From mice to rhinos: Whole-organ quantification of 3D mammalian placental structure using correlative multiscale imaging

The mammalian placenta displays extraordinary structural diversity across scales of measurement, yet the quantitative basis and functional consequences of this variation remain poorly understood. Traditional approaches rely on qualitative categories or simple metrics such as length or depth which obscure the complexity of three-dimensional (3D) tissue architecture. Here, we review methods for quantifying whole-organ placental volume, surface area, and vascular organisation, highlighting trade-offs between speed, expense, labour, precision, scalability, destructivity, and specificity. We then demonstrate how correlative multiscale 3D imaging techniques can overcome these limitations, enabling whole-organ quantification across species spanning several orders of magnitude in placental volume-from mouse to rhinoceros. Using integrated workflows that combine X-ray microfocus tomography (microCT), light (H&E histology), and electron (SBF-SEM) microscopy, we generate quantitative structural datasets across spatial scales. In a mouse placenta, correlative 3D X-ray histology (3D-XRH) links histological features directly to their 3D tissue context. In a human placenta, multimodal imaging integrates whole-organ microCT with correlative X-ray and electron microscopy (CXEM) to quantify the total exchange surface area, bridging organ-scale structure and ultrastructural detail. Finally, using placentas from giraffes and rhinos, we show how microCT can be used to quantify the whole organ structure of placentas from even very large mammals, quantifying metrics such as cotyledon volume distribution and blood vessel architecture. Together, these examples illustrate the power of correlative multiscale 3D imaging to resolve mammalian placental structure, bridging cellular and organ-level organisation. This integrative approach provides a unified framework for quantitative comparative placentation, linking structural diversity to physiological function.

Authors

Institutions

Publication Details

Journal
Placenta
Published
2026-02-01
DOI
https://doi.org/10.1016/j.placenta.2026.02.006
Primary Topic
Pregnancy and preeclampsia studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

From mice to rhinos: Whole-organ quantification of 3D mammalian placental structure using correlative multiscale imaging

Avery Pennington, Patricia Goggin, J. N. Norman, Anandita Umapathy et al.
Placenta
Pregnancy and preeclampsia studies
article

From mice to rhinos: Whole-organ quantification of 3D mammalian placental structure using correlative multiscale imaging

Avery Pennington, Patricia Goggin, J. N. Norman, Anandita Umapathy, Philip J. Basford, J. D. Thompson, Georgina Constable-Dakeyne, Davis Laundon, Orestis L. Katsamenis, Rohan M. Lewis, Ella Proudley, Wendy Irvine, Dolapo Adebo, Neil J Gostling, Pascale Chavatte-Palmer, Aaron Grewal, Samuel Kersley, Bram G. Sengers, Lottie Nesbitt, Michele C. Darrow
article en

Abstract

The mammalian placenta displays extraordinary structural diversity across scales of measurement, yet the quantitative basis and functional consequences of this variation remain poorly understood. Traditional approaches rely on qualitative categories or simple metrics such as length or depth which obscure the complexity of three-dimensional (3D) tissue architecture. Here, we review methods for quantifying whole-organ placental volume, surface area, and vascular organisation, highlighting trade-offs between speed, expense, labour, precision, scalability, destructivity, and specificity. We then demonstrate how correlative multiscale 3D imaging techniques can overcome these limitations, enabling whole-organ quantification across species spanning several orders of magnitude in placental volume-from mouse to rhinoceros. Using integrated workflows that combine X-ray microfocus tomography (microCT), light (H&E histology), and electron (SBF-SEM) microscopy, we generate quantitative structural datasets across spatial scales. In a mouse placenta, correlative 3D X-ray histology (3D-XRH) links histological features directly to their 3D tissue context. In a human placenta, multimodal imaging integrates whole-organ microCT with correlative X-ray and electron microscopy (CXEM) to quantify the total exchange surface area, bridging organ-scale structure and ultrastructural detail. Finally, using placentas from giraffes and rhinos, we show how microCT can be used to quantify the whole organ structure of placentas from even very large mammals, quantifying metrics such as cotyledon volume distribution and blood vessel architecture. Together, these examples illustrate the power of correlative multiscale 3D imaging to resolve mammalian placental structure, bridging cellular and organ-level organisation. This integrative approach provides a unified framework for quantitative comparative placentation, linking structural diversity to physiological function.

Placenta
École Nationale Vétérinaire d'Alfort (FR), Université de Versailles Saint-Quentin-en-Yvelines (FR), Université Paris-Saclay (FR), Marwell Zoo (GB), Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement (FR), Rosalind Franklin Institute (GB), University of Southampton (GB)
Decent work and economic growth
Openalex Percentile: Top 63%
Pregnancy and preeclampsia studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.