# Quantifying morphologic variations as an alternate to standard response criteria for unresectable primary liver tumors after checkpoint inhibition therapy

**Authors:** Laetitia Saccenti, Nicole Varble, Tabea Borde, Andrew S. Mikhail, Michael Kassin, Elliot Levy, Sheng Xu, Lindsey A. Hazen, Ifechi Ukeh, Cyndi Vasco, Austin G. Duffy, Changqing Xie, Cecilia Monge, Donna Mabry, Tim F. Greten, Bradford J. Wood

PMC · DOI: 10.1007/s11547-024-01937-1 · 2024-12-10

## TL;DR

This study explores using tumor shape changes during immunotherapy as a potential alternative to standard response criteria for liver cancer patients.

## Contribution

The study introduces morphologic tumor shape analysis as a novel approach to assess treatment outcomes in liver cancer.

## Key findings

- Low tumor solidity at 6-month follow-up was associated with poorer prognosis.
- Decreased tumor solidity over time correlated with worse survival outcomes.
- Baseline or 3-month shape features did not correlate with survival.

## Abstract

The aim of this study was to assess the feasibility of quantifying morphologic changes in tumors during immunotherapy, as a reflection of response or survival.

A retrospective single-center analysis was performed in patients with unresectable liver cancer previously enrolled in clinical trials combining immunotherapy (tremelimumab ± durvalumab) and locoregional treatment (either ablation or transarterial chemoembolization). Conventional response (RECIST 1.1) was assessed at 6-month follow-up. For morphologic assessment, the largest target lesion was manually segmented on axial slices in two dimensions using contrast-enhanced CT. Solidity and circularity of tumors were calculated at baseline, 3-month follow-up, and at 6-months follow-up. Survival analysis was performed.

From the 68 patients enrolled in clinical trials, 28 did not have target lesions separate from lesions treated by locoregional therapies, and 3 had no follow-up imaging. Thirty-seven patients (9 with biliary cancer and 28 with hepatocellular carcinoma) were included. Shape features and shape variation were not correlated with RECIST 1.1 status at 6-month follow-up. However, patients with low solidity tumors at 6-month follow-up showed poorer prognosis compared with patients with high solidity tumors at 6-month follow-up (p = 0.01). Solidity variation analysis confirmed that a decrease of tumor solidity at 6-month follow-up was associated with poorer prognosis (p = 0.01). No association was found between shape features at baseline or shape features at 3-month follow-up with overall survival.

Evolution and variation of tumor morphology during treatment may reflect or correlate with outcomes and contribute toward adapted response criteria.

## Linked entities

- **Diseases:** liver cancer (MONDO:0002691), hepatocellular carcinoma (MONDO:0007256)

## Full-text entities

- **Diseases:** hepatocellular carcinoma (MESH:D006528), liver tumors (MESH:D008113), biliary cancer (MESH:D009369)
- **Chemicals:** durvalumab (MESH:C000613593), tremelimumab (MESH:C520704)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11870906/full.md

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Source: https://tomesphere.com/paper/PMC11870906