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Ilk

D. melanogaster

Integrin linked kinase

What the model saw

Gene: Ilk
Organism: Drosophila melanogaster
Known functions: Integrin linked kinase. integrin linked kinase. ATP binding. protein binding. protein kinase activity. protein-macromolecule adaptor activity. signaling receptor binding.
View unredacted entry
Integrin linked kinase. integrin linked kinase. ATP binding. protein binding. protein kinase activity. protein-macromolecule adaptor activity. signaling receptor binding.

Solver output

Predicted influence
Anti-longevity
Confidence
65%
Mechanism
Deregulated nutrient sensing
Reasoning

Integrin-linked kinase (ILK) functions as a scaffold/kinase at integrin adhesion complexes, where it activates downstream PI3K/AKT signaling. In Drosophila, ILK-mediated AKT activation promotes insulin/IGF-1 signaling (IIS), a pathway whose attenuation is well-established to extend lifespan across model organisms. By acting as a protein-macromolecule adaptor and kinase that phosphorylates and activates AKT, ILK amplifies pro-growth, pro-aging nutrient-sensing signals. Additionally, ILK-driven integrin signaling supports cellular growth and survival programs that, when chronically active, accelerate aging phenotypes. Loss-of-function or reduced ILK activity would be expected to dampen AKT/TOR signaling, mimicking dietary restriction-like effects and promoting longevity.

Key pathways
Integrin/ILK/AKT signalingInsulin/IGF-1 signaling (IIS)PI3K-TOR nutrient sensing
Longevity influence
Anti-longevity
Lifespan effect
Increase

GenAge curators classify each gene's normal function as promoting (Pro-Longevity) or opposing (Anti-Longevity) longevity, based on synthesis across studies. Loss-of-function effects can vary from this depending on the manipulation.

Advisor judgment

Answer
Correct
Mechanism
Incorrect
Reasoning quality
2/5
Failure mode
Right answer, wrong reasoning
Notes

The model correctly predicted "anti_longevity" for Drosophila ILK. However, the mechanistic reasoning is questionable. ILK's primary role in longevity in Drosophila is more directly tied to its function in integrin-mediated adhesion and structural integrity (e.g., muscle/cardiac function, tissue homeostasis) rather than primarily through PI3K/AKT/IIS nutrient sensing. While ILK can interact with AKT signaling, classifying this as "deregulated_nutrient_sensing" oversimplifies and mischaracterizes the primary mechanism. The connection to IIS/TOR as the main anti-longevity mechanism for ILK is speculative and not well-supported by the Drosophila ILK literature. The model appears to be pattern-matching ILK → AKT → IIS rather than reasoning from ILK's established biology in Drosophila aging contexts.

Raw API responses

solver

{
  "reasoning": "Integrin-linked kinase (ILK) functions as a scaffold/kinase at integrin adhesion complexes, where it activates downstream PI3K/AKT signaling. In Drosophila, ILK-mediated AKT activation promotes insulin/IGF-1 signaling (IIS), a pathway whose attenuation is well-established to extend lifespan across model organisms. By acting as a protein-macromolecule adaptor and kinase that phosphorylates and activates AKT, ILK amplifies pro-growth, pro-aging nutrient-sensing signals. Additionally, ILK-driven integrin signaling supports cellular growth and survival programs that, when chronically active, accelerate aging phenotypes. Loss-of-function or reduced ILK activity would be expected to dampen AKT/TOR signaling, mimicking dietary restriction-like effects and promoting longevity.",
  "confidence": 0.65,
  "key_pathways": [
    "Integrin/ILK/AKT signaling",
    "Insulin/IGF-1 signaling (IIS)",
    "PI3K-TOR nutrient sensing"
  ],
  "mechanism_class": "deregulated_nutrient_sensing",
  "longevity_influence": "anti_longevity"
}

advisor

{
  "notes": "The model correctly predicted \"anti_longevity\" for Drosophila ILK. However, the mechanistic reasoning is questionable. ILK's primary role in longevity in Drosophila is more directly tied to its function in integrin-mediated adhesion and structural integrity (e.g., muscle/cardiac function, tissue homeostasis) rather than primarily through PI3K/AKT/IIS nutrient sensing. While ILK can interact with AKT signaling, classifying this as \"deregulated_nutrient_sensing\" oversimplifies and mischaracterizes the primary mechanism. The connection to IIS/TOR as the main anti-longevity mechanism for ILK is speculative and not well-supported by the Drosophila ILK literature. The model appears to be pattern-matching ILK → AKT → IIS rather than reasoning from ILK's established biology in Drosophila aging contexts.",
  "failure_mode": "right_answer_wrong_reasoning",
  "answer_correct": true,
  "mechanism_correct": false,
  "reasoning_quality": 2,
  "ground_truth_questionable": false
}