Surgical Contribution to Recurrence-Free Survival in Patients with...

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Surgical Contribution to Recurrence-Free Survival in Patients with Macrovascular–InvasionNegative Hepatocellular Carcinoma Shinji Tanaka, MD, PhD, FACS, Kaoru Mogushi, PhD, Mahmut Yasen, MD, PhD, Norio Noguchi, MD, PhD, Atsushi Kudo, MD, PhD, Toshiaki Kurokawa, MD, PhD, Noriaki Nakamura, MD, PhD, Johji Inazawa, MD, PhD, Hiroshi Tanaka, PhD, Shigeki Arii, MD, PhD BACKGROUND: Macroscopic vascular invasion (MVI) is a well-known indicator of recurrence of hepatocellular carcinoma (HCC) even after curative hepatectomy, but the clinicopathologic and molecular features of the recurrence remain unclear in MVI-negative HCC. STUDY DESIGN: Two hundred seven consecutive patients with confirmed primary MVI-negative HCC were retrospectively assessed after curative resection, with special emphasis on the importance of anatomically systematized hepatectomy. HCC tissues were also analyzed for genome-wide gene expression profile of each tumor using a microarray technique. RESULTS: Univariant analysis of HCC recurrence revealed multiple tumors (p 0.001), moderate to poor differentiation (p 0.044), Child-Pugh B/C (p 0.047), -fetoprotein elevation (p 0.007), and nonanatomic hepatectomy (p 0.010) as risk factors. According to Cox hazard multivariant analysis, multiple tumors (p 0.002), -fetoprotein elevation (p 0.001), and nonanatomic hepatectomy (p 0.002) were identified as independent factors of the recurrence. In the recurrent cases after anatomic hepatectomy for HCC, local recurrence was significantly infrequent compared with those after nonanatomic hepatectomy (p 0.001). Network expression analysis using cDNA microarray revealed distinct signaling pathways of epithelial-mesenchymal transitions are associated with recurrence after anatomically systematized hepatectomy. CONCLUSIONS: Anatomically systematized hepatectomy might contribute to recurrence-free survival of HCC pa- tients of HCC without MVI. Local recurrence could be mostly averted by anatomic hepatectomy, although specific epithelial-mesenchymal transitions signaling might regulate the biologic aggres- siveness of HCC. (J Am Coll Surg 2009;208:368–374. © 2009 by the American College of Surgeons) Hepatocellular carcinoma (HCC) is one of the most common malignancies, accounting for nearly 1 million deaths per year. 1 The incidence is still increasing world- wide, even in the US, as a result of the high prevalence of hepatitis virus infection. Although surgical resection is the effective treatment modality for HCC, rapid recur- rence of the tumors remains frequent even after appar- ently curative resection. 2,3 Hepatic recurrence has been classified as intrahepatic metastasis and multicentric re- currence, but longterm outcomes are affected mainly by metastatic recurrence. 4,5 Because tumor vascular inva- sion is regarded as a direct cause of metastatic recur- rence, evidence of tumor invasion in major portal and hepatic veins is a known determinant of poor outcomes after resection for HCC. 6-8 In accordance with the archi- tecture of the portal and hepatic veins, anatomic seg- mentectomy or lobectomy has been developed as one of the feasible methods of surgical treatment. 9,10 In cases of HCC without apparent macrovascular invasion (MVI), nonanatomically partial hepatectomy is often selected as the alternative procedure for surgical treatment to avoid risk of postoperative hepatic failure. 11,12 To determine Disclosure Information: Nothing to disclose. This work was supported by Special Coordination Funds for Promoting Science and Technology (Japan Science and Technology Agency), and a Grant-in-Aid from Ministry of Education, Culture, Sports, Science and, Technology of Japan. DrTanaka is a recipient of the Japan Cancer Society Incitement Award and Japan Society for the Promotion of Science Prize. Received September 18, 2008; Revised October 9, 2008; Accepted October 29, 2008. From the Department of Hepato-Biliary-Pancreatic Surgery (Tanaka, Yasen, Noguchi, Kudo, Kurokawa, Nakamura, Arii), Information Center for Med- ical Sciences (Tanaka, Mogushi, Yasen, Tanaka), Medical Research Institute (Inazawa), Tokyo Medical and Dental University, Tokyo, Japan. Correspondence address: Shinji Tanaka, MD, PhD, FACS, Department of Hepato-Biliary-Pancreatic Surgery, Tokyo Medical and Dental University, Graduate School of Medicine, 1-5-45 Yushima, Bunkyo-ku, Tokyo 113- 8519, Japan. email: [email protected] 368 © 2009 by the American College of Surgeons ISSN 1072-7515/09/$36.00 Published by Elsevier Inc. doi:10.1016/j.jamcollsurg.2008.10.031

