Article(id=1322168781674238049, tenantId=1146029695717560320, journalId=1220038315760373764, issueId=1322168387082502716, articleNumber=null, orderNo=null, doi=10.12102/j.issn.1009-6493.2026.06.003, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1741449600000, receivedDateStr=2025-03-09, revisedDate=1770566400000, revisedDateStr=2026-02-09, acceptedDate=null, acceptedDateStr=null, onlineDate=1793159202258, onlineDateStr=2026-10-28, pubDate=1774368000000, pubDateStr=2026-03-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793159202258, onlineIssueDateStr=2026-10-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793159202258, creator=13701087609, updateTime=1793159202258, updator=13701087609, issue=Issue{id=1322168387082502716, tenantId=1146029695717560320, journalId=1220038315760373764, year='2026', volume='40', issue='6', pageStart='881', pageEnd='1056', issueExtLink='null', onlineDate='null', pubDate='1774368000000', pubDateStr='2026-03-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793159108180, creator='13701087609', updateTime=1793159108180, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=906, endPage=915, ext={EN=ArticleExt(id=1322168783469400162, articleId=1322168781674238049, tenantId=1146029695717560320, journalId=1220038315760373764, language=EN, title=Longitudinal study of core symptom clusters in postoperative breast cancer patients undergoing chemotherapy based on network analysis, columnId=1220689484526572183, journalTitle=Chinese Nursing Research, columnName=Original Articles, runingTitle=null, highlight=null, articleAbstract=
Objective

To construct a network model of symptom clusters and quality of life in postoperative breast cancer patients undergoing chemotherapy.To identify the core symptom clusters and the core domains of quality of life,and to determine the predictive relationships between them,thereby providing scientific guidance for improving patients' quality of life.

Methods

A total of 260 breast cancer patients receiving chemotherapy in the oncology department of a tertiary grade A hospital in Yinchuan city were selected as the survey subjects using convenience sampling from May to December 2024.A longitudinal survey was conducted to track their symptoms and quality of life before,during,and after chemotherapy.Data were analyzed using exploratory factor analysis,partial correlation networks,and cross-lagged panel networks.

Results

Exploratory factor analysis and partial correlation network analysis revealed four stable symptom clusters in postoperative breast cancer patients undergoing chemotherapy,namely the sickness behavior symptom cluster,the psychosocial symptom cluster,the body image symptom cluster,and the gastrointestinal symptom cluster.The centrality of fatigue symptoms remained the top five across all three periods(rs1=3.02,rs2=4.21,rs3=4.10).Cross-lagged panel network analysis further indicated that the body image symptom cluster was the core symptom cluster in postoperative breast cancer patients undergoing chemotherapy,and physical well-being was the core domain of quality of life.The body image symptom cluster at the previous time point positively predicted physical well-being at the subsequent time point across the three periods(β=1.24 and β=1.49,respectively).

Conclusions

The core symptom cluster in postoperative breast cancer patients undergoing chemotherapy is the body image symptom cluster.Physical well-being is the core domain of quality of life.The body image symptom cluster positively predicts improvements in quality of life.Healthcare professionals should develop interventions based on core symptom clusters during treatment to reduce the transmission effect of the body image symptom cluster within the symptom network,indirectly promote the improvement of physical well-being,and thereby enhance quality of life.

, authors=Jiayi ZHANG1, Xi ZHANG2, Wanqin TIE1, Lu PAN1, Siyu CHEN1, Qiuyuan SUN1, Meina YANG1, authorsList=Jiayi ZHANG, Xi ZHANG, Wanqin TIE, Lu PAN, Siyu CHEN, Qiuyuan SUN, Meina YANG, authorCompany=null, correspAuthors=Xi ZHANG, authorNote=null, correspAuthorsNote=
ZHANG Xi, E-mail:
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1322168787965694067, articleId=1322168781674238049, tenantId=1146029695717560320, journalId=1220038315760373764, language=CN, title=基于网络分析的乳腺癌术后化疗病人核心症状群的纵向研究, columnId=1220689484681761433, journalTitle=护理研究, columnName=科研论著, runingTitle=null, highlight=null, articleAbstract=
目的

构建乳腺癌术后化疗病人症状群与生活质量的网络模型,确定核心症状群与生活质量的核心领域及两者之间的预测关系,为改善病人生活质量提供科学指导。

方法

于2024年5月—12月,采用便利抽样法选取在银川市某三级甲等医院肿瘤内科化疗的260例乳腺癌病人作为调查对象,分别对其化疗前、化疗中、化疗后的症状及生活质量进行追踪调查,使用探索性因子分析、偏相关网络及交叉滞后网络进行数据分析。

结果

探索性因子分析及偏相关网络分析结果显示,乳腺癌术后化疗期间病人存在4个稳定症状群,即疾病行为症状群、精神心理症状群、身体意象症状群及消化道症状群,且乏力症状的中心性在3个时期均排前5位(rs1=3.02,rs2=4.21,rs3=4.10)。交叉滞后网络分析结果进一步表明身体意象症状群为乳腺癌术后化疗期间病人的核心症状群,生理状况是生活质量的核心领域;3个时期中上一时期的身体意象症状群可以正向预测下一时期的生理状况情况(β分别为1.24和1.49)。

结论

乳腺癌术后化疗病人的核心症状群为身体意象症状群,生理状况是生活质量的核心领域,且身体意象症状群能够正向预测生活质量改善情况。医护人员在治疗过程中应基于核心症状群制定干预措施,减少身体意象症状群在症状网络中的传递作用,间接促进生理状况改善,进而提高生活质量。

