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shc-1

C. elegans

SHC-transforming protein homolog 1

What the model saw

Gene: shc-1
Organism: Caenorhabditis elegans
Known functions: SHC-transforming protein homolog 1. insulin-like growth factor receptor binding. mitogen-activated protein kinase kinase binding. mitogen-activated protein kinase kinase kinase binding. protein binding.
View unredacted entry
SHC-transforming protein homolog 1. insulin-like growth factor receptor binding. mitogen-activated protein kinase kinase binding. mitogen-activated protein kinase kinase kinase binding. protein binding.

Solver output

Predicted influence
Anti-longevity
Confidence
82%
Mechanism
Deregulated nutrient sensing
Reasoning

SHC-1 is a SHC-transforming protein homolog that binds the insulin-like growth factor receptor (IGF-1R/DAF-2 in C. elegans), acting as an adaptor that couples receptor activation to downstream signaling. In the canonical IIS (insulin/IGF-1 signaling) pathway, SHC adaptor proteins recruit GRB2/SOS complexes to activated receptors, promoting RAS-MAPK cascade activation (consistent with its MAPKKK and MAPKK binding activities). Elevated IIS signaling suppresses DAF-16/FOXO nuclear localization, reducing expression of stress-resistance and longevity genes. Loss-of-function in IIS pathway components (e.g., daf-2) dramatically extends lifespan in C. elegans, meaning that shc-1, as a positive transducer of IIS, would normally act to shorten lifespan. Its dual role in both IIS and MAPK cascade activation further reinforces a pro-growth, anti-longevity signaling function.

Key pathways
insulin/IGF-1 signaling (IIS) / DAF-2 pathwayRAS-MAPK cascadeDAF-16/FOXO transcription factor regulation
Longevity influence
Pro-longevity
Lifespan effect
Decrease

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 with high confidence (0.82), but the ground truth is pro_longevity. The model's reasoning follows a plausible but incorrect logic: it assumes SHC-1 acts as a positive transducer of IIS signaling (like mammalian SHC proteins), which would make it anti-longevity. However, in C. elegans, shc-1 actually promotes longevity. Research has shown that SHC-1 in C. elegans acts differently from its mammalian counterparts - it functions in a stress-response context and its loss reduces lifespan rather than extending it. The model's mechanistic reasoning about SHC proteins coupling IGF-1R to RAS-MAPK and suppressing DAF-16 is based on mammalian biology and does not correctly apply to C. elegans shc-1. The model was confidently wrong about both the direction of effect and the underlying mechanism.

Raw API responses

solver

{
  "reasoning": "SHC-1 is a SHC-transforming protein homolog that binds the insulin-like growth factor receptor (IGF-1R/DAF-2 in C. elegans), acting as an adaptor that couples receptor activation to downstream signaling. In the canonical IIS (insulin/IGF-1 signaling) pathway, SHC adaptor proteins recruit GRB2/SOS complexes to activated receptors, promoting RAS-MAPK cascade activation (consistent with its MAPKKK and MAPKK binding activities). Elevated IIS signaling suppresses DAF-16/FOXO nuclear localization, reducing expression of stress-resistance and longevity genes. Loss-of-function in IIS pathway components (e.g., daf-2) dramatically extends lifespan in C. elegans, meaning that shc-1, as a positive transducer of IIS, would normally act to shorten lifespan. Its dual role in both IIS and MAPK cascade activation further reinforces a pro-growth, anti-longevity signaling function.",
  "confidence": 0.82,
  "key_pathways": [
    "insulin/IGF-1 signaling (IIS) / DAF-2 pathway",
    "RAS-MAPK cascade",
    "DAF-16/FOXO transcription factor regulation"
  ],
  "mechanism_class": "deregulated_nutrient_sensing",
  "longevity_influence": "anti_longevity"
}

advisor

{
  "notes": "The model predicted anti_longevity with high confidence (0.82), but the ground truth is pro_longevity. The model's reasoning follows a plausible but incorrect logic: it assumes SHC-1 acts as a positive transducer of IIS signaling (like mammalian SHC proteins), which would make it anti-longevity. However, in C. elegans, shc-1 actually promotes longevity. Research has shown that SHC-1 in C. elegans acts differently from its mammalian counterparts - it functions in a stress-response context and its loss reduces lifespan rather than extending it. The model's mechanistic reasoning about SHC proteins coupling IGF-1R to RAS-MAPK and suppressing DAF-16 is based on mammalian biology and does not correctly apply to C. elegans shc-1. The model was confidently wrong about both the direction of effect and the underlying mechanism.",
  "failure_mode": "confident_wrong",
  "answer_correct": false,
  "mechanism_correct": false,
  "reasoning_quality": 2,
  "ground_truth_questionable": false
}
shc-1 · Caenorhabditis elegans | Aging biology eval