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sug

D. melanogaster

sugarbabe

What the model saw

Gene: sug
Organism: Drosophila melanogaster
Known functions: sugarbabe. DNA-binding transcription factor activity, RNA polymerase II-specific. RNA polymerase II cis-regulatory region sequence-specific DNA binding. RNA polymerase II transcription regulatory region sequence-specific DNA binding.
View unredacted entry
sugarbabe. DNA-binding transcription factor activity, RNA polymerase II-specific. RNA polymerase II cis-regulatory region sequence-specific DNA binding. RNA polymerase II transcription regulatory region sequence-specific DNA binding.

Solver output

Predicted influence
Anti-longevity
Confidence
55%
Mechanism
Deregulated nutrient sensing
Reasoning

The *sugarbabe* (*sug*) gene in Drosophila encodes a zinc-finger transcription factor that is transcriptionally induced by dietary sugars and acts downstream of insulin/IGF signaling. It functions as an RNA Pol II-specific DNA-binding transcription factor that regulates gene expression in response to nutrient availability, particularly high-sugar conditions. Elevated sugar intake and chronic activation of nutrient-sensing pathways (insulin/TOR signaling) are well-established drivers of accelerated aging in Drosophila. As a mediator of sugar-responsive transcriptional programs, sug's normal activity promotes metabolic responses to nutrient excess, which when sustained, antagonizes longevity. Its role as a downstream effector of nutrient-sensing rather than a suppressor of these pathways places it in an anti-longevity category, analogous to how chronic IIS/TOR activation shortens lifespan.

Key pathways
insulin/IGF signaling (IIS)sugar-responsive transcriptional regulationnutrient sensing via RNA Pol II transcription
Longevity influence
Pro-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 anti_longevity but the ground truth is pro_longevity. The model's reasoning about sugarbabe being a sugar-responsive transcription factor downstream of IIS is partially correct in terms of its biological role, but the model incorrectly inferred that this makes it anti-longevity. The model assumed that because sug is induced by dietary sugars and mediates nutrient-sensing responses, it must promote aging — but the actual evidence shows sug is pro-longevity. The model's mechanistic reasoning is flawed: being a downstream effector of nutrient sensing does not necessarily make a gene anti-longevity, especially if the gene's activity is protective or adaptive. The confidence of 0.55 is relatively low, but the model still committed to the wrong answer. The reasoning quality is poor because it makes an unjustified leap from "sugar-responsive" to "anti-longevity."

Raw API responses

solver

{
  "reasoning": "The *sugarbabe* (*sug*) gene in Drosophila encodes a zinc-finger transcription factor that is transcriptionally induced by dietary sugars and acts downstream of insulin/IGF signaling. It functions as an RNA Pol II-specific DNA-binding transcription factor that regulates gene expression in response to nutrient availability, particularly high-sugar conditions. Elevated sugar intake and chronic activation of nutrient-sensing pathways (insulin/TOR signaling) are well-established drivers of accelerated aging in Drosophila. As a mediator of sugar-responsive transcriptional programs, sug's normal activity promotes metabolic responses to nutrient excess, which when sustained, antagonizes longevity. Its role as a downstream effector of nutrient-sensing rather than a suppressor of these pathways places it in an anti-longevity category, analogous to how chronic IIS/TOR activation shortens lifespan.",
  "confidence": 0.55,
  "key_pathways": [
    "insulin/IGF signaling (IIS)",
    "sugar-responsive transcriptional regulation",
    "nutrient sensing via RNA Pol II transcription"
  ],
  "mechanism_class": "deregulated_nutrient_sensing",
  "longevity_influence": "anti_longevity"
}

advisor

{
  "notes": "The model predicted anti_longevity but the ground truth is pro_longevity. The model's reasoning about sugarbabe being a sugar-responsive transcription factor downstream of IIS is partially correct in terms of its biological role, but the model incorrectly inferred that this makes it anti-longevity. The model assumed that because sug is induced by dietary sugars and mediates nutrient-sensing responses, it must promote aging — but the actual evidence shows sug is pro-longevity. The model's mechanistic reasoning is flawed: being a downstream effector of nutrient sensing does not necessarily make a gene anti-longevity, especially if the gene's activity is protective or adaptive. The confidence of 0.55 is relatively low, but the model still committed to the wrong answer. The reasoning quality is poor because it makes an unjustified leap from \"sugar-responsive\" to \"anti-longevity.\"",
  "failure_mode": "confident_wrong",
  "answer_correct": false,
  "mechanism_correct": false,
  "reasoning_quality": 2,
  "ground_truth_questionable": false
}
sug · Drosophila melanogaster | Aging biology eval