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张嘉怡,护士,硕士研究生在读

, correspAuthorsNote=
张曦,E-mail:
ZHANG Xi, E-mail:
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breast cancer and is it working?Findings from a large community-based survey of breast cancer survivors, refAbstract=null), Reference(id=1322530613526118887, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, doi=null, pmid=null, pmcid=null, year=2024, volume=39, issue=11, pageStart=28, pageEnd=32, url=null, language=null, rfNumber=32, rfOrder=31, authorNames=刘海凤, 梁玲玲, 马英芝, journalName=护理学杂志, refType=null, unstructuredReference=刘海凤,梁玲玲,马英芝,等.积极心理学联合多模态运动干预在乳腺癌化疗患者中的应用[J].护理学杂志,2024,39(11):28-32., articleTitle=积极心理学联合多模态运动干预在乳腺癌化疗患者中的应用, refAbstract=null), Reference(id=1322530613593227752, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, doi=null, pmid=null, pmcid=null, year=2021, volume=8, issue=4, pageStart=374, pageEnd=379, url=null, language=null, rfNumber=33, rfOrder=32, authorNames=李薇, journalName=肿瘤代谢与营养电子杂志, refType=null, unstructuredReference=李薇.乳腺癌患者的营养治疗专家共识[J].肿瘤代谢与营养电子杂志,2021,8(4):374-379., articleTitle=乳腺癌患者的营养治疗专家共识, refAbstract=null), Reference(id=1322530613656142313, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, doi=null, pmid=null, pmcid=null, year=2022, volume=22, issue=9, pageStart=27, pageEnd=31, url=null, language=null, rfNumber=34, rfOrder=33, authorNames=肖星婷, 王娴, 穆文方, journalName=上海护理, refType=null, unstructuredReference=肖星婷,王娴,穆文方,等.乳腺癌患者化疗所致脱发症状体验的质性研究[J].上海护理,2022,22(9):27-31., articleTitle=乳腺癌患者化疗所致脱发症状体验的质性研究, refAbstract=null), Reference(id=1322530613719056874, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, doi=null, pmid=null, pmcid=null, year=2021, volume=56, issue=10, pageStart=1503, pageEnd=1508, url=null, language=null, rfNumber=35, rfOrder=34, authorNames=杨贵芳, 杨书环, 田桂荣, journalName=中华护理杂志, refType=null, unstructuredReference=杨贵芳,杨书环,田桂荣,等.急性髓系白血病患者诱导缓解治疗期症状群的纵向研究[J].中华护理杂志,2021,56(10):1503-1508., articleTitle=急性髓系白血病患者诱导缓解治疗期症状群的纵向研究, refAbstract=null), Reference(id=1322530613794554347, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, doi=null, pmid=null, pmcid=null, year=2021, volume=31, issue=7, pageStart=342, pageEnd=null, url=null, language=null, rfNumber=36, rfOrder=35, authorNames=刘雪莲, 秦春香, 朱小伶, journalName=中国保健营养, refType=null, unstructuredReference=刘雪莲,秦春香,朱小伶,等.“家庭亲情支持”模式对特定人群慢病健康管理效果分析[J].中国保健营养,2021,31(7):342., articleTitle=“家庭亲情支持”模式对特定人群慢病健康管理效果分析, refAbstract=null), Reference(id=1322530613861663212, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, doi=null, pmid=null, pmcid=null, year=2023, volume=31, issue=5, pageStart=815, pageEnd=826, url=null, language=null, rfNumber=37, rfOrder=36, authorNames=杨超, 董之婕, 闻浩言, journalName=心理科学进展, refType=null, unstructuredReference=杨超,董之婕,闻浩言,等.积极身体意象的前因后果及其提升策略[J].心理科学进展,2023,31(5):815-826., articleTitle=积极身体意象的前因后果及其提升策略, refAbstract=null)], funds=null, 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figureFileSmall=oGvbNVEveWPoRoqdYS/B3Q==, figureFileBig=JFceX8zZLEuF1pESV0UdnA==, tableContent=null), ArticleFig(id=1322530608534897082, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Figure 5, caption=Cross-lagged panel network of stable symptom clusters and quality of life from pre-chemotherapy to during chemotherapy(autoregressive effects removed), figureFileSmall=3HXM6in/HIE5VTV8rRI+vg==, figureFileBig=WZofvZmJvv7s0M1TQr8fQA==, tableContent=null), ArticleFig(id=1322530608602005947, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=CN, label=图5, caption=化疗前→化疗中乳腺癌病人化疗期间稳定症状群与生活质量的交叉滞后网络(去除自回归), figureFileSmall=3HXM6in/HIE5VTV8rRI+vg==, figureFileBig=WZofvZmJvv7s0M1TQr8fQA==, tableContent=null), ArticleFig(id=1322530608664920508, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Figure 6, caption=Cross-lagged panel network between stable symptom clusters and quality of life from during chemotherapy to post-chemotherapy(autoregressive effects removed), figureFileSmall=9SzDkHnRW6g8WNB2UguZvg==, figureFileBig=RLzTWb4GXvGfa80SPd87KQ==, tableContent=null), ArticleFig(id=1322530608736223677, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=CN, label=图6, caption=化疗中→化疗后的乳腺癌病人化疗期间稳定症状群与生活质量的交叉滞后网络(去除自回归), figureFileSmall=9SzDkHnRW6g8WNB2UguZvg==, figureFileBig=RLzTWb4GXvGfa80SPd87KQ==, tableContent=null), ArticleFig(id=1322530608794943934, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Figure 7, caption=Out-EI and in-EI of the cross-lagged panel network of stable symptom clusters and quality of life from pre-chemotherapy to during chemotherapy, figureFileSmall=BmeGtGPhQbtYR/xTODq5Yw==, figureFileBig=fTfKMG+ab1lWhObc9MVy+A==, tableContent=null), ArticleFig(id=1322530608857858495, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=CN, label=图7, caption=化疗前→化疗中乳腺癌病人化疗期间稳定症状群与生活质量交叉滞后网络的out-EI 和in-EI, figureFileSmall=BmeGtGPhQbtYR/xTODq5Yw==, figureFileBig=fTfKMG+ab1lWhObc9MVy+A==, tableContent=null), ArticleFig(id=1322530608933355968, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Figure 8, caption=Out-EI and in-EI of the cross-lagged panel network between stable symptom clusters and quality of life from during chemotherapy to post-chemotherapy, figureFileSmall=9D9IQtBXNdj1heu6zJdQFQ==, figureFileBig=zdgHbzczjg5QfLuCCcRaEw==, tableContent=null), ArticleFig(id=1322530609000464833, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=CN, label=图8, caption=化疗中→化疗后的乳腺癌病人化疗期间稳定症状群与生活质量交叉滞后网络的out-EI 和in-EI, figureFileSmall=9D9IQtBXNdj1heu6zJdQFQ==, figureFileBig=zdgHbzczjg5QfLuCCcRaEw==, tableContent=null), ArticleFig(id=1322530609075962306, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Table 1, caption=

General information of postoperative breast cancer patients undergoing chemotherapy

