Mining the interpretable prognostic features from pathological image of intrahepatic cholangiocarcinoma using multi-modal deep learning.

BACKGROUND: The advances in deep learning-based pathological image analysis have invoked tremendous insights into cancer prognostication. Still, lack of interpretability remains a significant barrier to clinical application. METHODS: We established an integrative prognostic neural network for intrahepatic cholangiocarcinoma (iCCA), towards a comprehensive evaluation of both architectural and fine-grained information from whole-slide images. Then, leveraging on multi-modal data, we conducted extensive interrogative approaches to the models, to extract and visualize the morphological features that most correlated with clinical outcome and underlying molecular alterations. RESULTS: The models were developed and optimized on 373 iCCA patients from our center and demonstrated consistent accuracy and robustness on both internal (n = 213) and external (n = 168) cohorts. The occlusion sensitivity map revealed that the distribution of tertiary lymphoid structures, the geometric traits of the invasive margin, the relative composition of tumor parenchyma and stroma, the extent of necrosis, the presence of the disseminated foci, and the tumor-adjacent micro-vessels were the determining architectural features that impacted on prognosis. Quantifiable morphological vector extracted by CellProfiler demonstrated that tumor nuclei from high-risk patients exhibited significant larger size, more distorted shape, with less prominent nuclear envelope and textural contrast. The multi-omics data (n = 187) further revealed key molecular alterations left morphological imprints that could be attended by the network, including glycolysis, hypoxia, apical junction, mTORC1 signaling, and immune infiltration. CONCLUSIONS: We proposed an interpretable deep-learning framework to gain insights into the biological behavior of iCCA. Most of the significant morphological prognosticators perceived by the network are comprehensible to human minds.

Anlotinib plus Epirubicin Followed by Anlotinib Maintenance as First-line Treatment for Advanced Soft-tissue Sarcoma: An Open-label, Single-arm, Phase II Trial.

PURPOSE: The treatment outcome for locally advanced or metastatic soft-tissue sarcoma (STS) remains unsatisfactory. Anlotinib had demonstrated impressive activity in the subsequent-line treatment of STS. This study investigated the combination of anlotinib and epirubicin followed by anlotinib maintenance as first-line treatment for patients with advanced STS. PATIENTS AND METHODS: This prospective, open-label, single-arm, phase II trial was conducted in Zhongshan Hospital, Fudan University. Eligible patients were ages 18 years or older and had previously untreated, pathologically confirmed, unresectable locally advanced or metastatic STS. All patients received up to six cycles of anlotinib plus epirubicin followed by anlotinib maintenance until disease progression, unacceptable toxicity, or death. The primary endpoint was the progression-free survival (PFS) rate at 6 months. The study was registered on chictr.org (identifier ChiCTR1900024928). RESULTS: From June 2019 to August 2020, 30 patients were enrolled. By December 2021, the median PFS was 11.5 months [95% confidence interval (CI): 8.6-14.4 months], while the median overall survival was not reached (95% CI: NE-NE). The objective response rate was 13.33% and the disease control rate was 80.0%. The most common adverse events (AE) included anemia (43.3%), nausea/vomiting (40.0%), fatigue (36.7%), leukopenia (30.0%), and proteinuria (10.0%), which were mainly of grade 1 or 2. The most frequent grade 3 or 4 AEs were anemia (10.0%), febrile neutropenia (33.3%), hypothyroidism (3.3%), and leukopenia (3.3%). No treatment-related death occurred. CONCLUSIONS: The combination of anlotinib and epirubicin followed by anlotinib maintenance demonstrated promising efficacy with a favorable safety profile.

Imaging and Contrast-enhanced Ultrasound features of duodenal neuroendocrine tumor: A case report.

Duodenal neuroendocrine tumors are rare neoplasms arising from endocrine cells. Here we present a case of 32-year-old woman with Duodenal neuroendocrine tumors, report the imaging and contrast-enhanced Ultrasound (CEUS) features and review previous literatures of neuroendocrine tumors, which may be valuable for the differential diagnosis of duodenal neoplasms.

Malignant gastrointestinal neuroectodermal tumor, presenting as a second malignancy after gastric adenocarcinoma: a case report and literature review.

Malignant gastrointestinal neuroectodermal tumor (GNET), is a rare soft tissue sarcoma. Here we report a case of GNET arising in the intestine of a 33-year-old female, who had been treated for gastric adenocarcinoma with surgery and chemotherapy at the age of 19, in 2001. Since then, she underwent follow-up care annually and kept disease free. Nevertheless, in 2015 she presented with vomiting and was found to have a mass in the small intestine. Surgical excision was performed. Histologically, the tumor was characterized by polygonal cells with clear or eosinophilic cytoplasm, and variably scattered osteoclast-like multinucleated giant cells. Immunohistochemically, the tumor cells showed diffuse and strong expression for S100, but AE1/AE3 cytokeratin, HMB-45 and Melan-A were negative. Genetically, EWSR1 gene rearrangement was detected by fluorescence in situ hybridization (FISH). All these alterations were different from primary gastric adenocarcinoma. Moreover, the tumor gave metastases to ileal mesentery and lung in 1 and 4 years later, respectively. In summary, this is the first report of primary intestinal GNET with multiple metastases in a young woman who had a known history of chemotherapy for gastric adenocarcinoma. In consistence with previous literature, which reported a secondary GNET following chemotherapy for hepatoblastoma, we speculate that the chemotherapy might trigger the rearrangement of EWSR1 and then promote the tumorigenesis of GNET.

Clear cell sarcoma of the pancreas: a case report and review of literature.

Clear cell sarcoma (CCS), is an uncommon malignant soft tissue neoplasm that displays melanocytic differentiation with a distinct molecular profile. It is very rarely localized in gastrointestinal tract. We reported the first case of a primary CCS arising in pancreas. A 36-year-old man presented with jaundice for one month. A preoperative abdominal computer tomography showed a low-density mass in the head of pancreas. Whipple procedure was performed and the tumor was resected. Pathological examination showed polygonal or fusiform cells arranged in a uniform nested to fascicular growth pattern with thin fibrous septa. Immunohistochemical studies revealed positivity for HMB-45, Melan A, S-100, MiTF and vimentin protein. Fluorescence in situ hybridization on paraffin section showed a translocation involving the EWSR1 gene region. No BRAF and NRAS mutation was detected. The patient underwent transcatheter arterial chemoembolization (TACE) six times and eventually died of diffuse liver metastasis 10 months later. This case illustrates that the pancreas is a potential site for primary clear cell sarcoma and molecular studies play an important role in making a conclusive diagnosis.