Perplexity pro notes on PPNs

Longevity-associated motifs in protein-protein interaction (PPI) networks are indeed patterns of interactions—often involving sets of proteins that are not usually clustered together by biological pathway—rather than individual genes. These motifs are important because they connect genes and proteins outside of conventional, highly interconnected modules, resulting in relatively low clustering coefficients and creating bridges between diverse processes.pmc.ncbi.nlm.nih+2

Key Points on Longevity Motifs

  • Low Clustering Coefficient: Longevity motifs tend to connect proteins not typically associated with each other, resulting in long-range interactions across the network and low local clustering—unlike modules where most nodes are directly connected.pnas+1
  • Bridging Centrality: Proteins in these motifs often serve as “connectors” or “hubs” linking disparate pathways (e.g., metabolism, stress response, genome maintenance, proteostasis), which lets the cell respond to multilayered stressors and adapt for longevity.pmc.ncbi.nlm.nih
  • Examples in Longevity Networks: Studies in human and model organisms have shown that longevity-related proteins have higher node degree (more direct interactions) but lower clustering, suggesting they serve to “rewire” biological processes rather than reinforce existing modules.nature+1
  • Reduced Module Redundancy: This dispersed, cross-connecting motif architecture minimizes risk from single points of failure and allows evolutionary flexibility—features crucial for long-lived species like NMRs.pmc.ncbi.nlm.nih+1

Naked Mole Rats (NMRs)

While direct motif mapping in NMRs’ PPI networks is limited, their extreme longevity, resistance to disease, and robust multi-level stress networks suggest their proteome is also organized with such dispersed, bridging motifs. NMR proteostasis, DNA repair, immune signaling, and membrane maintenance networks likely interlink disparate proteins in “unexpected” ways, forming motifs of low clustering and high bridging—providing the network adaptability needed for extraordinary lifespan.smithsonianmag+1

References

  • Longevity proteins are highly connected, form “bridges” between otherwise separate network modules, and exhibit low clustering in human PPI networks, as shown by large-scale interactome analyses.pmc.ncbi.nlm.nih
  • Motifs that connect functionally distinct neighborhoods (rather than tightly reinforcing a single process) are more prevalent among pro-longevity factors.pnas+2

This distributed, cross-functional connectivity is a key defining feature of longevity PPI network motifs across species, including NMRs.nature+1

  1. A Human Protein Interaction Network Shows Conservation of Aging Processes between Human and Invertebrate Species - PMC
  2. https://www.pnas.org/doi/10.1073/pnas.0500130102
  3. https://www.nature.com/articles/srep07153
  4. Proteostasis networks in aging: novel insights from text-mining approaches - PMC
  5. https://www.smithsonianmag.com/smart-news/scientists-explore-the-mysterious-lives-and-longevity-superpowers-of-naked-mole-rats-180987501/
  6. https://academic.oup.com/nargab/article/6/4/lqae153/7912061
  7. Computational identification of protein complexes from network interactions: Present state, challenges, and the way forward - PMC
  8. https://www.sciencedirect.com/science/article/abs/pii/S1476927123001263
  9. https://www.science.org/doi/10.1126/sciadv.adq4324
  10. https://www.sciencedirect.com/science/article/pii/S0925443915002239

Currently, stiffness sensing proteins like YAP (Yes-associated protein), which are central to mechanotransduction pathways and cell fate regulation in mammals, are not reported as major central hubs for naked mole rat (NMR) longevity according to the latest research. Most recent discoveries regarding NMR longevity focus on DNA repair mechanisms—particularly the unique functioning and sequence of cGAS (cyclic GMP-AMP synthase)—as the major molecular adaptation promoting healthy aging and cancer resistance. These findings highlight genome stability and durable DNA repair as more important to NMR longevity than canonical mechanosensing pathways.​

YAP itself is a crucial regulator of stiffness sensing and mechanical signaling in many species, including humans, by influencing cellular proliferation, tissue regeneration, and stem cell maintenance—all processes intertwined with aging. However, there is no public evidence that YAP or its associated mechanotransduction partners (like TEAD, TAZ, or components of the Hippo pathway) are uniquely adapted or overexpressed in naked mole rats to explain their exceptional longevity.​