, figureFileSmall=null, figureFileBig=null, tableContent=
项目分类例数构成比(%)项目分类例数构成比(%)
民族汉族21281.5包块部位左侧12146.5
其他4818.5右侧13953.5
文化程度初中及以下16463.1家庭人均月收入<1 000元4416.9
高中或中专5922.71 000~<3 000元6826.2
专科或本科3513.53 000~5 000元8733.5
研究生20.8>5 000元6123.5
职业农民11243.1有无子女有25196.5
在职职工4416.9无93.5
个体工商户3714.2疾病造成的经济负担有17868.5
退休3814.6无8231.5
其他2911.2不良饮食习惯有5621.5
婚姻状况已婚24795.0无20478.5
未婚51.9夜间睡眠满意度满意9235.4
离异41.5一般10640.8
丧偶41.5不满意6223.8
家庭居住地城市15358.8病理诊断浸润性非特殊癌24293.1
农村10741.2浸润性特殊癌186.9
付费方式职工医保15860.8TNM分期Ⅰ期10239.2
新型农村合作医疗7629.2Ⅱ期10741.2
自费2610.0Ⅲ期5119.6
), ArticleFig(id=1322530609159848387, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=CN, label=表1, caption=

乳腺癌术后化疗病人的一般资料

, figureFileSmall=null, figureFileBig=null, tableContent=
项目分类例数构成比(%)项目分类例数构成比(%)
民族汉族21281.5包块部位左侧12146.5
其他4818.5右侧13953.5
文化程度初中及以下16463.1家庭人均月收入<1 000元4416.9
高中或中专5922.71 000~<3 000元6826.2
专科或本科3513.53 000~5 000元8733.5
研究生20.8>5 000元6123.5
职业农民11243.1有无子女有25196.5
在职职工4416.9无93.5
个体工商户3714.2疾病造成的经济负担有17868.5
退休3814.6无8231.5
其他2911.2不良饮食习惯有5621.5
婚姻状况已婚24795.0无20478.5
未婚51.9夜间睡眠满意度满意9235.4
离异41.5一般10640.8
丧偶41.5不满意6223.8
家庭居住地城市15358.8病理诊断浸润性非特殊癌24293.1
农村10741.2浸润性特殊癌186.9
付费方式职工医保15860.8TNM分期Ⅰ期10239.2
新型农村合作医疗7629.2Ⅱ期10741.2
自费2610.0Ⅲ期5119.6
), ArticleFig(id=1322530609239540164, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Table 2, caption=

Incidence and severity of symptoms at different periods in postoperative breast cancer patients undergoing chemotherapy(n=260)

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代号症状化疗前化疗中化疗后
发生(%)严重程度[M(P25,P75),分]发生(%)严重程度[M(P25,P75),分]发生(%)严重程度[M(P25,P75),分]
S1难以集中注意力98(37.7)0(0,1)169(65.0)1(0,2)197(75.8)1(1,2)
S2疼痛165(63.5)1(0,1)190(73.1)1(0,2)170(65.4)1(0,2)
S3乏力158(60.8)1(0,1)237(91.2)2(1,2)242(93.1)2(1,2)
S4咳嗽28(10.8)0(0,0)37(14.2)0(0,0)31(11.9)0(0,0)
S5精神紧张179(68.8)1(0,2)148(56.9)1(0,1)91(35.0)0(0,1)
S6口干132(50.8)1(0,1)185(71.2)1(0,2)187(71.9)1(0,2)
S7恶心50(19.2)0(0,0)184(70.8)1(0,2)151(58.1)1(0,1)
S8昏昏欲睡78(30.0)0(0,1)91(35.0)0(0,1)97(37.3)0(0,1)
S9手脚感到麻木或刺痛109(41.9)0(0,1)129(49.6)0(0,1)142(54.6)1(0,2)
S10睡眠不好185(71.2)1(0,2)182(70.0)1(0,2)175(67.3)1(0,2)
S11感觉身体肿胀68(26.2)0(0,1)103(39.6)0(0,1)72(27.7)0(0,1)
S12排尿有困难2(0.8)0(0,0)8(3.1)0(0,0)4(1.5)0(0,0)
S13呕吐13(5.0)0(0,0)107(41.2)0(0,1)105(40.4)0(0,0)
S14呼吸困难28(10.8)0(0,0)41(15.8)0(0,0)29(11.2)0(0,0)
S15腹泻10(3.8)0(0,0)42(16.2)0(0,0)53(20.4)0(0,0)
S16感到悲伤172(66.2)1(0,1)166(63.8)1(0,1)150(57.7)1(0,1)
S17出汗141(54.2)1(0,2)172(66.2)1(0,2)159(61.2)1(0,2)
S18焦虑不安169(65.0)1(0,2)171(65.8)1(0,1)154(59.2)1(0,1)
S19对性生活失去兴趣92(35.4)0(0,2)85(32.7)0(0,1)99(38.1)0(0,2)
S20皮肤瘙痒47(18.1)0(0,0)56(21.5)0(0,0)61(23.5)0(0,0)
S21没有食欲61(23.5)0(0,0)172(66.2)1(0,2)162(62.3)1(0,2)
S22眩晕61(23.5)0(0,0)101(38.8)0(0,1)109(41.9)0(0,1)
S23吞咽困难6(2.3)0(0,0)11(4.2)0(0,0)9(3.5)0(0,0)
S24急躁易怒122(46.9)0(0,1)127(48.8)0(0,1)113(43.5)0(0,1)
S25口腔溃疡10(3.8)0(0,0)85(32.7)0(0,1)67(25.8)0(0,1)
S26进食口味改变38(14.6)0(0,0)163(62.7)1(0,2)199(76.5)1(1,2)
S27体重下降55(21.2)0(0,0)79(30.4)0(0,1)63(24.2)0(0,0)
S28脱发38(14.6)0(0,0)250(96.2)2(2,3)243(93.5)2(2,3)
S29便秘54(20.8)0(0,0)97(37.3)0(0,1)74(28.5)0(0,1)
S30手臂或腿部肿胀73(28.1)0(0,1)97(37.3)0(0,1)67(25.8)0(0,1)
S31感到看起来不像自己140(53.8)1(0,2)194(74.6)0(0,2)206(79.2)2(1,2)
S32皮肤改变7(2.7)0(0,0)146(56.2)1(0,1)191(73.5)1(0,2)
), ArticleFig(id=1322530609319231941, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=CN, label=表2, caption=

