A Novel Model for Predicting Hepatocellular Carcinoma Development in Patients with Chronic Hepatitis B and Normal Alanine Aminotransferase Levels.

BACKGROUND/AIMS: Hepatocellular carcinoma (HCC) can develop in chronic hepatitis B (CHB) patients with normal alanine aminotransferase (ALT) levels. Therefore, methods that can stratify an individual's HCC risk are needed.
METHODS: A simple HCC risk score was developed from 971 patients with CHB who had elevated hepatitis B virus DNA levels (>2,000 IU/mL) with normal or mildly elevated ALT levels (<80 U/L). The score was validated from an independent cohort of 507 patients.
RESULTS: A 4-point risk scale was developed, with HCC risk ranging from 0% to 17.8% at 5 years for the lowest and highest risk scores. The D2AS score had high area under the receiver operating curves (AUROCs) for predicting development of HCC at 3/5 years (0.895/0.884). The calculated AUROCs to predict the development of HCC at 3/5 years were 0.889/0.876 in the validation cohort, with 5-year HCC incidence rates ranging from 0% to 13.8% at 5 years for the lowest and highest risk scores.
CONCLUSIONS: The D2AS risk score can play a valuable role in risk stratification and may be useful for guiding clinical decisions for enhanced surveillance or treatment to reduce the HCC risk in CHB patients with normal or mildly elevated ALT levels.

INTRODUCTION

Chronic hepatitis B virus (HBV) infection is a major cause of chronic hepatitis, cirrhosis, and hepatocellular carcinoma (HCC) worldwide.1,2 Yet, individual risk for liver-related complications varies. Viral, host, and environmental factors influence risks for cirrhosis and HCC.3,4 Among these risk factors, HBV DNA level is a key risk factor, as higher HBV DNA level is associated with a higher risk for cirrhosis and HCC,2,3 and HBV DNA level can be effectively modulated by antiviral therapy (AVT).2 Although effectively suppressing HBV replication using nucleos(t)ide analogues (NUC) cannot completely eliminate the risk for HCC,5 decreasing HBV DNA level by suppressing HBV replication reduces the incidence of HCC and mortality.5–9 Therefore, AVT is usually considered to treat patients with chronic hepatitis B (CHB) with elevated HBV DNA levels.

However, not all patients with CHB and elevated HBV DNA levels are recommended for AVT. The American Association for the Study of Liver Diseases (AASLD), the European Association for the Study of the Liver (EASL), and the Asian Pacific Association for the Study of the Liver guidelines suggest that treatment should begin in patients with elevated HBV DNA levels and increased alanine aminotransferase (ALT) concentrations, with slight differences in their recommendations when the HBV DNA concentration is 2,000 to 20,000 IU/mL and when ALT concentration is between one time or twice the upper limit of normal (ULN) to initiate therapy.3,8,9 The reason for not treating a patient with CHB and an elevated HBV DNA level plus a normal or mildly increased ALT level is straightforward. There is a particular phase in chronic HBV infection where the virus is highly replicative but inflammation is very low.3 In this phase, there is minimal risk of disease progression, and treatment during this phase has no clear clinical benefit.10 As a sensitive indicator of hepatocellular damage, serum ALT level is usually low in patients without hepatic inflammation, and high in patients with hepatocyte injury.11 The presence of significant fibrosis or liver injury is often reflected by an elevated ALT level.3 Therefore, guidelines recommend treating patients with CHB and an elevated HBV DNA level only when ALT is also elevated.3,8,9

Ideally, there should be no disease progression in patients with CHB who are not indicated for AVT. In other words, there should be no disease progression in CHB patients when ALT level are normal. However, a fair proportion of patients with normal ALT levels have significant fibrosis,12,13 and develop serious liver-related complications.14 In this study, we assessed the risks for HCC among CHB patients with elevated HBV DNA levels, who were followed up without AVT due to having normal or mildly elevated ALT levels. We developed and validated a risk score for predicting HCC risk in this population, and compared performance to risk factor (ALT and age) or risk score (risk estimation for hepatocellular carcinoma in chronic hepatitis B [REACH-B] score) that are known to be associated with HCC.

