Somewhere in the quiet machinery of the liver, the cells that line its blood channels appear to send out a signal that restrains cancer. In a study published in PLOS Computational Biology, researchers working with tissue from 42 patients at a hospital in Tianjin traced that signal to a protein called CLEC3B, released by liver sinusoidal endothelial cells, and found it markedly diminished in hepatocellular carcinoma, the form of liver cancer that makes up most cases. Where it is present, tumor cells grow more slowly, and the authors suggest it works by quieting two intertwined processes inside
Blood-vessel cell protein CLEC3B may slow liver cancer by curbing tumor lactylation and autophagy
A tumor-suppressive signal from the liver's own blood-vessel lining
Why does it matter that this protein comes from blood-vessel cells and not the tumor itself?
Because it recasts the liver's lining cells as active participants. The authors say these cells secrete CLEC3B and that it acts like a brake on tumor growth, and that it's reduced in liver cancer.
And the mechanism?
Two processes inside tumor cells, lactylation and autophagy, are both dampened. The authors' data suggest reduced lactylation comes first and drives the reduction in autophagy.
Careful with 'suggest.' That ordering is the authors' interpretation of their data, not something I can verify from this summary. Do we know how it was tested?
Not from what's in front of us. The methods we have cover the bioinformatics and sample collection, not the experimental design for that causal claim.
What about the patient numbers?
42 liver cancer patients with paired tissue, plus 20 trauma patients as a blood comparison, all from one hospital in Tianjin.
That's a small, single-center group. The larger datasets, TCGA and ICGC, are public and bring their own limits. And nothing here shows that restoring CLEC3B helps a patient.
Right. That's a proposal, not a result.
So what's the honest takeaway?
A plausible, interesting candidate with early evidence. Not a treatment, and not yet a confirmed mechanism in people.
Le Pouls
- Liver cancer ranks as the third leading cause of cancer death worldwide, and advanced cases still resist recurrence and therapy.
- Researchers found the protein CLEC3B sharply reduced in liver tumors, where its absence seems to let cancer cells grow unchecked.
- Inside tumor cells, CLEC3B appears to dampen both lactylation and autophagy, with lactylation likely falling first and pulling autophagy down with it.
- The work rests on 42 surgical patients from one hospital and public datasets, so restoring CLEC3B as a treatment remains untested in living patients.
Somewhere in the quiet machinery of the liver, the cells that line its blood channels appear to send out a signal that restrains cancer. In a study published in PLOS Computational Biology, researchers working with tissue from 42 patients at a hospital in Tianjin traced that signal to a protein called CLEC3B, released by liver sinusoidal endothelial cells, and found it markedly diminished in hepatocellular carcinoma, the form of liver cancer that makes up most cases. Where it is present, tumor cells grow more slowly, and the authors suggest it works by quieting two intertwined processes inside those cells: lactylation, a chemical tagging of proteins driven by the lactate that tumors overproduce, and autophagy, the cell's recycling system. The finding offers a glimpse of how the body's supporting tissue may hold part of the answer to a disease that remains among the deadliest in the world, though its promise still awaits testing beyond the laboratory and the bedside.
On an operating table in Tianjin, through 2025, surgeons removed liver tumors from 42 people with hepatocellular carcinoma. Alongside each tumor they collected nearby healthy tissue and blood, and none of these patients had received chemotherapy, radiation, or targeted drugs beforehand. The samples were frozen deep and stored for study, and a second group of 20 trauma surgery patients supplied blood for comparison.
At the center of the inquiry was CLEC3B, a secreted protein also known as tetranectin. The researchers propose that it comes from liver sinusoidal endothelial cells, the fenestrated cells that line the liver's blood channels and are often first to respond to injury. Their data show CLEC3B is significantly reduced in liver cancer, and that tumor cells exposed to it multiply more slowly. Until now, the molecules these supporting cells release to restrain or feed tumors had been largely unexplored.
The path to CLEC3B ran through two processes cancer biologists increasingly study together. Tumors pour out lactate, which tags proteins through lactylation, and autophagy, the cell's recycling system, can either suppress or sustain cancer. Earlier work had linked lactylation to autophagy in several settings, but how the two connect in liver cancer was unclear. Using public patient cohorts, the team built a gene signature around these pathways, and CLEC3B surfaced as a core part of the prognostic model that separated patients by survival.