乳腺癌术后化疗病人各时期的症状发生率及严重程度(n=260)

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代号症状化疗前化疗中化疗后
发生(%)严重程度[M(P25,P75),分]发生(%)严重程度[M(P25,P75),分]发生(%)严重程度[M(P25,P75),分]
S1难以集中注意力98(37.7)0(0,1)169(65.0)1(0,2)197(75.8)1(1,2)
S2疼痛165(63.5)1(0,1)190(73.1)1(0,2)170(65.4)1(0,2)
S3乏力158(60.8)1(0,1)237(91.2)2(1,2)242(93.1)2(1,2)
S4咳嗽28(10.8)0(0,0)37(14.2)0(0,0)31(11.9)0(0,0)
S5精神紧张179(68.8)1(0,2)148(56.9)1(0,1)91(35.0)0(0,1)
S6口干132(50.8)1(0,1)185(71.2)1(0,2)187(71.9)1(0,2)
S7恶心50(19.2)0(0,0)184(70.8)1(0,2)151(58.1)1(0,1)
S8昏昏欲睡78(30.0)0(0,1)91(35.0)0(0,1)97(37.3)0(0,1)
S9手脚感到麻木或刺痛109(41.9)0(0,1)129(49.6)0(0,1)142(54.6)1(0,2)
S10睡眠不好185(71.2)1(0,2)182(70.0)1(0,2)175(67.3)1(0,2)
S11感觉身体肿胀68(26.2)0(0,1)103(39.6)0(0,1)72(27.7)0(0,1)
S12排尿有困难2(0.8)0(0,0)8(3.1)0(0,0)4(1.5)0(0,0)
S13呕吐13(5.0)0(0,0)107(41.2)0(0,1)105(40.4)0(0,0)
S14呼吸困难28(10.8)0(0,0)41(15.8)0(0,0)29(11.2)0(0,0)
S15腹泻10(3.8)0(0,0)42(16.2)0(0,0)53(20.4)0(0,0)
S16感到悲伤172(66.2)1(0,1)166(63.8)1(0,1)150(57.7)1(0,1)
S17出汗141(54.2)1(0,2)172(66.2)1(0,2)159(61.2)1(0,2)
S18焦虑不安169(65.0)1(0,2)171(65.8)1(0,1)154(59.2)1(0,1)
S19对性生活失去兴趣92(35.4)0(0,2)85(32.7)0(0,1)99(38.1)0(0,2)
S20皮肤瘙痒47(18.1)0(0,0)56(21.5)0(0,0)61(23.5)0(0,0)
S21没有食欲61(23.5)0(0,0)172(66.2)1(0,2)162(62.3)1(0,2)
S22眩晕61(23.5)0(0,0)101(38.8)0(0,1)109(41.9)0(0,1)
S23吞咽困难6(2.3)0(0,0)11(4.2)0(0,0)9(3.5)0(0,0)
S24急躁易怒122(46.9)0(0,1)127(48.8)0(0,1)113(43.5)0(0,1)
S25口腔溃疡10(3.8)0(0,0)85(32.7)0(0,1)67(25.8)0(0,1)
S26进食口味改变38(14.6)0(0,0)163(62.7)1(0,2)199(76.5)1(1,2)
S27体重下降55(21.2)0(0,0)79(30.4)0(0,1)63(24.2)0(0,0)
S28脱发38(14.6)0(0,0)250(96.2)2(2,3)243(93.5)2(2,3)
S29便秘54(20.8)0(0,0)97(37.3)0(0,1)74(28.5)0(0,1)
S30手臂或腿部肿胀73(28.1)0(0,1)97(37.3)0(0,1)67(25.8)0(0,1)
S31感到看起来不像自己140(53.8)1(0,2)194(74.6)0(0,2)206(79.2)2(1,2)
S32皮肤改变7(2.7)0(0,0)146(56.2)1(0,1)191(73.5)1(0,2)
), ArticleFig(id=1322530609411506630, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168781674238049, language=EN, label=Table 3, caption=

Symptom composition and reliability coefficients of symptom clusters at different periods

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症状群化疗前化疗中化疗后
症状构成信度系数症状构成信度系数症状构成信度系数
精神心理症状群感到悲伤、急躁易怒、焦虑不安、精神紧张0.742感到悲伤、急躁易怒、焦虑不安、精神紧张0.730感到悲伤、急躁易怒、焦虑不安、精神紧张0.760
疾病行为症状群乏力、难以集中注意力、疼痛、手脚感到麻木或刺痛0.627乏力、难以集中注意力、睡眠不好、出汗0.619乏力、难以集中注意力、睡眠不好、手脚感到麻木或刺痛、出汗、口干0.750
消化道症状群恶心、呕吐0.686恶心、呕吐、没有食欲、进食口味改变0.808恶心、呕吐、没有食欲0.720
睡眠相关症状群睡眠不好、出汗、口干0.485
食欲相关症状群没有食欲、进食口味改变0.448
身体意象症状群皮肤改变、感到看起来不像自己、脱发0.348皮肤改变、感到看起来不像自己、脱发0.550皮肤改变、感到看起来不像自己、脱发、进食口味改变0.791
神经相关症状群口干、手脚感到麻木或刺痛0.313
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不同时期症状群的症状构成及信度系数

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症状群化疗前化疗中化疗后
症状构成信度系数症状构成信度系数症状构成信度系数
精神心理症状群感到悲伤、急躁易怒、焦虑不安、精神紧张0.742感到悲伤、急躁易怒、焦虑不安、精神紧张0.730感到悲伤、急躁易怒、焦虑不安、精神紧张0.760
疾病行为症状群乏力、难以集中注意力、疼痛、手脚感到麻木或刺痛0.627乏力、难以集中注意力、睡眠不好、出汗0.619乏力、难以集中注意力、睡眠不好、手脚感到麻木或刺痛、出汗、口干0.750
消化道症状群恶心、呕吐0.686恶心、呕吐、没有食欲、进食口味改变0.808恶心、呕吐、没有食欲0.720
睡眠相关症状群睡眠不好、出汗、口干0.485
食欲相关症状群没有食欲、进食口味改变0.448
身体意象症状群皮肤改变、感到看起来不像自己、脱发0.348皮肤改变、感到看起来不像自己、脱发0.550皮肤改变、感到看起来不像自己、脱发、进食口味改变0.791
神经相关症状群口干、手脚感到麻木或刺痛0.313
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基于网络分析的乳腺癌术后化疗病人核心症状群的纵向研究
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张嘉怡 1 , 张曦 2, *, * , 铁万琴 1 , 潘璐 1 , 陈思羽 1 , 孙秋圆 1 , 杨妹娜 1
护理研究 | 科研论著 2026,40(6): 906-915
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护理研究 |科研论著 2026 , 40 (6) : 906 -915
基于网络分析的乳腺癌术后化疗病人核心症状群的纵向研究
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张嘉怡1, 张曦2, *, * , 铁万琴1, 潘璐1, 陈思羽1, 孙秋圆1, 杨妹娜1
作者信息
  • 1宁夏医科大学护理学院,宁夏 750004
  • 2宁夏医科大学总医院
通讯作者:
张曦,E-mail:
ZHANG Xi, E-mail:
作者简介:

张嘉怡,护士,硕士研究生在读

Longitudinal study of core symptom clusters in postoperative breast cancer patients undergoing chemotherapy based on network analysis
Jiayi ZHANG1, Xi ZHANG2 , Wanqin TIE1, Lu PAN1, Siyu CHEN1, Qiuyuan SUN1, Meina YANG1
Affiliations
  • 1School of Nursing, Ningxia Medical University, Ningxia 750004 China
  • 2General Hospital of Ningxia Medical University
  • Corresponding Author:
    ZHANG Xi, E-mail:
出版时间: 2026-03-25 doi: 10.12102/j.issn.1009-6493.2026.06.003
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目的

构建乳腺癌术后化疗病人症状群与生活质量的网络模型,确定核心症状群与生活质量的核心领域及两者之间的预测关系,为改善病人生活质量提供科学指导。

方法

于2024年5月—12月,采用便利抽样法选取在银川市某三级甲等医院肿瘤内科化疗的260例乳腺癌病人作为调查对象,分别对其化疗前、化疗中、化疗后的症状及生活质量进行追踪调查,使用探索性因子分析、偏相关网络及交叉滞后网络进行数据分析。

结果

探索性因子分析及偏相关网络分析结果显示,乳腺癌术后化疗期间病人存在4个稳定症状群,即疾病行为症状群、精神心理症状群、身体意象症状群及消化道症状群,且乏力症状的中心性在3个时期均排前5位(rs1=3.02,rs2=4.21,rs3=4.10)。交叉滞后网络分析结果进一步表明身体意象症状群为乳腺癌术后化疗期间病人的核心症状群,生理状况是生活质量的核心领域;3个时期中上一时期的身体意象症状群可以正向预测下一时期的生理状况情况(β分别为1.24和1.49)。

结论

乳腺癌术后化疗病人的核心症状群为身体意象症状群,生理状况是生活质量的核心领域,且身体意象症状群能够正向预测生活质量改善情况。医护人员在治疗过程中应基于核心症状群制定干预措施,减少身体意象症状群在症状网络中的传递作用,间接促进生理状况改善,进而提高生活质量。

乳腺癌  /  化疗  /  核心症状群  /  生活质量  /  网络分析  /  纵向研究
Objective

To construct a network model of symptom clusters and quality of life in postoperative breast cancer patients undergoing chemotherapy.To identify the core symptom clusters and the core domains of quality of life,and to determine the predictive relationships between them,thereby providing scientific guidance for improving patients' quality of life.

Methods

A total of 260 breast cancer patients receiving chemotherapy in the oncology department of a tertiary grade A hospital in Yinchuan city were selected as the survey subjects using convenience sampling from May to December 2024.A longitudinal survey was conducted to track their symptoms and quality of life before,during,and after chemotherapy.Data were analyzed using exploratory factor analysis,partial correlation networks,and cross-lagged panel networks.

Results

Exploratory factor analysis and partial correlation network analysis revealed four stable symptom clusters in postoperative breast cancer patients undergoing chemotherapy,namely the sickness behavior symptom cluster,the psychosocial symptom cluster,the body image symptom cluster,and the gastrointestinal symptom cluster.The centrality of fatigue symptoms remained the top five across all three periods(rs1=3.02,rs2=4.21,rs3=4.10).Cross-lagged panel network analysis further indicated that the body image symptom cluster was the core symptom cluster in postoperative breast cancer patients undergoing chemotherapy,and physical well-being was the core domain of quality of life.The body image symptom cluster at the previous time point positively predicted physical well-being at the subsequent time point across the three periods(β=1.24 and β=1.49,respectively).

Conclusions

The core symptom cluster in postoperative breast cancer patients undergoing chemotherapy is the body image symptom cluster.Physical well-being is the core domain of quality of life.The body image symptom cluster positively predicts improvements in quality of life.Healthcare professionals should develop interventions based on core symptom clusters during treatment to reduce the transmission effect of the body image symptom cluster within the symptom network,indirectly promote the improvement of physical well-being,and thereby enhance quality of life.