MATERIALS AND METHODS

1. Study design, setting, and participants

The patients population used to develop the risk score (development cohort) consisted of patients who received care at Samsung Medical Center, Seoul, Korea. All patients who had serum HBV DNA level measured using the COBAS TaqMan HBV DNA Test between 2006 (when serum HBV DNA testing with the COBAS TaqMan HBV DNA Test first began) and 2011 (n=21,812) were screened for potential inclusion in the study. The time of this initial HBV DNA measurement was considered the baseline. We enrolled 2,114 patients who met all of the following criteria: (1) age ≥18 years with chronic HBV infection, defined by the presence of hepatitis B surface antigen (HBsAg) in serum for >6 months or by clinical history; (2) absence of any of the following clinical indicators of cirrhosis: thrombocytopenia (<150,000 platelets/μL), cirrhotic configuration of the liver (nodular liver surface or caudate lobe hypertrophy) and/or splenomegaly confirmed on imaging, or the presence of varices (abnormally enlarged veins detected on upper endoscopy or cross-sectional images);15 (3) no history or current use of interferon or NUC treatment; (4) patients with elevated HBV DNA levels (>20,000 IU/mL for hepatitis B e antigen (HBeAg)-positive patients, and >2,000 IU/mL for HBeAg-negative patients); and (5) patients with normal or mildly increased ALT levels (<80 U/L). These 2,114 patients were further evaluated and excluded from the study if any of following criteria were met: (1) coinfection with hepatitis C virus or human immunodeficiency virus (n=28); (2) follow-up duration <6 months (including those who started AVT within 6 months from baseline or who were diagnosed with HCC within 6 months from baseline) (n=918); (3) other malignancies (n=197). Finally, 971 patients were analyzed in the study. The cohort used to validate the risk score (validation cohort) consisted of patients who received care at Seoul National University Hospital, Seoul, Korea, using the same inclusion and exclusion criteria and consisted of 507 patients. This study protocol was reviewed and approved by the Institutional Review Board at Samsung Medical Center, and by the Institutional Review Board at Seoul National University Hospital. Because the study was a retrospective analysis of existing administrative and clinical data, the requirement to obtain informed patient consent was waived by the Institutional Review Board at both centers.

2. Primary outcome and follow-up

The primary outcome variable was the diagnosis of HCC during follow-up (monitoring period without AVT). Use of AVT (either interferon or NUC) during follow-up was recorded. Patients who started AVT during follow-up were considered censored at the time AVT was initiated. Elevated ALT concentration (≥80 U/ L) with a HBV DNA level >20,000 IU/mL for HBeAg-positive patients, and elevated ALT concentration (≥80 U/L) with a HBV DNA level >2,000 IU/mL for HBeAg-negative patients at a particular point usually led to the initiation of AVT, according to the Korean insurance reimbursement policy. Follow-up assessments were performed on all patients every 3 to 6 months or more frequently as required for at least 6 months. Person-years were censored on the date of diagnosing HCC, date of initiating AVT, or the last date of follow-up on October 31, 2014, whichever came first.

3. Study variables

HCC was diagnosed either by a histological evaluation or clinical imaging.16 The following data were collected: age; sex; medical history; ultrasonography and upper endoscopy results; serum platelet count; and HBsAg; HBeAg; HBV DNA; ALT; and aspartate aminotransferase (AST) levels. Patients were also assessed with the REACH-B score, as described previously.17 Briefly, sex, age, and ALT, HBeAg, and HBV DNA levels were used to calculate the score. Additionally, those <30 years were given a REACH-B score of 0, whereas those >65 years were given score of 6.

4. Statistical analysis

For HCC risk prediction, we firstly examined possible risk predictors, including age, gender, HBeAg status, serum HBV DNA level, ALT level, AST level, and platelet level. Note that HBV DNA level was log transformed due to its skewed distribution. While HBV DNA level did not show a significant association with HCC risk in linear manner, we explored nonlinear associations by using a smooth log hazard ratio (HR) plot. A quadratic change in HCC risk was observed as HBV DNA level increases (Supplementary Fig. 1), and hence HBV DNA level and its second order term (i.e., log(HBV DNA) and [log(HBV DNA)]2) were considered in the risk prediction modeling.

