The Lambda Decision: Biology's Most Famous Switch
Bacteriophage lambda represents one of the most elegant examples of biological computation ever discovered. Upon infection, the virus faces a fundamental binary decision: lyse or lysogenize. This decision involves sophisticated computational logic including bistable switches, competitive inhibition, positive feedback loops, and threshold detection mechanisms.
Computational Significance: The lambda decision switch demonstrates how biological systems implement Boolean logic, digital decision-making, and state memory - fundamental concepts in computer science realized through molecular interactions.
📋 Lambda Decision Logic - 10 Computational Processes
1. Infection → CII Stabilization Logic
The initial computational logic determining CII protein stability and early decision bias toward lysogeny or lysis.
graph TD
%% Initial Setup
A[Phage Injection] --> B[DNA Circularization]
B --> C[Early Transcription]
C --> D[CII Protein Synthesis]
D --> E{Host Protease Activity?}
E -->|High| F[CII Degradation]
E -->|Low| G[CII Stabilization]
F --> H[Lytic Bias]
G --> I[Lysogenic Bias]
J[Host Conditions] --> K[Protease Regulation]
K --> E
L[Multiplicity of Infection] --> M[CII Concentration]
M --> N{CII Threshold?}
N -->|Above| O[Lysogenic Switch]
N -->|Below| P[Lytic Default]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
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style G fill:#51cf66,color:#fff
style H fill:#b197fc,color:#fff
style I fill:#b197fc,color:#fff
style J fill:#ff6b6b,color:#fff
style K fill:#ffd43b,color:#000
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Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
2. PR/PL Early Gene Control
Computational logic governing early gene expression through the PR and PL promoters, setting up the decision circuitry.
graph TD
%% Initial Setup
A[Lambda DNA] --> B[PR Promoter]
A --> C[PL Promoter]
B --> D[cI Gene Transcription]
B --> E[cII Gene Transcription]
B --> F[cIII Gene Transcription]
C --> G[N Protein Synthesis]
C --> H[Early Lytic Genes]
G --> I[Antitermination]
A --> J[Extended Transcription]
J --> K[cII/cIII Enhancement]
D --> L[CI Repressor]
E --> M[CII Activator]
F --> N[CIII Protease Inhibitor]
L --> O{CI Concentration?}
O -->|High| P[PR/PL Repression]
O -->|Low| Q[Continued Transcription]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
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style D fill:#51cf66,color:#fff
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style H fill:#ffd43b,color:#000
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style K fill:#51cf66,color:#fff
style L fill:#ffd43b,color:#000
style M fill:#ffd43b,color:#000
style N fill:#ffd43b,color:#000
style O fill:#74c0fc,color:#fff
style P fill:#b197fc,color:#fff
style Q fill:#51cf66,color:#fff
Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
3. CI Auto-regulation
The positive feedback mechanism where CI repressor regulates its own expression, creating a bistable switch for lysogeny maintenance.
graph TD
%% Initial Setup
A[CI Protein] --> B[OR Operator Binding]
B --> C{Operator Occupancy?}
C -->|OR1/OR2| D[PRM Activation]
C -->|OR3| E[PRM Repression]
D --> F[CI Transcription]
F --> G[More CI Protein]
G --> H[Positive Feedback]
H --> B
I[Low CI] --> J[OR1 Binding Only]
J --> K[PRM Transcription]
K --> L[CI Increase]
M[High CI] --> N[OR3 Binding]
N --> O[PRM Shutoff]
O --> P[CI Decrease]
Q[Cooperative Binding] --> R[Hill Function]
R --> S[Bistable Switch]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
style B fill:#ffd43b,color:#000
style C fill:#74c0fc,color:#fff
style D fill:#51cf66,color:#fff
style E fill:#b197fc,color:#fff
style F fill:#51cf66,color:#fff
style G fill:#51cf66,color:#fff
style H fill:#b197fc,color:#fff
style I fill:#ff6b6b,color:#fff
style J fill:#ffd43b,color:#000
style K fill:#51cf66,color:#fff
style L fill:#51cf66,color:#fff
style M fill:#ff6b6b,color:#fff
style N fill:#ffd43b,color:#000
style O fill:#b197fc,color:#fff
style P fill:#51cf66,color:#fff
style Q fill:#ffd43b,color:#000
style R fill:#51cf66,color:#fff
style S fill:#b197fc,color:#fff
Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
4. Cro Antagonism
The competitive inhibition logic between CI and Cro proteins for operator binding, implementing mutual exclusion.
