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Procopio, A.

Publications and source records attributed to Procopio, A..

2 recordsLinked to original sources

Polarization of regulatory inputs reveals structural constraints in reconstructed pathway-associated regulatory networks

Activating and inhibitory interactions jointly shape cellular regulation, yet it remains unclear whether their allocation among individual targets exhibits systematic organization beyond basic structural constraints. Here we introduce antagonistic--cooperative polarization, a target-wise principle in which the sign of each regulatory interaction is determined by the class of its target. This formulation yields a node-separable graph polarization index and decomposes departures from perfect polarization exactly into localized conflicts at targets receiving both activating and inhibitory inputs. We applied the framework to 98 pathway-associated regulatory subnetworks reconstructed from a unified signed regulatory network. Target-wise sign consistency was generally high, but the key evidence for non-random organization came from constrained null models: mixed-input targets were depleted relative to both global sign shuffling and degree-preserving directed rewiring, with depletion increasing systematically with pathway size. This association was robust to rewiring-mobility and pathway-overlap analyses, and indegree-stratified analysis identified the clearest statistically supported depletion among targets receiving exactly two signed inputs. Mixed-input organization was pathway-specific but recurrent across genes; recurrent mixed-input targets remained enriched for Cancer Gene Census genes after accounting for pathway opportunity. Mixed-input occurrences were also preferentially associated with signed feedback motifs, particularly negative feedback, whereas downstream reach was not increased. Together, these results reveal a prevalent polarized backbone punctuated by localized sites of opposing regulation whose abundance departs from expectations under complementary null models controlling for network topology, sign composition, degree structure, and source-specific regulatory output.

systems biology↗

ZZZ3 protects human embryonic stem cells from nucleolar stress by boosting mTOR/ribosome pathway.

Embryonic stem cells (ESCs) are defined as stem cells with self-renewing and differentiation capabilities. These unique properties are tightly regulated and controlled by complex genetic and molecular mechanisms whose understanding is essential for both basic and translational research. A large number of studies have mostly focused on understanding the molecular mechanisms governing pluripotency and differentiation of ESCs, while the regulation of proliferation has received comparably less attention. In mouse ESCs, pluripotency and proliferation can be independent processes meaning that it is possible for mouse ESCs to maintain their pluripotent state without actively proliferating. Here, we investigate the role of ZZZ3 (Zinc Finger ZZ-Type Containing 3) function in human ESCs homeostasis. We found that knockdown of ZZZ3 strongly decreases ribosome biogenesis, translation, and mTOR signaling leading to nucleolar stress and significant reduction of cell proliferation. This process occurs without affecting pluripotency, suggesting that ZZZ3-depleted ESCs enter a dormant-like state and that proliferation and pluripotency can be uncoupled also in human ESCs.

molecular biology↗