breast cancer  /  chemotherapy  /  core symptom clusters  /  quality of life  /  network analysis  /  longitudinal study
张嘉怡, 张曦, 铁万琴, 潘璐, 陈思羽, 孙秋圆, 杨妹娜. 基于网络分析的乳腺癌术后化疗病人核心症状群的纵向研究. 护理研究, 2026 , 40 (6) : 906 -915 . DOI: 10.12102/j.issn.1009-6493.2026.06.003
Jiayi ZHANG, Xi ZHANG, Wanqin TIE, Lu PAN, Siyu CHEN, Qiuyuan SUN, Meina YANG. Longitudinal study of core symptom clusters in postoperative breast cancer patients undergoing chemotherapy based on network analysis[J]. Chinese Nursing Research, 2026 , 40 (6) : 906 -915 . DOI: 10.12102/j.issn.1009-6493.2026.06.003
2022年全球乳腺癌新发病例230万例,约占癌症总人数的11.6%,其发病率呈逐年上升趋势,严重威胁女性生命健康[1]。目前,乳腺癌病人主要采取手术联合辅助化疗的方式进行治疗,其在控制疾病进展、延长生存期的同时,也会给病人带来睡眠不安、疼痛、乏力、恶心、呕吐、焦虑、抑郁等一系列不适症状体验[2-3]。这些症状之间彼此相关且同时发生,并以症状群形式存在,共同影响病人的生活质量[4]。既往研究通过降维、分类、聚类等方法明确症状群的种类及构成,但忽视了症状群间的潜在联系,无法区分症状群干预的优先顺序,导致症状管理效率不佳[5]。随着症状科学模型的提出,症状网络成为症状管理的主要研究范式,能够量化和可视化症状及症状群之间的关系,并基于中心性指标识别核心症状群[6-7]。这些核心症状群稳定存在且与其他症状群相关性较高,不仅影响病人的整体健康状况,还可能成为症状恶化的关键因素,对其精准干预可有效降低病人整体症状负担,提高症状管理效率,提高生活质量[8]。利用纵向网络分析不同时期症状群与生活质量的纵向关联,有助于识别核心症状群,从而为病人提供精准化的症状管理方案[9]。目前国内外研究多为横断面网络分析,尚未关注到核心症状群与生活质量的动态相互关系[10]。因此,本研究采用纵向网络分析识别乳腺癌病人化疗期间的核心症状群和生活质量核心领域,并探讨两者之间的预测关系,旨在为制定精准化症状管理策略提供参考依据,为其预后和生活质量改善提供科学指导。
于2024年5月—12月,采用便利抽样法选取在银川市某三级甲等医院肿瘤内科化疗的乳腺癌病人作为调查对象。纳入标准:1)经病理学检查确诊为乳腺癌;2)年龄18~65岁;3)已行单侧改良根治术,且术后接受AC-T辅助化疗方案;4)病理分期为Ⅰ~Ⅲ期;5)意识清楚,无认知及沟通障碍。排除标准:1)合并严重的心、肺、肾、肝等脏器疾病;2)有精神病史、严重创伤史;3)在辅助治疗期间接受放疗、免疫治疗、靶向治疗等其他治疗方式;4)接受新辅助治疗。根据网络分析的样本估算方法,因既往纵向研究显示乳腺癌化疗病人发生率>40%的症状数量为19个[11],故构建网络模型需要估计的阈值参数为19个,成对关联参数为171个[19×(19-1)/2][12],总参数为190个,同时考虑到10%的失访率,所需样本量至少为209例。本研究已通过宁夏医科大学总医院伦理委员会审批(审批号:KYLL-2021-490;医学研究备案编号:MR-64-23023528)。
在文献回顾及前期研究的基础上,自行设计一般资料调查表,内容包括年龄、民族、体质指数(BMI)、文化程度、职业、婚姻状况、家庭居住地、包块部位、付费方式、家庭人均月收入、有无子女、疾病造成的经济负担、不良饮食习惯、夜间睡眠满意度、病理诊断、TNM分期。
原量表由美国斯隆-凯特琳癌症研究所于1994年研制[13],Cheng等[14]汉化翻译,主要用于评估癌症病人过去1周的症状。量表共包含32个条目,前24个条目从症状发生率、症状频率、症状严重程度和症状困扰程度4个方面评估病人症状,其余8个条目从症状发生率、症状频率和严重程度3个方面评估病人症状。症状发生率通过“有”“没有”评价;症状频率和症状严重程度通过Likert 4级评分法评价,1分代表“很少”或“轻微”,4分代表“几乎是持续性的”或“非常严重”;症状困扰程度采用Likert 5级评分法评价,0分代表“完全没有”,4分代表“非常多”。前24个症状的得分为症状频率、症状严重程度、症状困扰程度得分平均值,后8个症状得分为症状严重程度和症状频率得分的平均值,得分越高代表症状越严重。该量表的Cronbach's α系数为0.790~0.870,结构效度为0.680~0.790,信效度良好。本研究中量表的3次重测信度分别为0.919,0.944,0.944。
该量表由Cella团队研制[15],万崇华等[16]汉化翻译,用于评估乳腺癌病人的生活质量。量表包含共性模块(FACT-G)及特异性模块,其中FACT-G包括生理状况、社会家庭状况、情感状况和功能状况,特异性模块即附加关注,由9个针对乳腺癌的特异性条目构成。各条目采用Likert 5级评分法,从“一点都不”至“非常”分别计0~4分,反向条目反向计分,总分0~144分,得分越高提示病人的生活质量越高。量表的Cronbach′s α系数为0.61~0.84。本研究中量表的3次重测信度分别为0.777,0.823,0.842。
通过查阅文献,根据AC-T辅助化疗方案的治疗周期分别于化疗前(首次化疗前1 d)、化疗中(第4次化疗结束后7~10 d)、化疗后(第8次化疗结束后7~10 d)对病人进行纵向调查[11]。研究人员与符合条件的病人进行沟通与说明,取得病人同意后再进行调查。化疗前向病人解释研究目的,告知调查包括3次,留取病人联系方式,采用面对面方式收集资料。在化疗中、化疗后提前与病人联系,明确资料收集时间、地点和方式,采用面对面方式或电话随访收集资料。在问卷收集过程中,使用统一的指导语指导病人填写问卷,对于阅读或填写困难的病人,以提问的方式协助病人。问卷填写完成后,当场收回并逐项比对,有遗漏或内容错误及时与病人沟通核实。化疗前共发放问卷270份;化疗中剔除因情绪差拒绝配合的病人6例,因身体虚弱停止化疗中途退出调查的病人2例,共回收有效问卷262份;化疗后剔除因更换联系方式无法接受调查的病人2例,最终获得有效问卷260份,问卷有效回收率为96.30%。
