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Secondary Active Transport01:55

Secondary Active Transport

One example of how cells use the energy contained in electrochemical gradients is demonstrated by glucose transport into cells. The ion vital to this process is sodium (Na+), which is typically present in higher concentrations extracellularly than in the cytosol. Such a concentration difference is due, in part, to the action of an enzyme “pump” embedded in the cellular membrane that actively expels Na+ from a cell. Importantly, as this pump contributes to the high concentration of...
Secondary Active Transport01:32

Secondary Active Transport

One example of how cells use the energy contained in electrochemical gradients is demonstrated by glucose transport into cells. The ion vital to this process is sodium (Na+), which is typically present in higher concentrations extracellularly than in the cytosol. Such a concentration difference is due, in part, to the action of an enzyme "pump" embedded in the cellular membrane that actively expels Na+ from a cell. Importantly, as this pump contributes to the high concentration of...
Insertion of Multi-pass Transmembrane Proteins in the RER01:29

Insertion of Multi-pass Transmembrane Proteins in the RER

The rough ER membrane synthesizes, assembles, and embeds transmembrane proteins in diverse topologies. These proteins function as transporters or channels and can remain in the ER membrane or are sent to the Golgi complex, lysosome, and cell membrane.
The multipass transmembrane proteins are the type IV integral membrane proteins with multiple topogenic sequences determining their spatial arrangement in the ER membrane. Nearly all multipass proteins lack a cleavable signal sequence and use...
IP3/DAG Signaling Pathway01:11

IP3/DAG Signaling Pathway

Membrane lipids such as phosphatidylinositol (PI) are precursors for several membrane-bound and soluble second messengers. Specific kinases phosphorylate PI and produce phosphorylated inositol phospholipids. One such inositol phospholipids are the  phosphatidylinositol-4,5 bisphosphate [PI(4,5)P2], present in the inner half of the lipid bilayer. Upon ligand binding, GPCR stimulates Gq proteins to turn on phospholipase Cꞵ. Activated phospholipase Cꞵ cleaves PI(4,5)P2 and produces two-second...
Secondary Active Transport01:32

Secondary Active Transport

One example of how cells use the energy contained in electrochemical gradients is demonstrated by glucose transport into cells. The ion vital to this process is sodium (Na+), which is typically present in higher concentrations extracellularly than in the cytosol. Such a concentration difference is due, in part, to the action of an enzyme "pump" embedded in the cellular membrane that actively expels Na+ from a cell. Importantly, as this pump contributes to the high concentration of...
Capillary Exchange01:28

Capillary Exchange

The cardiovascular system's chief role is to disseminate gases, nutrients, waste, and other substances to the body's cells. Small molecules like gases, lipids, and lipid-soluble substances directly diffuse through capillary wall endothelial cell membranes. Glucose, amino acids, and ions, including sodium, potassium, calcium, and chloride, use transporters for facilitated diffusion via membrane-specific channels. Glucose, ions, and bigger molecules may also pass through intercellular clefts.

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Updated: May 8, 2026

Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies
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Una red colaborativa de dominio dual para la segmentación de pólipos

Yao Tong, Zuojian Zhou, Kongfa Hu

    IEEE journal of biomedical and health informatics
    |December 30, 2025
    PubMed
    Resumen
    Este resumen es generado por máquina.

    La detección precisa del cáncer colorrectal depende de la segmentación precisa de los pólipos en las imágenes de colonoscopia. Una nueva red colaborativa de dominio dual (DDCNet) mejora las características de los límites y las representaciones de nivel cruzado, mejorando significativamente la precisión de la segmentación.

    Palabras clave:
    segmentación de póliposdetección de cáncer colorrectalcolonoscopiared neuronal convolucionalaprendizaje profundoanálisis de imágenes médicasvisión por computadora

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    Área de la Ciencia:

    • Imágenes médicas
    • Visión por computadora
    • Inteligencia artificial

    Sus antecedentes:

    • La segmentación precisa de pólipos en colonoscopia es crucial para la detección temprana del cáncer colorrectal.
    • Los métodos existentes tienen dificultades con los límites indistintos y las variaciones de escala, lo que limita la precisión de la segmentación.

    Objetivo del estudio:

    • Introducir una novedosa red colaborativa de dominio dual (DDCNet) para mejorar la segmentación de pólipos.
    • Abordar las limitaciones en la optimización de las características de los límites y la alineación de la representación de nivel cruzado.

    Principales métodos:

    • Se desarrolló un módulo de mejora del contexto de frecuencia (FCEM) para refinar las características del dominio de frecuencia.
    • Se introdujo un módulo de fusión recalibrado por desplazamiento de nivel cruzado (CSFM) para la alineación de características del dominio espacial.
    • Se diseñó una función de pérdida híbrida que combina pérdidas de límites, entropía cruzada y consistencia de frecuencia.

    Principales resultados:

    • DDCNet logró un rendimiento de última generación en tres conjuntos de datos de referencia (Kvasir SEG, CVC-ClinicDB, CVC-ColonDB).
    • Se obtuvieron coeficientes de Dice de 0.9343, 0.9447 y 0.8155, superando a los métodos existentes en un 1.0%-1.5%.
    • Los estudios de ablación confirmaron la eficacia de la función de pérdida híbrida FCEM, CSFM y.

    Conclusiones:

    • DDCNet mejora eficazmente la precisión de la segmentación de pólipos al mejorar las características de los límites y la alineación de nivel cruzado.
    • El método propuesto ofrece un avance significativo para la detección automatizada de pólipos en colonoscopia.
    • La función de pérdida híbrida y los nuevos módulos contribuyen a un rendimiento de segmentación superior.