Adding single-cell sequencing from healthy mouse and human liver and from human liver tumors, the authors placed CLEC3B's source in the endothelial cells. Within cancer cells, they report, the protein quiets lactylation first, and that drop appears to drive the suppression of autophagy. In their telling, a signal from the blood vessels disrupts the metabolic and recycling engine that tumors depend on.
The authors are clear about the limits. The evidence comes from a single hospital, a modest patient group, and public data, and the idea that restoring CLEC3B could become therapy has not been tested in people. Confirming the mechanism in living tumors and in larger, independent cohorts comes next.
The patients in this study were all on an operating table in Tianjin when the samples were taken. Between January 1 and December 31, 2025, surgeons in the Department of General Surgery at Tianjin Medical University General Hospital removed liver tumors from 42 people with hepatocellular carcinoma. They also took adjacent non-tumorous tissue from more than 2 centimeters beyond the tumor margin, plus preoperative blood. None of the 42 had received chemotherapy, radiotherapy, or targeted therapy beforehand. The tissue was snap-frozen in liquid nitrogen and stored at minus 80 degrees Celsius. A comparison group of 20 patients who had surgery for liver trauma supplied blood for measuring circulating levels of the protein at the center of the work.
That protein is CLEC3B, also called tetranectin, a secreted, calcium-binding member of the C-type lectin family. The paper, published in PLOS Computational Biology, argues that CLEC3B is released by liver sinusoidal endothelial cells, the fenestrated cells lining the liver's blood channels. These are the most abundant non-parenchymal cells in the liver, and among the first to respond to liver injury. The authors report that CLEC3B is significantly reduced in liver cancer, and that tumor cells exposed to it grow more slowly.
The backdrop is a hard clinical picture. Liver cancer ranks sixth in incidence among cancers and is the third leading cause of cancer death worldwide. Hepatocellular carcinoma makes up more than 80 percent of cases. Advanced disease still carries a poor prognosis because of recurrence, metastasis, and resistance to therapy. The authors say that which molecules endothelial cells secrete to restrain or feed these tumors has been largely unexplored.
The team came to CLEC3B through two processes that cancer biologists increasingly study together. One is lactylation, a chemical modification of proteins driven by lactate, which tumors produce in large amounts through the Warburg effect. The other is autophagy, the cell's recycling system, which can either suppress tumor initiation or help cancer cells survive stress. Earlier work cited in the paper links the two: lactylation of TFEB boosts autophagic and lysosomal activity, lactylation of FLCN at lysine 523 promotes TFEB-driven autophagy, and in pancreatic cancer, lactylation of FOXO3 sustains autophagy. What connects them in liver cancer, and whether a secreted factor from supporting cells is involved, the authors describe as unknown.
To search for one, they built a gene signature tied to lactylation and autophagy from public cohorts, TCGA and ICGC, and used it to sort liver cancer patients into molecular subtypes with different survival. CLEC3B emerged as a core component of that prognostic model. Prior studies had already reported it downregulated in several cancers and linked to poor survival in liver cancer, and one found it reduced in liver cancer exosomes, where it suppressed metastasis and angiogenesis through AMPK and VEGF signaling. The new study adds single-cell RNA sequencing data from normal mouse liver, normal human liver, and human liver cancer tissue, along with laboratory experiments, to place CLEC3B's source in the liver's endothelial cells.
Inside tumor cells, the authors report, CLEC3B dampens both lactylation and autophagy at once. Their data suggest the drop in lactylation comes first and leads to the inhibition of autophagy. In their framing, the protein is a tumor-suppressive signal from blood vessels that disrupts a metabolic and self-recycling axis within cancer cells.
The work has clear limits. It rests on public datasets, experiments, and 42 patients from a single hospital. The proposal that restoring CLEC3B signaling, or targeting the pathways it controls, could become a treatment has not been tested clinically. The next steps would be showing that the mechanism holds in living tumors and in larger, independent patient groups.
Citations marquantes
Restoring CLEC3B signaling or targeting the pathways it controls could represent a promising new strategy for treating liver cancer.— Study authors, PLOS Computational Biology