Instead, NMR studies have prioritized the interplay of cGAS, immune genes, DNA damage sensors, and high molecular weight hyaluronan, rather than mechanosensing or YAP/TAZ pathway modifications, as the principal molecular strategy ensuring their healthspan and remarkable lifespan. If mechanosensing and cell stiffness adaptation do play a role, they are currently underrepresented in major NMR aging publications compared to DNA repair-centric genes.​

damn ctrl-a on perplexity doesnt capture everything

what are the most important genes in epitranscriptome regulation (yogesh saletore)

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what is the most control-sequence like of it

Among the hnRNP family, hnRNP A1 is the most closely associated with control-sequence-like regulatory activity in splicing. hnRNP A1 binds to exonic or intronic splicing silencers (ESS/ISS) and can directly inhibit the use of particular splice sites during regulated splicing events. This protein recognizes high-affinity RNA sequences such as UAGGGU (its consensus binding motif) and, through cooperative binding, can spread along RNA to cover control elements, efficiently repressing splice site selection.​

Other hnRNPs with strong control-sequence activity include:

  • hnRNP I (also known as PTBP1), which binds polypyrimidine tracts at intron branch points and represses or regulates alternate splice site usage.​
  • hnRNP H/F, which are crucial for splicing enhancer and silencer complex formation at specific exons, such as the c-src N1 exon, acting as master regulators of inclusion or exclusion.​

However, hnRNP A1 stands out for its canonical binding to splicing silencer elements and its direct role in modulating exon inclusion or skipping through interaction with control sequences.​

what are the most important genes in epitranscriptome regulation (yogesh saletore)

The most important genes in epitranscriptome regulation, as highlighted in work by Yogesh Saletore and others, are those involved in adding, reading, and removing RNA modifications—especially N6-methyladenosine (m^6A), the most abundant and well-studied epitranscriptomic mark in mammals. These genes fall into three key categories: writers, erasers, and readers.​

Key Categories and Genes

Writers (Methyltransferases)

  • METTL3: The central m^6A methyltransferase that catalyzes methylation, often with METTL14 as a heterodimer partner.​
  • METTL14: Works with METTL3 to “write” m^6A marks on mRNA.​
  • WTAP: A regulatory protein that guides METTL3/METTL14 complex to its RNA targets.​
  • Other writer genes: METTL16, responsible for m^6A in U6 snRNA and certain mRNAs.​

Erasers (Demethylases)

  • FTO: An m^6A demethylase that can “erase” epitranscriptomic marks and is implicated in metabolic regulation.​
  • ALKBH5: Removes m^6A, modulating RNA stability and splicing.​

Readers (Binding Proteins)

  • YTHDF1, YTHDF2, YTHDF3, YTHDC1, YTHDC2: These proteins recognize m^6A and mediate downstream regulatory effects, controlling RNA stability, translation, and nuclear export.​

Other Major Modifications and Genes

  • m^1A (N1-methyladenosine): Associated genes include TRMT61A and TRMT6, which catalyze this modification.​
  • m^5C (5-methylcytosine): NSUN2 and TRDMT1 enzymes are responsible for adding this modification.​
  • hm^5C (5-hydroxymethylcytosine): TET family proteins are linked to this mark.​
  • m^7G (7-methylguanosine) cap: RNMT and other cap methyltransferases mediate this modification.​

Functional Impact

These genes and their products work in concert to dynamically regulate RNA metabolism, splicing, degradation, localization, and translation, making them critical for development and disease. Saletore and colleagues’ reviews emphasize the complexity and pervasiveness of these modifications across thousands of genes in mammalian cells.​

In summary, top genes for epitranscriptome regulation are those encoding the m^6A writers (METTL3, METTL14, WTAP), m^6A erasers (FTO, ALKBH5), and m^6A readers (YTHDF/YTHDC family), along with enzymes for other major RNA modifications (NSUN2, TRDMT1, TRMT61A, TET).​

is FTO obesity related?

