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daf-14

C. elegans

Smad-related protein daf-14

What the model saw

Gene: daf-14
Organism: Caenorhabditis elegans
Known functions: Smad-related protein daf-14. DNA-binding transcription factor activity, RNA polymerase II-specific. I-SMAD binding. RNA polymerase II cis-regulatory region sequence-specific DNA binding.
View unredacted entry
Smad-related protein daf-14. DNA-binding transcription factor activity, RNA polymerase II-specific. I-SMAD binding. RNA polymerase II cis-regulatory region sequence-specific DNA binding.

Solver output

Predicted influence
Pro-longevity
Confidence
78%
Mechanism
Deregulated nutrient sensing
Reasoning

DAF-14 is a Smad-related transcription factor that functions in the C. elegans insulin/IGF-1 signaling (IIS) pathway, specifically as a co-Smad partner of DAF-3 in the TGF-β/DAF-7 branch. DAF-14 binds I-SMADs (inhibitory SMADs, such as DAF-3) and acts as a transcriptional regulator via RNA Pol II-specific DNA binding at cis-regulatory regions. In the context of the DAF-7/TGF-β pathway, DAF-14 functions alongside DAF-8 to antagonize the transcriptional repressor DAF-3, thereby promoting DAF-16-independent longevity and dauer suppression. Loss of daf-14 leads to constitutive dauer formation and shortened lifespan, indicating that its normal function suppresses pro-aging transcriptional programs driven by DAF-3. This places DAF-14 as a pro-longevity factor through its role in nutrient/growth sensing signal transduction via the TGF-β branch of neuroendocrine signaling.

Key pathways
TGF-β/DAF-7 signaling pathwayDAF-3 I-SMAD inhibitionInsulin/IGF-1 and neuroendocrine longevity signaling
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
Incorrect
Mechanism
Incorrect
Reasoning quality
2/5
Failure mode
Confident wrong
Notes

The model predicted pro_longevity but the ground truth is anti_longevity. The model's mechanistic reasoning contains errors. DAF-14 is a R-SMAD (receptor-regulated SMAD), not an I-SMAD binder in the way described. The model claims DAF-14 antagonizes DAF-3 to promote longevity, but the actual biology is more nuanced. DAF-14 functions in the TGF-β/DAF-7 pathway as a SMAD that, when active, promotes growth/reproduction signaling. Loss of daf-14 actually leads to dauer formation (a longevity-associated state), and daf-14 mutants have extended lifespan, consistent with anti_longevity classification. The model incorrectly concludes that loss of daf-14 shortens lifespan, when in fact daf-14 loss-of-function promotes dauer and longevity. The model's reasoning about DAF-14 suppressing pro-aging programs is backwards - DAF-14 activity promotes the non-dauer, shorter-lived state. The model was confident (0.78) in the wrong answer with flawed mechanistic reasoning.

Raw API responses

solver

{
  "reasoning": "DAF-14 is a Smad-related transcription factor that functions in the C. elegans insulin/IGF-1 signaling (IIS) pathway, specifically as a co-Smad partner of DAF-3 in the TGF-β/DAF-7 branch. DAF-14 binds I-SMADs (inhibitory SMADs, such as DAF-3) and acts as a transcriptional regulator via RNA Pol II-specific DNA binding at cis-regulatory regions. In the context of the DAF-7/TGF-β pathway, DAF-14 functions alongside DAF-8 to antagonize the transcriptional repressor DAF-3, thereby promoting DAF-16-independent longevity and dauer suppression. Loss of daf-14 leads to constitutive dauer formation and shortened lifespan, indicating that its normal function suppresses pro-aging transcriptional programs driven by DAF-3. This places DAF-14 as a pro-longevity factor through its role in nutrient/growth sensing signal transduction via the TGF-β branch of neuroendocrine signaling.",
  "confidence": 0.78,
  "key_pathways": [
    "TGF-β/DAF-7 signaling pathway",
    "DAF-3 I-SMAD inhibition",
    "Insulin/IGF-1 and neuroendocrine longevity signaling"
  ],
  "mechanism_class": "deregulated_nutrient_sensing",
  "longevity_influence": "pro_longevity"
}

advisor

{
  "notes": "The model predicted pro_longevity but the ground truth is anti_longevity. The model's mechanistic reasoning contains errors. DAF-14 is a R-SMAD (receptor-regulated SMAD), not an I-SMAD binder in the way described. The model claims DAF-14 antagonizes DAF-3 to promote longevity, but the actual biology is more nuanced. DAF-14 functions in the TGF-β/DAF-7 pathway as a SMAD that, when active, promotes growth/reproduction signaling. Loss of daf-14 actually leads to dauer formation (a longevity-associated state), and daf-14 mutants have extended lifespan, consistent with anti_longevity classification. The model incorrectly concludes that loss of daf-14 shortens lifespan, when in fact daf-14 loss-of-function promotes dauer and longevity. The model's reasoning about DAF-14 suppressing pro-aging programs is backwards - DAF-14 activity promotes the non-dauer, shorter-lived state. The model was confident (0.78) in the wrong answer with flawed mechanistic reasoning.",
  "failure_mode": "confident_wrong",
  "answer_correct": false,
  "mechanism_correct": false,
  "reasoning_quality": 2,
  "ground_truth_questionable": false
}