In order to develop a risk prediction model, we used a multivariable Cox regression method with a stepwise selection procedure (Supplementary Table 1). Based on the final prediction model, called as D2AS model, HCC risk was estimated with the equation: 2.9325×log(HBV DNA IU/mL)−0.10527×[log(HBV DNA IU/mL)]2+ −1.27223×(2 if female and 1 if male)+0.07013×age (years). HR with its 95% confidence interval (CI) was estimated for each of the selected risk predictors. Using an independent cohort data, we externally validated the discrimination performance of the newly developed D2AS model, and compared it to other risk predictors, such as REACH-B, and to age and ALT. The time-dependent area under receiver operating characteristic (AUROC) curve was used to assess discrimination performance.

For easy interpretation, we further formulated D2AS risk scores based on the newly developed D2AS model considering ranges of age (20 to 90 years) and HBV DNA levels (2,000 to 500,000,000 IU/mL): D2AS risk score=[(HCC risk estimated in the D2AS model)−15]/5×2. Four risk groups were constructed according to the score: very low risk=D2AS risk score <1; low risk=D2AS risk score ≥1 and <2; intermediate risk=D2AS risk score ≥2 and <2.5; high risk=D2AS risk score ≥2.5, respectively. The Kaplan-Meier method was used to see the cumulative HCC incidence rate in each group.

For subgroup analysis, patients in the derivation and validation cohort were merged and subgrouped into HBeAg (+) and HBeAg (−) patients according to the presence of HBeAg, and sub-grouped into normal or mildly elevated ALT levels, according to the known ALT cutoff (34 IU/L for men and 25 IU/L for women),18 which was based on Nationally representative population. Statistical significance was defined as p-value <0.05.

RESULTS

1. Patient characteristics and incidence of the HCC

The baseline characteristics of the patients are shown in Table 1. During the median 4.5 year follow-up (range, 1.0 to 8.7 years), 26 patients were newly diagnosed with HCC. The cumulative HCC incidence rate at 5 years was 3.2%. Patients who developed HCC were older, more often male, and had a slightly higher AST level but a lower platelet count. The proportion of patients with elevated ALT was similar between those who developed HCC and those who did not. The REACH-B score also higher in patients who developed HCC (Table 1). The baseline characteristics of the validation cohort were similar to those of the derivation cohort in terms of age, sex, and ALT and AST levels, however, fewer patients were HBeAg positive, HBV DNA levels were lower, and baseline platelet counts were higher (Table 1).

Table 1

Baseline Characteristics of Cohort

Characteristic	Derivation (n=971)	No HCC (n=945)	HCC (n=26)	HCC vs No HCC p-value	Validation (n=507)	Derivation vs validation p-value
Age, yr	42.6±10.6	42.4±10.5	51.4±10.8	<0.001	42.2±12.4	0.46
Male sex	564 (58.1)	544 (57.6)	20 (76.9)	0.048	283 (55.8)	0.40
Hepatitis B e antigen positive	547 (56.3)	535 (56.6)	12 (46.2)	0.28	202 (41.6)†	<0.001
HBV DNA levels, IU/mL	5.95±1.84	5.96±1.85	5.74±1.27	0.55	5.71±1.79	0.014
ALT, U/L	34 (23–49)	34 (23–49)	37 (26–52)	0.28	33 (22–49)	0.49
Elevated ALT*	582 (59.9)	565 (59.8)	17 (65.4)	0.68	375 (74.0)	0.60
AST, U/L	29 (23–37)	29 (23–37)	31 (26–38)	0.076	28 (23–37)	0.32
Platelet, ×103/μL	205 (182–238)	206 (183–239)	186 (170–214)	0.023	213 (185–250)	0.015
REACH-B score	10 (8–11)	10 (8–11)	12 (10–13)	<0.001	9 (7–11)	0.30

Data are presented as mean±SD, number (%), or median (quartile range).

HCC, hepatocellular carcinoma; HBV, hepatitis B virus; ALT, alanine aminotransferase; AST, aspartate aminotransferase; REACH-B, risk estimation for hepatocellular carcinoma in chronic hepatitis B.