采用SPSS 25.0和R 4.3.3软件进行统计学分析。定量资料若符合正态分布,用均数±标准差(x±s)表示;非正态分布则用中位数(四分位数)[M(P25,P75)]表示。鉴于症状发生率太低会影响结果且交叉滞后网络模型构建至少需要2次以上数据,综合考虑选取连续2次发生率>40%的症状进行因子分析,采用主成分分析结合最大方差正交旋转法确定症状群[17]。采用Cronbach's α系数评估症状群的内在一致性。因子选取原则为特征值≥1、至少包括2个症状。若同一症状在多个因子中载荷≥0.4,以最大载荷决定症状归属。
采用R 4.3.3软件中的qgraph包,基于EBICglasso函数和Spearman相关分析构建症状网络,症状为网络的节点,节点之间的连线越粗,代表2个症状间的相关性越强。同时,计算网络的中心性指标,包括强度中心性、紧密中心性、中介中心性,其中,强度中心性稳定性较高,因此,本研究采用强度中心性作为主要解释指标[18],并根据节点在网络中的分布情况确定乳腺癌病人的稳定症状群。
通过R 4.3.3软件中的glmnet包和qgraph包构建化疗前→化疗中、化疗中→化疗后的交叉滞后网络[19]。其中,蓝色节点代表症状群,红色节点代表生活质量,绿色箭头表示正性预测,红色箭头表示负性预测;线条粗细表示关联强度。同时,计算网络的中心性指标,即输出预期影响(out-EI)和输入预期影响(in-EI)。out-EI指某节点的所有输出边之和,表示某节点在网络中预测其他节点的程度;in-EI指某节点的所有输入边之和,表示某节点在网络中受其他节点预测的程度[20]。使用bootnet包估计网络稳定性,并计算相关性稳定系数,>0.25~0.50表示网络模型稳定性可接受,>0.50表示网络模型稳定性良好[21]。
260例乳腺癌术后化疗病人年龄(50.87±8.19)岁,BMI为(24.01±3.33)kg/m2,其余一般资料见表1。
提取病人化疗期间发生率>40%的症状,其中,化疗前、化疗中、化疗后的KMO值分别为0.660,0.764,0.807,Bartlett's球形检验χ2值分别为971.001,1 399.051,1 594.046(均P<0.001),表明满足进行因子分析的前提条件。化疗前共提取6个公因子,分别命名为精神心理症状群、疾病行为症状群、消化道症状群、睡眠相关症状群、食欲相关症状群、身体意象症状群;化疗中共提取5个公因子,分别命名为精神心理症状群、疾病行为症状群、消化道症状群、身体意象症状群、神经相关症状群;化疗后共提取4个公因子,分别命名为精神心理症状群、疾病行为症状群、消化道症状群、身体意象症状群。详见表3。
构建化疗前、化疗中、化疗后乳腺癌病人症状严重程度网络模型,3个阶段网络模型中多数症状均存在相互关联,详见图1~图3。1)在症状群种类方面,乳腺癌化疗病人的疾病行为症状群、精神心理症状群、消化道症状群、身体意象症状群稳定存在于化疗前、化疗中及化疗后3个阶段。2)在症状群的症状构成方面,疾病行为症状群包括难以集中注意力、乏力、睡眠不好、出汗等症状,其中,难以集中注意力和乏力在化疗前、化疗中及化疗后稳定存在;精神心理症状群包括焦虑不安、精神紧张、感到悲伤、急躁易怒,其在化疗前、化疗中及化疗后稳定存在;消化道症状群包括恶心、呕吐、没有食欲等症状,其中恶心、呕吐在化疗前、化疗中及化疗后稳定存在;身体意象症状群包括皮肤改变、脱发、感到看起来不像自己等症状,其中,皮肤改变、脱发、感到看起来不像自己在化疗前、化疗中及化疗后稳定存在。同时,乳腺癌病人化疗期间症状网络的强度中心性图显示,乏力症状中心性在3个时期的网络中均排前5位(rs1=3.02,rs2=4.21, rs3=4.10),为化疗期间稳定的核心症状,详见图4。
构建化疗前、化疗中、化疗后乳腺癌病人稳定症状群与生活质量的交叉滞后网络(见图5、图6)及其out-EI和in-EI图(见图7、图8)。中心性指标结果显示,在症状群与症状群之间,身体意象症状群在化疗前→化疗中、化疗中→化疗后网络中均具有较高的out-EI和in-EI,说明身体意象症状群既是网络中发出预测最多的症状群,也是网络中其他症状群预测的核心症状群。其中,较强的交叉滞后边缘包括化疗前身体意象症状群→化疗中消化道症状群(β=-0.57)、化疗前身体意象症状群→化疗中疾病行为症状群(β=-0.38)、化疗中疾病行为症状群→化疗后消化道症状群(β=0.25)、化疗中消化道症状群→化疗后身体意象症状群(β=0.15)、化疗中身体意象症状群→化疗后消化道症状群(β=-0.13)、化疗中身体意象症状群→化疗后精神心理症状群(β=-0.12)。症状群与生活质量之间,生理状况维度在化疗前→化疗中、化疗中→化疗后网络中均表现出较强的in-EI。其中,对生理状况维度具有较强预测效应的边缘包括化疗前身体意象症状群→化疗中生理状况维度(β=1.24)、化疗前精神心理症状群→化疗中生理状况维度(β=-0.33)、化疗前疾病行为症状群→化疗中生理状况维度(β=-0.28)、化疗中身体意象症状群→化疗后生理状况维度(β=1.49)、化疗中消化道症状群→化疗后生理状况维度(β=0.98)、化疗中精神心理症状群→化疗后生理状况维度(β=-0.92)。边缘权重自举程序结果显示,两个交叉滞后网络模型边缘权重值Bootstrap的95%CI较窄,表明网络模型具有较高的准确性;化疗前→化疗中和化疗中→化疗后网络中的预期影响中心性稳定性系数为0.515和0.438。中心性差异性检验结果显示,化疗前→化疗中和化疗中→化疗后网络中具有较强中心性的症状在统计上比网络中的大多数其他症状更强,进一步说明中心性分析结果稳定。
本研究结果显示,乏力是乳腺癌病人化疗期间严重程度较高的症状之一,发生率为60.8%~93.1%,与祝龙玲等[22]研究结果相似。3个时期的偏相关网络发现,乏力一直保持较高的中心性水平,表明乏力是乳腺癌术后化疗病人症状网络稳定的核心症状,这一结果在头颈癌病人[23]、肺癌病人[24]、胃癌病人[25]的网络分析中也得到了证实。这可能与化疗药物的累积效应有关。随着化疗次数增加及化疗时间延长,疾病本身影响及化疗药物蓄积常会引起病人心肺功能、活动能力下降,造成身体组织缺氧,能量代谢障碍,病人容易出现乏力、疲倦等症状[26]。同时,在网络中,乏力与难以集中注意力、疼痛等症状有较强的相关性。Berger等[27]研究发现,乏力是乳腺癌化疗病人治疗相关症状群的核心症状,能够预测睡眠障碍、疼痛、注意力不集中等症状的发生。因此,在症状管理过程中,乏力不仅是病人化疗期间的干预目标,更是减轻病人整体负担的核心目标。医护人员应将乏力纳入常规管理,进行动态连续评估,同时对乏力进行高强度的精准干预[28],通过正念减压训练、睡眠限制疗法、运动疗法、物理疗法、癌症三阶梯营养策略等手段,减轻其在网络中的传递作用,进而减轻病人的整体症状负担。