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urgical Contribution to Recurrence-Free Survival inatients with Macrovascular–Invasion�Negativeepatocellular Carcinoma

hinji Tanaka, MD, PhD, FACS, Kaoru Mogushi, PhD, Mahmut Yasen, MD, PhD, Norio Noguchi, MD, PhD,tsushi Kudo, MD, PhD, Toshiaki Kurokawa, MD, PhD, Noriaki Nakamura, MD, PhD,

ohji Inazawa, MD, PhD, Hiroshi Tanaka, PhD, Shigeki Arii, MD, PhD

BACKGROUND: Macroscopic vascular invasion (MVI) is a well-known indicator of recurrence of hepatocellularcarcinoma (HCC) even after curative hepatectomy, but the clinicopathologic and molecularfeatures of the recurrence remain unclear in MVI-negative HCC.

STUDY DESIGN: Two hundred seven consecutive patients with confirmed primary MVI-negative HCC wereretrospectively assessed after curative resection, with special emphasis on the importance ofanatomically systematized hepatectomy. HCC tissues were also analyzed for genome-wide geneexpression profile of each tumor using a microarray technique.

RESULTS: Univariant analysis of HCC recurrence revealed multiple tumors (p � 0.001), moderate to poordifferentiation (p � 0.044), Child-Pugh B/C (p � 0.047), �-fetoprotein elevation (p � 0.007), andnonanatomic hepatectomy (p � 0.010) as risk factors. According to Cox hazard multivariantanalysis, multiple tumors (p � 0.002), �-fetoprotein elevation (p � 0.001), and nonanatomichepatectomy (p � 0.002) were identified as independent factors of the recurrence. In the recurrentcases after anatomic hepatectomy for HCC, local recurrence was significantly infrequent comparedwith those after nonanatomic hepatectomy (p � 0.001). Network expression analysis using cDNAmicroarray revealed distinct signaling pathways of epithelial-mesenchymal transitions are associatedwith recurrence after anatomically systematized hepatectomy.

CONCLUSIONS: Anatomically systematized hepatectomy might contribute to recurrence-free survival of HCC pa-tients of HCC without MVI. Local recurrence could be mostly averted by anatomic hepatectomy,although specific epithelial-mesenchymal transitions signaling might regulate the biologic aggres-siveness of HCC. (J Am Coll Surg 2009;208:368–374. © 2009 by the American College of

Surgeons)

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epatocellular carcinoma (HCC) is one of the mostommon malignancies, accounting for nearly 1 millioneaths per year.1 The incidence is still increasing world-ide, even in the US, as a result of the high prevalence of

isclosure Information: Nothing to disclose.his work was supported by Special Coordination Funds for Promotingcience and Technology (Japan Science and Technology Agency), and arant-in-Aid from Ministry of Education, Culture, Sports, Science and,echnology of Japan. Dr Tanaka is a recipient of the Japan Cancer Societyncitement Award and Japan Society for the Promotion of Science Prize.

eceived September 18, 2008; Revised October 9, 2008; Accepted October9, 2008.rom the Department of Hepato-Biliary-Pancreatic Surgery (Tanaka, Yasen,oguchi, Kudo, Kurokawa, Nakamura, Arii), Information Center for Med-

cal Sciences (Tanaka, Mogushi, Yasen, Tanaka), Medical Research InstituteInazawa), Tokyo Medical and Dental University, Tokyo, Japan.orrespondence address: Shinji Tanaka, MD, PhD, FACS, Department ofepato-Biliary-Pancreatic Surgery, Tokyo Medical and Dental University,raduate School of Medicine, 1-5-45 Yushima, Bunkyo-ku, Tokyo 113-

r519, Japan. email: [email protected]

3682009 by the American College of Surgeons

ublished by Elsevier Inc.

