg­u­la­tory vari­ants). I guess that what I don't see is why this is "epi­ge­net­ics"? Is it just my ig­no­rance here (freely ad­mit­ted!)?

Merry
15 years ago

Hi, Paul,
It is very pleas­ing to hear that you (and per­haps oth­ers) think about items in our posts for days af­ter­words!
As to "epi­ge­net­ics," I ap­pre­ci­ate your point of view. That is why I did NOT use the term in the post it­self, even though it was in the ti­tle of the fea­tured pa­per. Per­haps the au­thors chose it to em­pha­size that the state is in­her­ited and can be sta­ble for many gen­er­a­tions.
We may en­counter more ter­mi­nol­ogy is­sues sim­i­lar to this in the fu­ture be­cause "ge­net­ics" came to be gene fo­cused, and any mech­a­nism of in­her­i­tance other than or in ad­di­tion to a nu­cleotide se­quence is both sus­pect and in need of a term to clas­sify it.
Lastly, your point about ways to "ge­net­i­cally pro­gram a dis­crete prob­a­bil­ity dis­tri­b­u­tion" is an im­por­tant one. Sto­chas­tic events meet nat­ural se­lec­tion.