AI Article Synopsis

  • Colorectal cancer liver metastasis (CRLM) and hepatocellular carcinoma (HCC) present diagnostic challenges due to their similar characteristics, particularly in poorly differentiated cases.
  • A new protein analysis method using paraffin-embedded tissue slides was developed, coupled with machine learning to create predictive models for distinguishing CRLM from HCC.
  • The study identified specific proteins that could effectively differentiate the two cancers, achieving high accuracy scores and suggesting this approach could enhance tumor diagnosis and identify new markers in clinical settings.

Article Abstract

Background: Colorectal cancer liver metastasis (CRLM) and hepatocellular carcinoma (HCC) are both high incidence tumors in China. In certain poorly differentiated cases they can exhibit comparable imaging and pathological characteristics, which impedes accurate clinical diagnosis. The use of protein-based techniques with tissue slides offers a more precise means to assess pathological changes and has the potential to assist with tumor diagnosis.

Methods: A simple protein digestion protocol was established for protein fingerprint analysis of paraffin-embedded tissue slide samples. Additionally, machine learning techniques were employed to construct predictive models for CRLM and HCC. The accuracy of these models was validated using tissue slides and a clinical database.

Results: Analysis of differential protein expression between CRLM and HCC groups reliably identified 977 proteins. Among these, 53 were highly abundant in CRLM samples and 57 were highly abundant in HCC samples. A prediction model based on the expression of six proteins (CD9, GSTA1, KRT20, COL1A2, AKR1C3, and HIST2H2BD) had an area under curve (AUC) of 0.9667. This was further refined to three proteins (CD9, ALDH1A1, and GSTA1) with an AUC of 0.9333.

Conclusions: Tissue slide proteomics can facilitate accurate differentiation between CRLM and HCC. This methodology holds great promise for improving clinical tumor diagnosis and for identifying novel markers for challenging pathological specimens.

Download full-text PDF

Source
http://dx.doi.org/10.31083/j.fbl2901003DOI Listing

Publication Analysis

Top Keywords

tissue slide
12
crlm hcc
12
colorectal cancer
8
cancer liver
8
slide proteomics
8
tissue slides
8
highly abundant
8
proteins cd9
8
tissue
5
crlm
5

Similar Publications

Tertiary lymphoid structures (TLS) in the tumor microenvironment are prognostically beneficial in many solid cancer types. Reports on TLS in high-grade serous tubo-ovarian carcinoma (HGSC) are few, and the prognostic impact is unclear. We investigated mature TLS (mTLS), immature TLS (iTLS) and lymphoid aggregates (LA) in primary adnexal tumors (PTs) and synchronous omental/peritoneal metastases (pMets) of HGSC.

View Article and Find Full Text PDF

Background: Sleep dysfunction is commonly seen in Alzheimer's disease (AD) and Progressive Supranuclear Palsy (PSP), potentially worsening these conditions. Investigating early neuropathological changes in human sleep-promoting neurons, which often precede cognitive decline, is crucial for understanding the basis for sleep dysfunction as possible treatments yet remain underexplored. We used postmortem brains of AD and PSP patients to quantify neuronal numbers and tau burden in the intermediate nucleus of the hypothalamus (IntN), VLPO analog, known for its role in sleep maintenance.

View Article and Find Full Text PDF

Background: Traumatic brain injury (TBI) is recognized as one major, potentially modifiable risk factor for neurodegenerative disease (NDD). Autopsy studies describe a range of neuropathologies in a proportion of individuals surviving late after TBI, most frequently the tau associated pathology, chronic traumatic encephalopathy neuropathologic change (CTE-NC). In addition to tau, other NDD pathologies are described.

View Article and Find Full Text PDF

Basic Science and Pathogenesis.

Alzheimers Dement

December 2024

Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.

Background: Microglia undergo varying regional dependent functional changes, which can exacerbate cognitive decline in Alzheimer's disease, but the full clinical relevance remains unclear. Ramified microglia survey the micro-environment and inert/amoeboid microglia engulf debris. A third morphological type; rod microglia, have been observed in a number of pathological conditions, but are relatively understudied.

View Article and Find Full Text PDF

Background: Individuals with Down syndrome (DS) have an increased genetic risk of developing Alzheimer's disease (AD), with most adults developing AD neuropathology in their 40s. Despite having a low frequency of systemic vascular risk factors such as hypertension and atherosclerosis, adults with DS display cerebrovascular pathology, including microbleeds, microinfarcts, and cerebral amyloid angiopathy. This suggests that blood-brain barrier (BBB) integrity may be compromised allowing the extravasation of blood proteins in the brain parenchyma.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!