Background: Studies have shown that cervical carcinoma high-expressed long non-coding RNA 1 (lncRNA-CCHE1) may promote tumor development by regulating tumor migration and invasion in a variety of cancers; yet, the role of lncRNA-CCHE1 in papillary thyroid carcinoma (PTC) remains unclear. The purpose of this study was to explore the mechanism of lncRNA-CCHE1 in PTC. Methods: The expression of lncRNA-CCHE1 in 51 PTC carcinoma tissues and normal adjacent tissues was measured using real-time quantitative polymerase chain reaction (RT-qPCR). Cell Counting Kit-8 (CCK8), plate cloning assay, transwell assay, and flow cytometry were used to analyze the effect of lncRNA-CCHE1 on PTC cell proliferation, invasion, and apoptosis in vitro. Results: A higher expression of lncRNA-CCHE1 was found in PTC tissues than in adjacent tissues. High expression of lncRNA-CCHE1 was positively correlated with the number of tumors, extra-glandular invasion, and tumor stage. In addition, the down-regulation of lncRNA-CCHE1 reduced the proliferation and invasion of PTC cell lines and promoted cell apoptosis, while its up-regulation caused the opposite effect. These effects were regulated via the extracellular signal-regulated kinase/mitogen-activated protein kinase (ERK/ MAPK) pathway. Conclusions: The lncRNA-CCHE1 is closely related to PTC progression and may be used as a potential biomarker for early diagnosis and treatment of PTC.