Explainable machine learning via intra-tumoral radiomics feature mapping for patient stratification in adjuvant chemotherapy for locoregionally advanced nasopharyngeal carcinoma

Radiol Med. 2023 Jul;128(7):828-838. doi: 10.1007/s11547-023-01650-5. Epub 2023 Jun 10.

Abstract

Purpose: This study aimed to discover intra-tumor heterogeneity signature and validate its predictive value for adjuvant chemotherapy (ACT) following concurrent chemoradiotherapy (CCRT) in locoregionally advanced nasopharyngeal carcinoma (LA-NPC).

Materials and methods: 397 LA-NPC patients were retrospectively enrolled. Pre-treatment contrast-enhanced T1-weighted (CET1-w) MR images, clinical variables, and follow-up were retrospectively collected. We identified single predictive radiomic feature from primary gross tumor volume (GTVnp) and defined predicted subvolume by calculating voxel-wised feature mapping and within GTVnp. We independently validate predictive value of identified feature and associated predicted subvolume.

Results: Only one radiomic feature, gldm_DependenceVariance in 3 mm-sigma LoG-filtered image, was discovered as a signature. In the high-risk group determined by the signature, patients received CCRT + ACT achieved 3-year disease free survival (DFS) rate of 90% versus 57% (HR, 0.20; 95%CI, 0.05-0.94; P = 0.007) for CCRT alone. The multivariate analysis showed patients receiving CCRT + ACT had a HR of 0.21 (95%CI: 0.06-0.68, P = 0.009) for DFS compared to those receiving CCRT alone. The predictive value can also be generalized to the subvolume with multivariate HR of 0.27 (P = 0.017) for DFS.

Conclusion: The signature with its heterogeneity mapping could be a reliable and explainable ACT decision-making tool in clinical practice.

Keywords: Adjuvant chemotherapy; NPC; Radiomics; Tumor heterogeneity map.

MeSH terms

  • Antineoplastic Combined Chemotherapy Protocols / therapeutic use
  • Chemoradiotherapy / methods
  • Chemotherapy, Adjuvant / methods
  • Cisplatin / therapeutic use
  • Humans
  • Nasopharyngeal Carcinoma / diagnostic imaging
  • Nasopharyngeal Carcinoma / drug therapy
  • Nasopharyngeal Neoplasms* / diagnostic imaging
  • Nasopharyngeal Neoplasms* / drug therapy
  • Retrospective Studies

Substances

  • Cisplatin
  • 3-aminolevamisole