epatitis virus infection. Although surgical resection ishe effective treatment modality for HCC, rapid recur-ence of the tumors remains frequent even after appar-ntly curative resection.2,3 Hepatic recurrence has beenlassified as intrahepatic metastasis and multicentric re-urrence, but longterm outcomes are affected mainly byetastatic recurrence.4,5 Because tumor vascular inva-

ion is regarded as a direct cause of metastatic recur-ence, evidence of tumor invasion in major portal andepatic veins is a known determinant of poor outcomesfter resection for HCC.6-8 In accordance with the archi-ecture of the portal and hepatic veins, anatomic seg-entectomy or lobectomy has been developed as one of

he feasible methods of surgical treatment.9,10 In cases ofCC without apparent macrovascular invasion (MVI),

onanatomically partial hepatectomy is often selected ashe alternative procedure for surgical treatment to avoid

isk of postoperative hepatic failure.11,12 To determine

ISSN 1072-7515/09/$36.00doi:10.1016/j.jamcollsurg.2008.10.031

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369Vol. 208, No. 3, March 2009 Tanaka et al Anatomic Hepatectomy for HCC without MVI

he importance of systematized hepatectomy in recur-ence of MVI-negative HCC, the tumor characteristicshould be analyzed by aspects of the clinicopathologicactors.

Genome-wide gene expression analysis by microarray offerssystematic approach to unfold comprehensive information

bout the transcription profiles.13 In addition, such studieshould potentially lead to development of novel molecular-argeting therapy of HCC.14 To identify the most prominentignaling pathways, we examined the network analysis of dif-erentially expressed genes, using Biomolecular Interactionetwork Database (BIND) and Pajeck Program for Largeetwork Analysis.15,16 In this study, the clinicopathologic andolecular features were evaluated with special emphasis on

he importance of anatomically systematized hepatectomy foruch HCC.

ETHODSatients and tissue sampleswo hundred sixty consecutive patients underwent initialnd curative hepatectomy for HCC from 2000 to 2006 atokyo Medical and Dental University Hospital. Written

nformed consent from these patients and institutional re-iew board approval were obtained. Preoperative evalua-ion including liver function and operative procedures haveeen described elsewhere.2,3-8 Indications for hepatic resec-ion and operative procedures were determined based on

akuuchi’s criteria.17 Preoperative imaging for tumor stag-ng included abdominal ultrasonography, CT, hepatic ar-eriography, indirect arterial portography, CT arteriogra-hy, CT arterial portography, and MRI. MVI indicatinghe presence of tumor thrombus in the major branches ofhe portal or hepatic vein were comprehensively evaluated.esected tissue was fixed in 10% formaldehyde solutionnd embedded in paraffin for histopathologic analysis byathologists. Evidence of tumor invasion into the portal/epatic veins was evaluated both macroscopically and mi-roscopically. MVI on gross examination of the resectedpecimen confirmed the preoperative diagnosis in all of theatients examined. On histopathologic examination of

Abbreviations and Acronyms

BIND � Biomolecular Interaction Network DatabaseEGFR � epidermal growth factor receptorEMT � epithelial-mesenchymal transitionsHCC � hepatocellular carcinomaMVI � macrovascular invasionTGF-� � transforming growth factor-�

he resected specimen, microscopic invasion indicated the t

resence of clusters of cancer cells floating in the vascularpace line by endothelial cells. Patients were followed upith assays of serum level of �-fetoprotein and protein

nduced by vitamin K absence or antagonists II everyonth, and with ultrasonography, CT, and MRI every 3onths. When tumor recurrence was suspected, precise

iagnostic imaging was performed using CT angiography.inally, the exact diagnosis of recurrence was made with themaging. The recurrent tumor arising in the same segments the initial tumor, or within 2 cm from the surgicaltump, was regarded as a “local” recurrence, as described byakayama and colleagues.18 The other intrahepatic recur-ence was considered a “distant” one. Mean observationime was 3.8 years.

NA isolation, cRNA preparation, andicroarray hybridization

rimary HCC specimens were obtained from surgically re-ected materials. Total RNA was extracted from tissue speci-ens using RNeasy kit (Qiagen). Integrity of obtained RNAas assessed using Agilent 2100 BioAnalyzer (Agilent Tech-ologies). All samples had RNA Integrity Number �5.0.ontaminant DNA was removed by digestion with RNase-

ree DNase (Qiagen). Using 2 �g total RNA, cRNA was pre-ared using one-cycle target labeling and control reagents kitAffymetrix). Hybridization and signal detection of HG-133 Plus 2.0 arrays (Affymetrix) was performed followinganufacturer’s instruction.