graph TD
%% Initial Setup
A[CI vs Cro Competition] --> B{Operator Binding Affinity?}
B -->|CI Higher| C[CI Binds OR1/OR2]
B -->|Cro Higher| D[Cro Binds OR3/OR2/OR1]
C --> E[PRM Activated]
C --> F[PR Repressed]
E --> G[More CI]
F --> H[Less Cro]
D --> I[PR Activated]
D --> J[PRM Repressed]
I --> K[More Cro]
J --> L[Less CI]
M[DNA Damage] --> N[RecA Activation]
N --> O[CI Cleavage]
O --> P[CI Inactivation]
P --> Q[Cro Takes Over]
R[Competitive Exclusion] --> S[Winner Take All]
S --> T[Bistable Outcome]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
style B fill:#74c0fc,color:#fff
style C fill:#51cf66,color:#fff
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style E fill:#b197fc,color:#fff
style F fill:#b197fc,color:#fff
style G fill:#51cf66,color:#fff
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style Q fill:#51cf66,color:#fff
style R fill:#ffd43b,color:#000
style S fill:#51cf66,color:#fff
style T fill:#b197fc,color:#fff
Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
6. Decision Thresholding (Multiplicity of Infection)
How the number of infecting phages (MOI) creates a concentration threshold that biases the lysis/lysogeny decision.
graph TD
%% Initial Setup
A[Multiplicity of Infection] --> B{MOI Level?}
B -->|Low MOI| C[Single Infection]
B -->|High MOI| D[Multiple Infections]
C --> E[Limited CII]
C --> F[Lytic Tendency]
E --> G[Insufficient Lysogeny Signal]
D --> H[Additive CII]
D --> I[Lysogenic Tendency]
H --> J[Threshold Exceeded]
K[CII Threshold Model] --> L[Sigmoid Function]
L --> M[Probability Distribution]
M --> N[Decision Statistics]
O[Environmental Stress] --> P[Protease Activity]
P --> Q[CII Stability]
Q --> R[Threshold Modulation]
S[Population Heterogeneity] --> T[Bet Hedging]
T --> U[Mixed Outcomes]
U --> V[Evolutionary Strategy]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
style B fill:#74c0fc,color:#fff
style C fill:#ffd43b,color:#000
style D fill:#ffd43b,color:#000
style E fill:#51cf66,color:#fff
style F fill:#ff6b6b,color:#fff
style G fill:#51cf66,color:#fff
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style K fill:#ffd43b,color:#000
style L fill:#51cf66,color:#fff
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style Q fill:#51cf66,color:#fff
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Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
7. Maintenance of Lysogeny
The stable memory state maintained by CI auto-regulation, implementing biological digital memory.
graph TD
%% Initial Setup
A[Established Lysogen] --> B[CI Repressor Present]
B --> C[PR/PL Repression]
C --> D[Lytic Genes Silent]
E[PRM Promoter] --> F[CI Auto-regulation]
F --> G[Homeostatic Control]
G --> H[Stable CI Levels]
I[OR1/OR2 Occupancy] --> J[Optimal PRM Activity]
J --> K[CI Maintenance]
K --> L[Memory Persistence]
M[Perturbations] --> N{CI Disruption?}
N -->|Minor| O[Self-Correction]
N -->|Major| P[Memory Loss]
O --> Q[Return to Stability]
P --> R[Lytic Induction]
S[Heritability] --> T[Daughter Cell Inheritance]
T --> U[Epigenetic Memory]
U --> V[Stable Lysogeny]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
style B fill:#ffd43b,color:#000
style C fill:#51cf66,color:#fff
style D fill:#b197fc,color:#fff
style E fill:#ffd43b,color:#000
style F fill:#51cf66,color:#fff
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Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
8. Induction by DNA Damage
The signal transduction pathway that converts DNA damage into CI inactivation, triggering lytic development.