本研究通过探索性因子和偏相关网络分析发现,精神心理症状群、疾病行为症状群、消化道症状群、身体意象症状群稳定存在于乳腺癌病人化疗期间。1)疾病行为症状群由难以集中注意力、乏力、睡眠不好、出汗等组成。其中,难以集中注意力和乏力稳定存在于化疗前、化疗中、化疗后,睡眠不好和出汗在化疗中及化疗后出现。既往研究关于该症状群包含的症状存在一定差异,Albusoul等[29]研究指出难以集中注意力、乏力、睡眠不好三者相互关联,严重影响病人功能状态。而Huang等[30]将疲乏、睡眠不好、出汗包括在同一症状群内。Peate等[31]研究发现,乳腺癌病人在治疗期间常经历夜间出汗和睡眠障碍,且两者存在显著的相关性,共同影响病人生活质量。提示难以集中注意力、乏力、睡眠不好、出汗4个症状间可能存在共同的发生机制。2)精神心理症状群由焦虑不安、精神紧张、感到悲伤、急躁易怒组成。该症状群在乳腺癌化疗病人各时期普遍存在[11]。乳腺癌病人由于缺乏对疾病的认知、忍受化疗所致的不良反应、工作生活的变化等原因,苦恼和悲伤感等心理症状突出。已有研究发现,积极心理学干预能够减轻癌症病人的不良情绪[32],提示医护人员可采用基于积极心理学的技能进行心理干预。3)消化道症状群由恶心、呕吐、没有食欲等组成。其中,恶心和呕吐稳定存在于化疗前、化疗中及化疗后,没有食欲在化疗中及化疗后出现。该症状群的构成与化疗药物的不良反应有关。紫杉醇类药物常见的不良反应是恶心和呕吐,其能够影响病人食欲,共同构成消化道症状群。《乳腺癌患者的营养治疗专家共识》[33]提出中医药外治技术(如穴位贴敷和艾灸)可有效改善化疗病人的胃肠功能问题。4)身体意象症状群由皮肤改变、脱发、感到看起来不像自己等症状组成。其中,脱发症状较为突出,与化疗药物损伤毛囊细胞有关。肖星婷等[34]研究发现,乳腺癌化疗病人对脱发症状存在认知不全、外源性信息支持较少等情况,提示护理人员应重视病人对脱发的认知及体验,提供针对性的信息支持,帮助病人了解脱发相关知识,并鼓励病人积极应对,做好心理准备,采取预防应对措施。
本研究进一步使用交叉滞后网络模型识别核心症状群,并探讨其与生活质量跨时间的因果关系,结果显示:在症状群与症状群之间,身体意象症状群在化疗前→化疗中和化疗中→化疗后的交叉滞后网络中out-EI和in-EI均较高,初步确定为乳腺癌术后化疗病人的核心症状群,与杨贵芳等[35]研究结果相似。原因可能为:乳腺癌病人在治疗过程中常面临脱发症状明显、皮肤色素沉着等外观改变问题,加重了病人身体意象困扰,严重影响病人生理状况及社会功能。身体意象症状群是导致乳腺癌病人化疗期间症状负担加重的重要因素,提示医护人员未来可开展以改善身体意象症状群为目标的干预措施,通过其与其他症状群的负反馈循环降低病人整体症状负担,提高病人生活质量。
在症状群与生活质量之间,生理状况维度的in-EI值最大,是乳腺癌病人化疗期间生活质量的核心领域,这主要与乳腺癌病人化疗期间症状发生情况有关。乳腺癌病人化疗前即存在乏力、疼痛等影响生活质量的症状,而化疗又给病人造成了一定副作用,加重了病人躯体痛苦,严重影响病人生活质量。同时,本研究发现,3个时期中,上一时期的身体意象症状群能够正向预测下一时期的生理状况改善,这可能与病人化疗期间的社会家庭情况有关。本研究结果显示,病人在化疗期间不同时期的社会家庭情况始终维持在较高水平,表明病人在此期间大多能够得到家人支持。在我国文化中,家庭是社会支持的重要组成部分,能够为病人提供情感支持和实际帮助,从而缓解身体意象变化带来的心理压力[36]。当病人出现身体意象变化时,家人的关怀和帮助有利于病人积极调整心态,促使病人更加关注自己的身体状况,并积极采取应对策略逐步接受并适应身体变化,进而促进生理状况及生活质量改善[37]。此结果为通过提高病人家庭情感支持改善其下一时期身体意象障碍水平及生活质量提供了参考。因此,医护人员应尽早引导家属共同参与病人的核心症状群管理,以家庭情感支持为靶点,制定早期、持续性的干预方案,调整自我形象问题对生活质量的负面影响,为提升病人生活质量提供有效策略。
本研究通过偏相关网络分析和交叉滞后网络分析探讨乳腺癌术后化疗病人的核心症状群及其与生活质量核心领域的预测关系。研究结果显示,身体意象症状群为乳腺癌术后病人化疗期间的核心症状群,生理状况是生活质量的核心领域。同时,在乳腺癌病人化疗期间,上一时期的身体意象症状群能够正向预测下一时期的生理状况改善,这可能与病人感受到的家庭情感支持有关。因此,医护人员需要格外关注因化疗致自我形象受损的病人,并在健康教育过程中使家庭成员了解家庭情感支持的重要性,协助病人更好地应对自我形象问题,提高生活质量。本研究也存在一定局限性,如单中心研究且样本量较少,样本代表性有限;考虑到老年人可能存在认知功能下降和严重合并症,未纳入65岁以上病人,因此,症状网络的严重程度和中心性可能被低估,未来可考虑开展多中心、大样本调查,进一步验证本研究结果。

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doi: 10.12102/j.issn.1009-6493.2026.06.003
  • 接收时间:2025-03-09
  • 首发时间:2026-10-28
  • 出版时间:2026-03-25
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  • 收稿日期:2025-03-09
  • 修回日期:2026-02-09
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    1宁夏医科大学护理学院,宁夏 750004
    2宁夏医科大学总医院

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2种不同金属材料的力学参数
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species
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Percentage of
total species (%)
属
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species
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Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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