ormalization and statistical analysis oficroarray dataotal microarray datasets were normalized using robustultiarray average method under R 2.4.1 statistical soft-are together with BioConductor package, as describedreviously.14 Estimated gene expression levels were log2-ransformed, and 62 control probe sets were removed fordditional analysis. For each 54,613 probes on HG-133 Plus 2.0 arrays, fold-change values were calculatedsing ratio of geometric means of gene expression levelsetween the two groups. Wilcoxon rank sum test waslso performed to estimate the significance levels of genexpression differences between them. Then we selectedenes meeting criteria for both log2(fold-change) valuesnd p values of Wilcoxon rank sum test, as describedreviously.14 Hierarchical clustering with the selectedenes was performed on R software using Euclidean dis-ance and complete linkage method. For clustering, ex-ression data were standardized as z scores (mean 0 andariance 1) for each probe. Differentially expressedrobe sets were overlaid on a cellular pathway map using

he BIND database (http://bond.unleashedinformatics.
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om/index.jsp).15 The resulting networks were repre-ented in graphic format using the Pajek softwarehttp://vlado.fmf.uni-lj.si/pub/networks/pajek/).16

tatistical analysistatistical comparisons of clinicopathologic characteristicsor significance were made using chi-square test or Fisher’s

Figure 1. Overall recurrence-free survival cuvascular invasion�negative hepatocellular cathe actual numbers of patients at risk (in italicdifferences of the recurrence-free survivals weChild A, thin � Child B/C; p � 0.047), �-femAU/mL; p � 0.007), tumor number (D) (bolddifferentiation (E) (bold � well, thin � mod/ptomy (F) (bold � anatomic, thin � nonanatom

xact test with a single degree of freedom, and Student’s m

-test was used to analyze differences between continuousalues. Cumulative patient survival rates were determinedsing the Kaplan-Meier method, and for comparisons wesed the log rank test. A p value �0.05 was considered toave statistical significance. To investigate factors that con-ributed to prediction ability of the aggressive recurrence,e performed multivariant analysis by logistic regression

of 207 patients with primary macroscopicma after curative hepatectomy (A). A table ofwn below each survival curve. The significanttected in Child-Pugh classification (B) (bold �tein (C) (bold � 100 mAU/mL, thin � 100ingle, thin � multiple; p � 0.001), histologic

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371Vol. 208, No. 3, March 2009 Tanaka et al Anatomic Hepatectomy for HCC without MVI

ESULTSisk factors of recurrence in HCC withoutascular invasionmong the consecutive 260 patients who underwent initialnd curative hepatectomy for HCC from 2000 to 2006 atur hospital, the 207 patients with MVI-negative HCCere analyzed in this study; 28 patients at TNM stage 1, 88t stage II, 69 at stage III, and 22 at stage IV.19 Cumulativeecurrence-free survivals of these 207 patients were 57.8%3-year) and 35.3% (5-year), as shown in Figure 1A. Uni-ariant analysis of HCC recurrence was shown inTable 1. Riskactors of recurrence were revealed as multiple tumors (p �.001), moderate/poor differentiation (p � 0.044), Child-ugh B/C (p � 0.047), �-fetoprotein elevation (p � 0.007),nd nonanatomic hepatectomy (p � 0.010) (Fig. 1B–F). Ac-ording to Cox hazard multivariant analysis, multiple tumorsp � 0.001), �-fetoprotein elevation (p � 0.002), and non-natomic hepatectomy (p � 0.002) were identified as inde-endent factors for recurrence (Table 2).

ecurrence of HCC after anatomicallyystematized hepatectomyo analyze the differences in recurrence patterns, localizationf the recurrent tumors was compared between cases afternatomic hepatectomy and those after nonanatomic hepatec-omy. Local recurrence was detected in 27 of 45 recurrent casesfter the nonanatomic hepatectomy, but in only 7 of 47 recur-ent cases after anatomic hepatectomy (Table 3). There wasignificant infrequence of local recurrence after anatomicallyystematized hepatectomy (p � 0.001).

