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mdl-1

C. elegans

Mad-like protein 1

What the model saw

Gene: mdl-1
Organism: Caenorhabditis elegans
Known functions: Mad-like protein 1. DNA-binding transcription factor activity, RNA polymerase II-specific. RNA polymerase II cis-regulatory region sequence-specific DNA binding. protein binding. protein dimerization activity. protein heterodimerization activity. sequence-specific DNA binding.
View unredacted entry
Mad-like protein 1. DNA-binding transcription factor activity, RNA polymerase II-specific. RNA polymerase II cis-regulatory region sequence-specific DNA binding. protein binding. protein dimerization activity. protein heterodimerization activity. sequence-specific DNA binding.

Solver output

Predicted influence
Pro-longevity
Confidence
72%
Mechanism
Deregulated nutrient sensing
Reasoning

MDL-1 is the C. elegans ortholog of mammalian Mad/MXD proteins, which are transcriptional repressors that heterodimerize with Max and antagonize Myc-driven transcriptional programs. In C. elegans, mdl-1 functions downstream of the TORC1/TOR signaling pathway and acts as a transcription factor that represses Myc-Max (MML-1/MDL-1 complex) target genes involved in growth and metabolism. Loss of mdl-1 has been shown to suppress lifespan extension in contexts such as dietary restriction and reduced insulin/IGF-1 signaling, indicating that MDL-1 activity is required for longevity. By heterodimerizing with MAX-like proteins and binding RNA Pol II-regulated promoters, MDL-1 represses pro-growth, pro-aging transcriptional programs, thereby promoting longevity through modulation of nutrient-sensing (TOR/Myc axis) transcriptional output.

Key pathways
TOR/Myc transcriptional axis (MML-1:MDL-1 complex)Insulin/IGF-1 signaling longevity pathwayDietary restriction transcriptional response
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 reasoning contains a key error: it claims that loss of mdl-1 suppresses lifespan extension, implying MDL-1 is required for longevity (pro_longevity). However, the actual finding in the literature is that mdl-1 is anti-longevity — meaning its loss or reduction tends to extend lifespan, not shorten it. The model correctly identifies MDL-1 as a Mad-like transcriptional repressor that heterodimerizes with Max and antagonizes Myc-driven programs, and correctly notes the MML-1/MDL-1 complex and TOR/Myc axis involvement. However, it misinterprets the directionality of mdl-1's effect on lifespan. The model confuses the roles of mml-1 (pro_longevity) and mdl-1 (anti_longevity) in the MML-1:MDL-1 complex. MDL-1 acts as a repressor of MML-1 target genes that promote longevity, making it anti-longevity. The model had moderate-high confidence (0.72) in the wrong answer.

Raw API responses

solver

{
  "reasoning": "MDL-1 is the C. elegans ortholog of mammalian Mad/MXD proteins, which are transcriptional repressors that heterodimerize with Max and antagonize Myc-driven transcriptional programs. In C. elegans, mdl-1 functions downstream of the TORC1/TOR signaling pathway and acts as a transcription factor that represses Myc-Max (MML-1/MDL-1 complex) target genes involved in growth and metabolism. Loss of mdl-1 has been shown to suppress lifespan extension in contexts such as dietary restriction and reduced insulin/IGF-1 signaling, indicating that MDL-1 activity is required for longevity. By heterodimerizing with MAX-like proteins and binding RNA Pol II-regulated promoters, MDL-1 represses pro-growth, pro-aging transcriptional programs, thereby promoting longevity through modulation of nutrient-sensing (TOR/Myc axis) transcriptional output.",
  "confidence": 0.72,
  "key_pathways": [
    "TOR/Myc transcriptional axis (MML-1:MDL-1 complex)",
    "Insulin/IGF-1 signaling longevity pathway",
    "Dietary restriction transcriptional response"
  ],
  "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 reasoning contains a key error: it claims that loss of mdl-1 suppresses lifespan extension, implying MDL-1 is required for longevity (pro_longevity). However, the actual finding in the literature is that mdl-1 is anti-longevity — meaning its loss or reduction tends to extend lifespan, not shorten it. The model correctly identifies MDL-1 as a Mad-like transcriptional repressor that heterodimerizes with Max and antagonizes Myc-driven programs, and correctly notes the MML-1/MDL-1 complex and TOR/Myc axis involvement. However, it misinterprets the directionality of mdl-1's effect on lifespan. The model confuses the roles of mml-1 (pro_longevity) and mdl-1 (anti_longevity) in the MML-1:MDL-1 complex. MDL-1 acts as a repressor of MML-1 target genes that promote longevity, making it anti-longevity. The model had moderate-high confidence (0.72) in the wrong answer.",
  "failure_mode": "confident_wrong",
  "answer_correct": false,
  "mechanism_correct": false,
  "reasoning_quality": 2,
  "ground_truth_questionable": false
}