Yes, the FTO gene is strongly associated with obesity risk. Genetic variants within the FTO gene, especially single-nucleotide polymorphisms (SNPs) like rs9939609, are consistently linked to higher body mass index (BMI) and increased likelihood of obesity in global populations, including both Western and Asian groups. Individuals with risk alleles in FTO tend to weigh more and are at a higher risk for developing obesity; for instance, carriers of two copies of the risk allele often weigh up to 3 kilograms (6.6 lbs) more with a 1.67-fold higher rate of obesity compared to individuals without the risk allele.​

The biological mechanism involves FTO’s role as an m^6A RNA demethylase, which influences gene expression related to energy balance, appetite, and fat metabolism. FTO is highly expressed in areas of the brain like the hypothalamus, regulating appetite, satiety, and preferences for calorie-dense foods. Variants in this gene can alter dietary behaviors, leading to increased fat and carbohydrate intake, further raising the risk of obesity.​

In summary, FTO is a critical epitranscriptomic regulator gene directly linked to human obesity risk through its effects on diet, energy regulation, and fat homeostasis.​

what DNA repair genes are most associated with naked mole rats

The DNA repair gene most strongly associated with naked mole rats is cGAS (cyclic GMP-AMP synthase). Recent studies have revealed that a unique form of cGAS in naked mole rats, altered by only four specific amino acid substitutions, fundamentally changes its activity compared to that in other mammals. In humans and mice, cGAS typically suppresses the homologous recombination (HR) DNA repair pathway, which can lead to genomic instability and reduced repair efficiency. However, the naked mole rat version of cGAS enhances the HR pathway’s repair efficiency and helps maintain genome stability—likely contributing to their exceptional longevity and resistance to age-related diseases.​

Additionally, naked mole rat cGAS enables a prolonged presence on chromatin after DNA damage. This facilitates the recruitment of key repair factors, notably RAD50 (an HR protein) and FANCI (from the Fanconi anemia pathway), further boosting double-strand break repair. The synergy between these proteins and the unique cGAS variant underlies the naked mole rat’s superior ability to repair DNA compared to other rodents.​

In summary, naked mole rats’ exceptional DNA repair—and thus their longevity—is especially linked to:

  • Modified cGAS (cyclic GMP-AMP synthase)
  • Enhanced recruitment/activity of RAD50 (HR factor) and FANCI (Fanconi pathway factor).​

These findings are considered major advances in understanding how DNA repair genes shape the naked mole rat’s unique biology and long life.

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Currently, stiffness sensing proteins like YAP (Yes-associated protein), which are central to mechanotransduction pathways and cell fate regulation in mammals, are not reported as major central hubs for naked mole rat (NMR) longevity according to the latest research. Most recent discoveries regarding NMR longevity focus on DNA repair mechanisms—particularly the unique functioning and sequence of cGAS (cyclic GMP-AMP synthase)—as the major molecular adaptation promoting healthy aging and cancer resistance. These findings highlight genome stability and durable DNA repair as more important to NMR longevity than canonical mechanosensing pathways.​

YAP itself is a crucial regulator of stiffness sensing and mechanical signaling in many species, including humans, by influencing cellular proliferation, tissue regeneration, and stem cell maintenance—all processes intertwined with aging. However, there is no public evidence that YAP or its associated mechanotransduction partners (like TEAD, TAZ, or components of the Hippo pathway) are uniquely adapted or overexpressed in naked mole rats to explain their exceptional longevity.​

Instead, NMR studies have prioritized the interplay of cGAS, immune genes, DNA damage sensors, and high molecular weight hyaluronan, rather than mechanosensing or YAP/TAZ pathway modifications, as the principal molecular strategy ensuring their healthspan and remarkable lifespan. If mechanosensing and cell stiffness adaptation do play a role, they are currently underrepresented in major NMR aging publications compared to DNA repair-centric genes.​

Do NMRs Have Tighter Boundaries?

Yes—empirical measurements show NMRs have lower intestinal permeability (higher transepithelial electrical resistance), thicker gut and skin barriers, more stable cell junction complexes, and membranes more resistant to environmental and internal damage than mice and other rodents. This is considered a key adaptation for their extraordinary health span.​

Feature NMR Adaptation Reference
Tight junctions Claudin, occludin, ZO-1 upregulation
Adherens/desmosomes Elevated E-cadherin, desmoglein
Cholesterol-rich membranes Stiffer, less oxidizable lipid bilayers
Goblet cells/mucus More cells, higher mucus barrier
Barrier genes Cdkn1a, Cdkn2c, Igfbp3, Ing2 up

These adaptations, together with DNA repair and proteostasis, are key factors in NMR longevity and resistance to common age-related pathologies.​