graph TD
%% Initial Setup
A[DNA Damage] --> B[RecA Activation]
B --> C[RecA* Formation]
C --> D[CI Cleavage Activity]
D --> E[CI Auto-proteolysis]
E --> F[CI Inactivation]
F --> G[OR Operator Release]
G --> H[PR Promoter Activation]
H --> I[Cro Expression]
I --> J[Lytic Gene Cascade]
K[UV Radiation] --> L[Thymine Dimers]
L --> M[Replication Block]
M --> N[ssDNA Formation]
N --> B
O[SOS Response] --> P[RecA Induction]
P --> Q[Amplified Signal]
Q --> R[Rapid CI Clearance]
S[Timing Control] --> T[CI Half-life]
T --> U[Induction Kinetics]
U --> V[Lytic Commitment]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
style B fill:#51cf66,color:#fff
style C fill:#51cf66,color:#fff
style D fill:#51cf66,color:#fff
style E fill:#51cf66,color:#fff
style F fill:#51cf66,color:#fff
style G fill:#74c0fc,color:#fff
style H fill:#51cf66,color:#fff
style I fill:#b197fc,color:#fff
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style K fill:#ff6b6b,color:#fff
style L fill:#51cf66,color:#fff
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style N fill:#74c0fc,color:#fff
style O fill:#ff6b6b,color:#fff
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style Q fill:#51cf66,color:#fff
style R fill:#51cf66,color:#fff
style S fill:#ffd43b,color:#000
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Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products
9. Lytic Late Gene Cascade
The temporal program of lytic development, implementing a genetic timer and developmental cascade.
graph TD
%% Initial Setup
A[Lytic Commitment] --> B[Early Lytic Genes]
B --> C[N Antitermination]
C --> D[Q Protein Expression]
D --> E[Late Gene Activation]
F[DNA Replication] --> G[Replication Timing]
G --> H[Late Promoter Activation]
H --> I[Structural Proteins]
J[Head Proteins] --> K[Capsid Assembly]
L[Tail Proteins] --> M[Tail Assembly]
N[DNA Packaging] --> O[Progeny Assembly]
P[Lysis Proteins] --> Q[Holin Expression]
Q --> R[Membrane Permeabilization]
R --> S[Endolysin Release]
S --> T[Cell Wall Digestion]
T --> U[Cell Lysis]
V[Temporal Control] --> W[Regulatory Cascade]
W --> X[Ordered Expression]
X --> Y[Efficient Assembly]
%% Styling - Biological Color Scheme
style A fill:#ff6b6b,color:#fff
style B fill:#51cf66,color:#fff
style C fill:#51cf66,color:#fff
style D fill:#51cf66,color:#fff
style E fill:#51cf66,color:#fff
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style N fill:#ffd43b,color:#000
style O fill:#51cf66,color:#fff
style P fill:#ffd43b,color:#000
style Q fill:#51cf66,color:#fff
style R fill:#51cf66,color:#fff
style S fill:#51cf66,color:#fff
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style U fill:#b197fc,color:#fff
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style X fill:#51cf66,color:#fff
style Y fill:#b197fc,color:#fff
Triggers/Inputs
Structures/Objects
Processing/Operations
Intermediates/States
Products/Outputs
10. Decision Integration Logic
The master control logic integrating all decision inputs into the final binary choice between lysis and lysogeny.
graph TD
%% Initial Setup
A[Multiple Inputs] --> B[CII Stabilization]
A --> C[Host Conditions]
A --> D[MOI Signal]
A --> E[DNA Damage Status]
B --> F[Lysogenic Bias Weight]
C --> G[Environmental Weight]
D --> H[Population Weight]
E --> I[Stress Weight]
J[Integration Function] --> K{Weighted Sum > Threshold?}
K -->|Yes| L[Lysogenic Decision]
K -->|No| M[Lytic Decision]
L --> N[CI Dominance]
N --> O[Stable Repression]
O --> P[Integrated Prophage]
M --> Q[Cro Dominance]
Q --> R[Lytic Program]
R --> S[Progeny Production]
T[Decision Memory] --> U[State Maintenance]
U --> V[Switch Stability]
V --> W[Biological Computing]
%% Styling - Biological Color Scheme
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style B fill:#51cf66,color:#fff
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style Q fill:#ffd43b,color:#000
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Triggers & Conditions
Catalysts & Enzymes
Chemical Processing
Intermediates
Products