Recurrence after anatomic hepatectomy was evaluatedy network analysis of the genome-wide gene expression ofhe primary HCC tissues (Suppl. Table 1 and Table 2,nline only). According to network expression analysis onomparison between the recurrent and nonrecurrent casesithin 2 postoperative years (Fig. 2A), distinct signals, in-

luding activating transcription factor 2 downstream ofransforming growth factor-� (TGF-�)–SMAD pathways,ere activated in cases of recurrence. In addition, the dif-

erences between local and distant recurrence were assessedy network expression analysis using the BIND database15

nd Pajeck Program,16 as described elsewhere.20,21 Figure 2Bemonstrated the E2F1 pathways downstream of epider-al growth factor receptor (EGFR)-Src signaling might

egulate the biologic aggressiveness of HCC,22 potentiallyeading to local recurrence after anatomically systematizedepatectomy. Because both of the pathways have recentlyeen revealed as critical factors of epithelial-mesenchymalransitions (EMT) for cancer metastasis,23-25 the specific EMT

ignaling might regulate the biologic aggressiveness of HCC.26 b

ISCUSSIONhe concept of anatomically systematized hepatectomy haseen proposed on the basis of hepatic sectors along Glisson’sedicles.9,10 The systematized hepatectomy has been reportedo substantially improve longterm outcomes,17,27-29 but severaleports found that major hepatectomy does not affect long-erm outcomes.30,31 Because patient survival is affected mainly

able 1. Univariate Analysis on Risk Factors of Recurrencefter Resection for Macroscopic Vascular Invasion�Negativeepatocellular Carcinoma

ariables of primary HCC n

Recurrenceprobability(3-year) p Value*

ge (y) 0.70465 or younger 78 0.609Older than 65 129 0.573

ender 0.695Male 150 0.586Female 57 0.667epatitis virus 0.508HBV 33 0.529HCV 107 0.633NBNC 67 0.558

hild-Pugh 0.047A 186 0.539B/C 21 0.716

FP (mAU/mL) 0.007�100 67 0.522�100 140 0.732

IVKA-II (mAU/mL) 0.146�100 109 0.494�100 98 0.578

umor number �0.001Single 66 0.497Multiple 141 0.789

umor size (cm) 0.714�3 65 0.555�3 142 0.609

athologic vascular invasion 0.281Negative 144 0.556Positive 63 0.634istologic differentiation 0.044Well 43 0.483Moderate/poor 164 0.621

ystematization of hepatectomy 0.010Anatomic 128 0.484Nonanatomic 79 0.741

Log rank test.FP, �-fetoprotein; HBV, hepatitis B virus; HCC, hepatocellular carcinoma;CV, hepatitis C virus; NBNC, non-B non-C; PIVKA-II, protein induced

y vitamin K absence or antagonists-II.

y metastatic recurrence through tumor vascular invasion,4

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urgical procedures and outcomes should be analyzed depen-ent on the status of the vascular invasion. Because the exis-ence of apparent MVI obviously requires anatomic hepatec-omy for HCC, systematization of resection should be arguedn the patients without MVI. We focused on the cases of

VI-negative HCC to determine the effects of hepatectomy.n our study, the anatomic hepatectomy contributed substan-ially to recurrence-free survival of patients with MVI-negativeCC (Fig. 1F), not only by univariate analysis (Table 1), but

lso by multivariate analysis (Table 2).Next, the recurrence patterns were assessed after anatomic

r nonanatomic hepatectomy. Local recurrence, as shown inable 3, was significantly suppressed by anatomic hepatec-omy, compared with nonanatomic cases (p � 0.001). Na-ashima and colleagues32 reported the histopathologically de-ailed analysis of 219 small HCCs without MVI, and foundathologic invasion in the portal veins in �25% and intrahe-atic micrometastasis in 10% within the sector.32 These find-ngs suggested that metastatic foci within the sector cannot beemoved with nonanatomically partial hepatic resection. Theystematized anatomic hepatectomy might contribute toecurrence-free survivals, possibly as a result of the inhibitionf local recurrence potentials of HCC.

It is open to debate whether the biologic ability of the re-urrence is identified in the primary MVI-negative HCC evenfter anatomic hepatectomy. In this study, we assessed theetwork expression analysis using cDNA microarray data us-

ng the BIND database15 and Pajeck Program.16 Signal trans-uction pathways play a key role in the regulation of keyellular processes of cancer, including invasion and metastasis.s demonstrated for recurrent cases within 2 postoperativeears (Fig. 2A),TGF-�-SMADs�activating transcription fac-or 2 signaling pathways were upregulated in the primaryCC tumors. TGF-� is a polypeptides with dual tumor-

uppressive and oncogenic effects, signaling through serine/hreonine kinase receptor complexes, which phosphorylateytoplasmic mediators, the SMADs.33 On phosphorylation,MADs translocate to the nucleus and regulate the transcrip-

able 2. Cox Multivariable Analysis on Risk Factors of Re-urrence after Curative Resection for Macroscopic Vascularnvasion�Negative Hepatocellular Carcinoma

ariables of primaryCC Coefficient

Oddsratio

95%Confidence

intervalp

Value

hild-Pugh B, C 0.622 1.863 0.954–3.640 0.069FP �100 mAU/mL 0.723 2.299 1.449–3.648 0.002ultiple tumors 0.833 2.061 1.300–3.266 �0.001oderete or poordifferentiation 0.657 1.928 0.688–5.404 0.212onanatomic 0.686 1.986 1.275–3.095 0.002

