Back

Efficient murine cardiac phenotyping by combining synchrotron-based phase-contrast micro-CT, histology, immunofluorescence and spatial transcriptomics

Peruzzi, N.; Mutgan, A. C.; Gawlik, K. I.; Mead, T. J.; Jerlhagen Forsgren, T.; Lagervall, E.; Dreier, T.; Krüger, R.; Lampei, E.; Romell, J.; Spalinskas, R.; Durbeej-Hjalt, M.; APTE, S.; Bech, M.; Bonnin, A.; Tiklova, K.; Tran-Lundmark, K.

2026-04-28 developmental biology
10.64898/2026.04.24.720617 bioRxiv
Show abstract

1.Congenital heart disease is commonly studied using genetically modified mouse models, but characterization of complex three-dimensional (3D) cardiac anomalies remains technically challenging. Histology of fixed paraffin-embedded samples, typically used for structural and molecular analysis, is limited to two dimensions (2D). Synchrotron radiation-based phase-contrast micro-computed tomography (SRPC-{micro}CT) enables rapid, high-resolution, 3D imaging but had yet to be fully integrated with molecular tissue analysis. Importantly, SRPC-{micro}CT is nondestructive and compatible with paraffin-embedded tissue, potentially allowing integration with downstream molecular analyses such as multiplexed spatial transcriptomic profiling on tissue sections. Here, we present a pipeline combining SRPC-{micro}CT with complementary molecular approaches for rapid and accurate phenotyping of mouse hearts and for investigating disease mechanisms. We demonstrate the successful integration of high-resolution 3D imaging with spatial transcriptomics, fluorescent stainings, and histochemistry. Notably, all 2D modalities were applied sequentially to a single tissue section and registered within the 3D volume. This multimodal framework provides a powerful approach for linking structural and molecular information that is broadly applicable across biomedical research.

Matching journals

The top 5 journals account for 50% of the predicted probability mass.

1
Scientific Reports
3102 papers in training set
Top 0.4%
22.6%
2
Journal of Structural Biology
58 papers in training set
Top 0.1%
10.5%
3
eLife
5422 papers in training set
Top 6%
10.1%
4
Nature Communications
4913 papers in training set
Top 29%
6.4%
5
PLOS ONE
4510 papers in training set
Top 31%
4.9%
50% of probability mass above
6
Scientific Data
174 papers in training set
Top 0.4%
4.0%
7
Communications Biology
886 papers in training set
Top 2%
3.6%
8
Advanced Science
249 papers in training set
Top 7%
3.1%
9
Nature Methods
336 papers in training set
Top 3%
2.7%
10
Light: Science & Applications
16 papers in training set
Top 0.3%
2.1%
11
iScience
1063 papers in training set
Top 14%
1.7%
12
Developmental Biology
134 papers in training set
Top 1%
1.7%
13
Development
440 papers in training set
Top 2%
1.3%
14
Science Advances
1098 papers in training set
Top 23%
1.2%
15
Biomedical Optics Express
84 papers in training set
Top 0.8%
1.2%
16
Journal of Microscopy
18 papers in training set
Top 0.3%
1.2%
17
Frontiers in Cell and Developmental Biology
218 papers in training set
Top 7%
1.0%
18
Optica
25 papers in training set
Top 0.6%
1.0%
19
Disease Models & Mechanisms
119 papers in training set
Top 2%
0.9%
20
Journal of Structural Biology: X
15 papers in training set
Top 0.2%
0.7%
21
Cell Reports Methods
141 papers in training set
Top 5%
0.7%
22
FEBS Open Bio
29 papers in training set
Top 0.6%
0.7%
23
Nature Biotechnology
147 papers in training set
Top 8%
0.7%
24
Journal of Controlled Release
39 papers in training set
Top 1%
0.7%
25
IEEE Transactions on Biomedical Engineering
38 papers in training set
Top 1%
0.7%
26
Cytometry Part A
30 papers in training set
Top 0.4%
0.6%
27
International Journal of Molecular Sciences
453 papers in training set
Top 17%
0.6%
28
MethodsX
14 papers in training set
Top 0.6%
0.6%