# Quantification of overall tumor burden using longitudinal magnetic resonance imaging improves response assessment in orthotopic murine hepatocellular carcinoma models

**Authors:** Isabella Lurje, Wiebke Werner, Nicole Hilbert, Ajay-Mohan Mohan, Kirsten Reers, Anne Schlutt, Maria Kuzminskaya, Yaroslava Shevchenko, Leke Wiering, Ines Eichhorn, Winfried Brenner, Nicola Beindorff, Frank Tacke, Linda Hammerich

PMC · DOI: 10.1038/s41598-026-38125-2 · Scientific Reports · 2026-02-05

## TL;DR

MRI can track tumor growth in mice with liver cancer, improving treatment assessment and reducing the need for more animals.

## Contribution

This study shows MRI is a reliable tool for longitudinal tumor burden quantification in orthotopic HCC models, enhancing translational research.

## Key findings

- MRI-based overall tumor burden (OTB) measurement is more accurate than largest tumor diameter for assessing treatment response.
- Tumors in MASLD-HCC models did not respond to PD-L1 blockade, reflecting human immunotherapy resistance.
- Longitudinal MRI reduces endpoints and animal numbers in orthotopic HCC studies.

## Abstract

Hepatocellular carcinoma (HCC) is one of the most frequent causes of cancer-related death worldwide. Mirroring the complexity of human HCC with its underlying liver disease requires multilocular orthotopic tumor models in mice, where objective tumor quantification in vivo is challenging, especially longitudinally. We investigated magnetic resonance imaging (MRI) to noninvasively quantify orthotopic HCC in an immunotherapy setting. Orthotopic HCCs were induced in diethylnitrosamine (DEN)-injected mice with either CCl4-induced hepatic fibrosis or dietary metabolic dysfunction-associated steatotic liver disease (MASLD) to mirror the most frequent etiologies. Growth kinetics over the course of immune checkpoint inhibitor treatment with anti-Programmed Death Ligand 1 (αPD-L1) were modeled by measuring the overall tumor burden (OTB) using MRI and compared to untreated animals. Tumor parameters, such as tumor volume, liver weights at sacrifice and largest tumor diameter were analyzed. We demonstrate that MRI is a reliable imaging tool for both pretreatment tumor confirmation as well as the longitudinal quantification of overall tumor burden under investigational treatment. While measuring only the largest tumor diameter yielded significant differences between αPD-L1-treated animals and untreated controls in the long-term setting, these trends in tumor response were not confirmed by MRI-based OTB measurement. In MASLD-HCC, tumors did not respond to PD-L1 blockade, thus confirming the OTB data and reflecting the immunotherapy resistance observed in the human setting and highlighting the translational relevance of the model. Orthotopic fibrosis-HCC and MASLD-HCC mouse models can be enhanced through the longitudinal use of MRI while reducing endpoints and animal numbers. The DEN-CCl4 and DEN-Western Diet models mirror the αPD-L1 response from the human setting and require OTB measurement, because largest diameters may underestimate the total tumor mass in orthotopic HCC.

The online version contains supplementary material available at 10.1038/s41598-026-38125-2.

## Linked entities

- **Proteins:** CD274 (CD274 molecule)
- **Chemicals:** diethylnitrosamine (PubChem CID 5921), CCl4 (PubChem CID 5943)
- **Diseases:** hepatocellular carcinoma (MONDO:0007256), HCC (MONDO:0007256), metabolic dysfunction-associated steatotic liver disease (MONDO:0013209), MASLD (MONDO:0013209)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Gpt (glutamic pyruvic transaminase, soluble) [NCBI Gene 76282] {aka 1300007J06Rik, 2310022B03Rik, ALT, ALT1, Gpt-1, Gpt1}, Cd274 (CD274 antigen) [NCBI Gene 60533] {aka A530045L16Rik, B7h1, Pdcd1l1, Pdcd1lg1, Pdl1}, CD274 (CD274 molecule) [NCBI Gene 574058] {aka PDL1}, Map3k7 (mitogen-activated protein kinase kinase kinase 7) [NCBI Gene 26409] {aka B430101B05, Tak1}, Cd8a (CD8 subunit alpha) [NCBI Gene 12525] {aka Ly-2, Ly-35, Ly-B, Lyt-2}, alp (alopecia, recessive) [NCBI Gene 11691], Slc17a5 (solute carrier family 17 (anion/sugar transporter), member 5) [NCBI Gene 235504] {aka 4631416G20Rik, 4732491M05, AST, ISSD, NSD, SD}
- **Diseases:** obesity (MESH:D009765), Liver (MESH:D017093), abdominal/visceral obesity (MESH:D056128), cirrhotic (MESH:D000094724), HCC (MESH:D006528), Tumors (MESH:D009369), Fibrosis (MESH:D005355), hepatic fibrosis (MESH:D008103), liver tumor (MESH:D008113), analgesia (MESH:D000699), viral hepatitis (MESH:D014777), metabolic syndrome (MESH:D024821), metastases (MESH:D009362), deaths (MESH:D003643), MASLD (MESH:D008107), injury (MESH:D014947), weight loss (MESH:D015431), hepatitis (MESH:D056486), edema (MESH:D004487), fat (MESH:D004620), pain (MESH:D010146), multilocular liver tumors (MESH:C536591), alcohol-associated liver disease (MESH:D008108), WD (MESH:D020241), lesion (MESH:D009059), MASH (MESH:D005234), chronic liver injury (MESH:D056487), inflammation (MESH:D007249), Metabolic dysfunction (MESH:D008659)
- **Chemicals:** nitrogen (MESH:D009584), formaldehyde (MESH:D005557), DAPI (MESH:C007293), CCl4 (MESH:D002251), isopropanol (MESH:D019840), CF 750 (-), xylene (MESH:D014992), Alexa Fluor 647 (MESH:C569686), acetone (MESH:D000096), ethanol (MESH:D000431), LH (MESH:D007986), H&amp;E (MESH:D006371), Cy5 (MESH:C085321), eosin (MESH:D004801), oxygen (MESH:D010100), DPBS (MESH:C012939), glycerol (MESH:D005990), DEN (MESH:D004052), Oil Red O (MESH:C011049), Hematoxylin (MESH:D006416), cholesterol (MESH:D002784), paraffin (MESH:D010232), corn oil (MESH:D003314), NaCl (MESH:D012965), isoflurane (MESH:D007530), water (MESH:D014867), alcohol (MESH:D000438)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116], Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

3 references — full list in the complete paper: https://tomesphere.com/paper/PMC12881393/full.md

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Source: https://tomesphere.com/paper/PMC12881393