FP, �-fetoprotein; HCC, hepatocellular carcinoma.

ional factors, including activating transcription factor 2, o

hich mediates both transcription and DNA damage controln the malignant tumor development.34 During initial tumor-genesis, malignantly transformed cells often lose the responseo tumor-suppressive effects of TGF-�, which, in turn, startso act as an autocrine tumor-promoting factor by enhancingancer invasion and metastasis.33,35 More important, TGF-�as been noted as one of the main inducers of EMT,23 a pro-ess to convert epithelial cells into mesenchymal cells and con-rol cell adhesion, motility invasion, survival, and differentia-ion.26 Growing evidence points to changes in TGF-� signalingathway that occur during HCC progression at the late stage.36

Hepatic recurrence of HCC is classified as intrahepaticetastasis and multicentric recurrence.4,5 To distinguish

he recurrence patterns after anatomic hepatectomy,6,7 dif-erences between local and distant intrahepatic recurrenceere evaluated by network expression analysis (Fig. 2B).ccordingly, the EGFR-Src-E2F1 signaling pathways werepregulated in a cluster associated with the locally meta-tatic recurrence after anatomically systematized hepatec-omy. It is of interest that EGFR-Src signaling is alsonown as a positive regulator of EMT.26 Additional evi-ences indicated that E2F1 transcription factor, the majorarget of tumor suppressor Rb, might stimulate the EMThrough Zeb1/ZFHX1A,24,25 Snail,24 or Slug repressors,25

eported to advance the metastatic potential of HCC in ourrevious studies.37 On the basis of our investigations, newherapeutic strategies targeting the EMT signals might beroposed for inhibiting HCC recurrence.In conclusion, the surgical contribution to MVI-negativeCC might be emphasized because anatomically system-

tized hepatectomy could suppress the local recurrence. Net-ork gene expression analysis revealed the distinct signalingathways of EMT are associated with recurrence after ana-omically systematized hepatectomy. Limitations of our stud-es are mainly related to the retrospective analysis and shortbservation time. Randomized trials and much longer obser-ation time are required for proof of the critical impact of

able 3. Recurrence Patterns of Hepatocellular Carcinomafter Anatomic or Nonanatomic Hepatectomy for Macroscopicascular Invasion–Negative Hepatocellular Carcinomaystematization ofepatectomy

Localrecurrence

Distantrecurrence Total

natomic 7* 40 47onanatomic 27* 18 45otal 34 58 92

he recurrent tumor arising in the same segment as the initial tumor, orithin 2 cm from the surgical stump was regarded a “local” recurrence, while

he other intrahepatic recurrence was named a “distant” one, as described byakayama and colleagues.18

Chi-square test; p � 0.001.

ncological profiling. Additional attention should be paid to

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373Vol. 208, No. 3, March 2009 Tanaka et al Anatomic Hepatectomy for HCC without MVI

he novel therapeutic strategies targeting the signal networkor adjuvant therapy of HCC.38,39

uthor Contributionstudy conception and design: S Tanaka, Ariicquisition of data: S Tanaka, Mogushi, Yasen, Noguchi,Kudo, Kurokawa, Nakamura

Figure 2. Hierarchical clustering (left) and biomolecular interactiohepatocellular carcinoma tumors. (A) The recurrent cases (red bar)systematized hepatectomy. Red and green nodes represent upreguIn the network panel using Pajek software,16 blue lines indicate tinteractions using Biomolecular Interaction Network Database.15

signaling pathways are upregulated in a cluster associated with erecurrence cases (red bar) and distant recurrence cases (black barepresent upregulated and downregulated expression in the local rsignaling pathways are upregulated in a cluster associated with thetomy. Note that both of the pathways are closely related to epithel

nalysis and interpretation of data: S Tanaka, Arii

rafting of manuscript: S Tanakaritical revision: Inazawa, H Tanaka, Arii

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