Elevated ALT (≥35 IU/L for male and ≥24 IU/L for female);

Missing in 21 patients.

2. Performance of the D2AS score

The performance of the D2AS score is shown in Table 2. The time-dependent AUROCs of the D2AS score at 3/5 years (95% CI) was 0.895 (0.823 to 0.966)/0.884 (0.812 to 0.955) in the derivation cohort and 0.889 (0.796 to 0.983)/0.876 (0.789 to 0.963) in the validation cohort. When new model was compared to other risk factor or risk scores in the validation set (Table 3), AUROCs at each time point were constantly higher in the new model than those for age, ALT, and REACH-B score, although the difference did not reach statistical significance at 3 years for age and at 3 and 6 years for REACH-B. In addition, we compared goodness-of-fit measures with both derivation and validation sets. D2AS showed better concordance (0.861 in the derivation set and 0.878 in the validation set) than REACH-B (0.777 in the derivation set and 0.759 in the validation set), age (0.735 in the derivation set and 0.718 in the validation set) and ALT (0.627 in the derivation set and 0.670 in the validation set).

Table 2

Performance of D2AS Score and Validation in Independent Cohort

	Derivation (n=971)				Validation (n=507)
Year	HCC	Survivors	Censored	AUROC (95% CI)	Year	HCC	Survivors	Censored	AUROC (95% CI)
2	10	727	234	0.878 (0.799–0.957)	2	7	420	80	0.942 (0.901–0.984)
3	11	584	376	0.895 (0.823–0.966)	3	11	382	114	0.889 (0.796–0.983)
4	13	460	498	0.884 (0.817–0.949)	4	13	353	141	0.880 (0.798–0.962)
5	19	331	621	0.884 (0.812–0.955)	5	13	265	229	0.876 (0.789–0.963)
6	21	229	721	0.882 (0.815–0.948)	6	15	127	365	0.778 (0.663–0.892)

HCC, hepatocellular carcinoma; AUROC, area under the receiver operating characteristic curve; CI, confidence interval.

Table 3

Comparison of Area under the Receiver Operating Characteristic of D2AS Score with Other Risk Factors or Risk Scores in the Validation Set

Year	D2AS score	Age	p-value	ALT	p-value	REACH-B	p-value
2	0.942	0.807	0.014	0.684	0.003	0.869	0.006
3	0.889	0.765	0.081	0.696	0.020	0.817	0.087
4	0.880	0.731	0.013	0.664	0.002	0.750	0.016
5	0.876	0.729	0.021	0.665	0.003	0.733	0.010
6	0.778	0.612	0.019	0.563	0.027	0.664	0.291

ALT, alanine aminotransferase; REACH-B, risk estimation for hepatocellular carcinoma in chronic hepatitis B.

3. Cumulative incidence of HCC according to D2AS score

The cumulative incidence of HCC according to D2AS risk score are shown in Table 4. The cumulative incidence rates of HCC at 3/5 years were 0%/0%, 0.2%/0.7%, 0.9%/2.7%, and 7.3%/17.8% for the very low, low, intermediate, and high D2AS scores, respectively (Fig. 1A). In the validation cohort, the cumulative incidence rates of HCC at 3/5 years were 0%/0%, 0.5%/0.5%, 0%/1.1%, and 12.5%/13.8% for very low, low, intermediate, and high D2AS scores, respectively (Fig. 1B).

Table 4

Risk of Hepatocellular Carcinoma According to D2AS Score

Risk group by D2AS score	Derivation				Validation
	Very low	Low	Intermediate	High	Very low	Low	Intermediate	High
	<1.0	1.0–1.9	2.0–2.4	≥2.5	<1.0	1.0–1.9	2.0–2.4	≥2.5
No.	48	537	246	140	38	268	106	92
Risk score	0.8±0.1	1.5±0.2	2.2±0.1	2.8±0.2	0.8±0.1	1.5±0.2	2.2±0.1	2.8±0.2
HCC	0	3 (0.6)	6 (2.4)	17 (12.1)	0	1 (0.4)	2 (1.8)	12 (13.0)
Cumulative incidence rate, %
2 yr	0	0.2	0.9	6.2	0	0	0	8.4
3 yr	0	0.2	0.9	7.3	0	0.5	0	12.5
4 yr	0	0.2	1.6	9.0	0	0.5	1.1	13.8
5 yr	0	0.7	2.7	17.8	0	0.5	1.1	13.8
6 yr	0	0.7	4.3	21.7	0	0.5	3.4	15.7

Data are presented as mean±SD or number (%).

