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Latent profile analysis of flourishing and associated factors among young and middle-aged patients with hepatocellular carcinoma

This study utilized latent profile analysis on 217 young and middle-aged Chinese hepatocellular carcinoma patients to identify three distinct flourishing profiles (low, moderate, and high) and determined that employment status, cancer stage, metastasis, social support, resilience, and self-efficacy are significant factors associated with these profiles, suggesting a need for tailored psychosocial interventions.

Original authors: Jiurui Wang, Zeping Yan, Qiuyue Zhang, Cuicui Xin

Published 2026-09-24
📖 5 min read🧠 Deep dive

Original authors: Jiurui Wang, Zeping Yan, Qiuyue Zhang, Cuicui Xin

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ✨ This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

When a person is diagnosed with a serious illness, the medical focus often lands squarely on the body: the tumor, the treatment, and the survival rates. Yet, for many, the internal experience of living with that diagnosis is just as critical as the physical battle. In the field of psychology, there is a concept known as "flourishing." This is not merely the absence of sadness or anxiety; it is a positive state where a person feels engaged with life, finds meaning in their daily struggles, and maintains a sense of purpose even while facing adversity. It is the difference between simply surviving a crisis and continuing to grow through it. While this state of well-being has been studied in various groups, the specific experience of younger and middle-aged adults with liver cancer has remained less understood. These individuals often find themselves at a pivotal moment in their lives, balancing career ambitions and family responsibilities against the sudden disruption of a life-threatening disease. Understanding how they navigate this terrain, and what helps them maintain a sense of thriving, offers a vital window into the human capacity for resilience.

A team of researchers at Shandong Provincial Hospital in China set out to explore this very question. They focused on young and middle-aged patients, defined as those between the ages of eighteen and fifty-nine, who had been diagnosed with hepatocellular carcinoma, the most common form of liver cancer. Rather than treating all patients as a single group with the same needs, the researchers wanted to see if there were distinct patterns in how these individuals experienced well-being. They recruited 217 patients from a major hospital in Shandong province between January and May 2026. Each participant completed a series of questionnaires designed to measure their level of flourishing, along with factors that might influence it, such as their social support networks, their ability to bounce back from stress, their confidence in handling challenges, and details about their disease and employment status.

The analysis of the survey data revealed that these patients did not fall into a single category of well-being. Instead, the researchers identified three distinct groups, or profiles, of flourishing. The first group, comprising about 30 percent of the patients, was characterized by low levels of flourishing. These individuals reported the lowest scores on measures of life meaning and purpose. The second group, which made up nearly half of the participants, showed moderate levels of flourishing, representing a middle ground where patients were managing but perhaps not fully thriving. The third and smallest group, accounting for roughly 21 percent of the sample, demonstrated high levels of flourishing. These patients maintained strong engagement and a deep sense of purpose despite their diagnosis. The existence of these three separate groups suggests that the experience of living with liver cancer is highly varied, and that a "one-size-fits-all" approach to psychological support may not be effective.

The study then looked closely at what separated these groups from one another. The researchers found that a patient's employment status played a significant role. Those who were unemployed or retired were much more likely to fall into the low flourishing group compared to those who were still working. Work often provides more than just an income; it offers a sense of identity, social connection, and daily structure. When illness forces a person out of the workforce, they may lose these anchors, leading to a greater sense of isolation and a diminished sense of self-worth. Similarly, the stage of the cancer and whether it had spread to other parts of the body were crucial factors. Patients with earlier stages of the disease and those without metastasis were more likely to be found in the moderate or high flourishing groups. Conversely, those facing advanced stages or metastatic disease tended to report lower levels of well-being, likely due to the heavier burden of symptoms and the uncertainty about the future.

Beyond the medical and economic factors, the study highlighted the power of internal and external resources. Patients who reported having strong social support from family, friends, and healthcare providers were more likely to be in the higher flourishing groups. This support acts as a buffer against the stress of the illness. Equally important were psychological traits: resilience, which is the ability to adapt to difficult situations, and self-efficacy, which is the belief in one's own ability to manage challenges. Patients with higher scores in these areas were significantly more likely to be in the moderate or high flourishing categories. The data showed that these factors were not just loosely related but were strongly associated with the specific profile a patient belonged to.

The findings suggest that the path to well-being for young and middle-aged liver cancer patients is not uniform. While some patients naturally maintain a high level of engagement and purpose, others struggle more deeply, often due to a combination of job loss, advanced disease, and a lack of support systems. The researchers concluded that healthcare professionals should not assume all patients are coping in the same way. Instead, they should screen for these different profiles and tailor their interventions accordingly. For those struggling with low flourishing, the focus might need to be on rebuilding a sense of purpose through therapy or reconnecting them with social and employment resources. For those in the moderate group, the goal could be to prevent a slide into lower well-being by strengthening their resilience and self-efficacy. By recognizing the distinct needs of each group, medical teams can offer more precise and effective support, helping patients not just to survive their illness, but to find a way to flourish within it.

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