HCC, hepatocellular carcinoma.

Fig. 1

Cumulative incidence of hepatocellular carcinoma according to the D2AS score. The hepatocellular carcinoma risk was high for those with a high D2AS score (≥2.5). Purple, black, green and blue represent those with D2AS scores of ≥2.5, 2.0 to 2.4, 1.0 to 1.9, and <1.0, respectively. (A) Derivation cohort and (B) validation cohort.

4. Performance D2AS score in subgroup

The 5-year cumulative HCC incidence rate was 2.0% and 3.8% for those with HBeAg (+) and HBeAg (−) patients (p=0.12). The time-dependent AUROCs of the D2AS score at 3/5 years (95% CI) was 0.908 (0.827–0.989)/0.878 (0.758–0.998) in the HBeAg (+) patients and 0.871 (0.772–0.970)/0.858 (0.788–0.929) in the HBeAg (−) patients. The 5-year cumulative HCC incidence rate was 1.2% and 4.6% for those with normal and mildly elevated ALT levels (p=0.036). The time-dependent AUROCs of the D2AS score at 3/5 years (95% CI) was 0.864 (0.749–0.978)/0.894 (0.799–0.988) in patients with normal ALT and 0.886 (0.807–0.965)/0.838 (0.758–0.919) in patients with mildly elevated ALT levels. The AUROCS of D2AS scores at each time point was higher than age, ALT, and REACH-B in all subgroups analyzed (HBeAg (+), HBeAg (−), normal ALT and mildly elevated ALT levels), although the difference was not statistically significant in some time point (Supplementary Table 2).

DISCUSSION

In this study, the 5-year cumulative HCC incidence rate was 3.2% in the derivation cohort and 3.0% in validation cohort, indicating that a minor but significant proportion of patients with CHB and elevated HBV DNA levels develop HCC, although they have normal or mildly elevated ALT levels. Consistent to this study, Chao et al.19 showed that approximately one-fifth of patients with CHB and ALT ≤40 IU/L have hepatic fibrosis in their meta-analysis. HCC has been reported in patients with CHB and normal ALT levels.20 These findings indicate that patients with CHB and elevated HBV DNA levels are at risk for developing HCC even when their ALT levels are normal or mildly elevated. However, given the low incidence rate of HCC in this population (<1.0% per year), methods that can further stratify individuals risk for HCC are needed.

In this aspect, the newly developed D2AS score can play a valuable role for CHB patients with normal or mildly elevated ALT levels. In CHB patients, development of HCC is multifactorial process with complex interaction between virus, host and environmental exposures.1 Among viral factors, increase in HBV DNA level has been consistently reported to be associated with increased HCC risk.17,21 However, during the natural course of chronic HBV infection, it is also well-known that when patients are in its immune tolerant phase, HCC risk is low despite of very high HBV DNA levels.21 In this study, we could also notice an increase in HCC risk with increase in HBV DNA levels to a certain point, than decrease in HCC risk with a further increase in HBV DNA levels (Supplementary Fig. 1). In order to statistically reflect this quadratic phenomenon, we have added the second order term of HBV DNA levels, which is a way to model presumable nonlinear relationship between the variable and log hazard.22 ALT levels are known to be associated with HCC risk,3 and the 5-year cumulative HCC incidence rate was higher for those with mildly elevated ALT levels than normal ALT levels in this study as well (4.6% vs 1.2%, p=0.036). We explored whether ALT is a significant factor for HCC development in our cohort using ALT as a continuous variable as well as a categorized variable (Supplementary Table 1). In final model selection, the ALT was excluded in stepwise selection. In addition, we fitted another model that included ALT into the final model, and found that ALT was not significant (p=0.5499) while the first and second order terms of HBV DNA levels were still significant (data not shown). We only included those with normal or mildly elevated ALT levels, which may explain why ALT level was not selected in the final model. Finally, a simple risk prediction model using age, sex and HBV DNA levels was developed which could stratify HCC risk in CHB patients with normal or mildly elevated ALT levels. The risk score was validated from an independent cohort at another hospital, which showed same findings. The D2AS score was simplified into a four-category risk scale for easy interpretation. No cases of HCC were observed up to 5-year of follow-up in patients with a very low D2AS score (<1), and HCC was rare (<1% up to 5-year) in patients with a low D2AS score (1 to 2). The HCC risk was intermediate when patients has high D2AS score (2 to 2.5), and was high when the risk score was ≥2.5. Therefore, patients with a D2AS score ≥2.5 require careful monitoring for HCC development, and may require prompt AVT to reduce HCC risk.

There are some other ways to risk-stratify individuals risk for disease progression in CHB patients with normal ALT levels. The AASLD guideline recommend to consider age, family history of HCC, previous treatment history and presence of extrahepatic manifestations for CHB patients with normal ALT levels.3 The EASL guideline recommends lower ULN for ALT to define healthy ALT levels.8 In this study, we could notice higher AU-ROC for the new model than age or ALT. REACH-B can also be used to risk stratify individuals risk for HCC in CHB patients.21 When compared, the newly developed D2AS score showed better AUROCs than REACH-B. Also, the goodness-of-fit measures were better in the new model.

In this study, we included individuals with ALT less than 80 IU/L, regardless of sex. Our inclusion criteria reflected regional guideline,21 where close monitoring is recommended for patients who has ALT levels less than two times of ULN. This inclusion criteria was to select patients in whom CHB guideline recommend close monitoring over treatment. However, some studies have shown that the healthy ALT threshold should be lower than the currently accepted threshold, and that sex-specific thresholds should be applied.23–25 The healthy ALT thresholds should also consider ethnicity, so we used the ALT cutoff of Korean (34 IU/L for men and 25 IU/L for women), which involved a nationally representative healthy cohort from the Fourth Korea National Health and Nutrition Examination Survey.18 We found that the HCC incidence rate was lower for patients with a normal ALT level than those with a mildly elevated ALT level. However, HCC development was still observed for patients with normal ALT levels. In subgroup analysis, stratified by HBeAg or ALT levels, the D2AS score showed high AUROCs for HBeAg(+) patients, HBeAg (−) patients, those with normal ALT levels, and those with mildly elevated ALT levels (Supplementary Table 2).

This study has some limitations that should be mentioned. The overall follow-up duration for the analyzed patients was 4.5 years, which may be relative short to definitely reflect HCC incidence in this population. Almost all Korean patients with CHB are infected with HBV genotype C,26 which progresses more rapidly to HCC than that of the other genotypes. Therefore, the relevance of our findings to other HBV genotypes remains to be determined. Histological data and noninvasive study data reflecting fibrosis (e.g., Fibroscan) were missing. As fibrosis is an important risk factor for the development of HCC,27 our data may need to be compared to a score that incorporates fibrotic burden. For this study, those with evidence of cirrhosis was excluded. However, noninvasive prediction of cirrhosis has shortcomings that some patients with cirrhosis might have been included. Not all risk factors for HCC, such as family history of HCC, smoking, alcohol consumption, viral mutation, etc., were tested.

Nevertheless, our data are informative for clinicians in everyday practice. It is clear that a small but significant proportion of patients with CHB and elevated HBV DNA levels develop HCC, although they have normal or mildly increased ALT level. Several measures can be used to further risk-stratify risk for disease progression. ALT level, age, and REACH-B score can be considered as an additional factor to guide clinicians regarding regular surveillance, enhanced surveillance, or prompt AVT. The newly developed D2AS score is composed of only three factors (HBV DNA, age, and sex) making is easy to calculate, and can be widely used in clinical practice, and showed superior performance than other risk scores in the prediction of HCC in CHB patients with elevated HBV DNA levels plus normal or mildly increased ALT levels. The D2AS risk score can play a valuable role in risk stratification, and may be useful to guide clinical decisions for enhanced surveillance or treatment to reduce HCC risk in this population.