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Heterogeneity of vulnerability and taste changes in older cancer patients undergoing chemotherapy: a latent class analysis

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Abstract

Purpose

Taste changes and vulnerability are commonly co-occurring in oncology patients undergoing chemotherapy. However, few studies explored the association and the inter-individual variability of these two conditions. This study aimed to identify heterogeneous subtypes of vulnerability and taste changes in older cancer patients undergoing chemotherapy, and explore individuals' characteristics and risk factors.

Methods

In this cross-sectional study, the latent class analysis (LCA) was conducted to identify the heterogeneous subgroups of patients with distinct vulnerability and taste change profiles. Differences in sociodemographic and clinical characteristics among the subpopulation were evaluated using parametric and nonparametric tests. Multinomial logistic regression was performed to investigate predictors of taste change-vulnerability subgroup classification.

Results

Three subgroups of those older cancer survivors were identified from the LCA: Class 1 (27.5%)-“Moderate taste change and low vulnerability”, Class 2 (29.0%)-“Low taste change and moderate vulnerability”, Class 3 (43.5%)-“High taste change and high vulnerability”. 98.9% of Class 3 reported taste changes and 54.0% reported vulnerability. Results from multinomial logistic regression indicated that patients in Class 3 were more likely to report experiencing mouth dryness and high blood pressure, and have received more than 3 cycles of chemotherapy.

Conclusion

The findings could provide new insights into the association between taste changes and vulnerability in older cancer adults receiving chemotherapy. Identifying different latent classes of taste changes and vulnerability would be helpful for developing interventions tailored to the heterogeneous survivors.

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Data Availability

The datasets generated during and/or analyzed during the current study are not publicly available but are available from the corresponding author upon reasonable request.

References

  1. Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F (2021) Global Cancer Statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 71:209–249

    PubMed  Google Scholar 

  2. Pallis AG, Wedding U, Lacombe D, Soubeyran P, Wildiers H (2010) Questionnaires and instruments for a multidimensional assessment of the older cancer patient: what clinicians need to know? Eur J Cancer 46:1019–1025

    CAS  PubMed  Google Scholar 

  3. Lin Y, Docherty SL, Porter LS, Bailey DE Jr (2020) Symptom experience and self-management for multiple co-occurring symptoms in patients with gastric cancer: A qualitative study. Eur J Oncol Nurs 49:101860

    PubMed  Google Scholar 

  4. Joseph PV, Nolden A, Kober KM, Paul SM, Cooper BA, Conley YP, Hammer MJ, Wright F, Levine JD, Miaskowski C (2021) Fatigue, stress, and functional status are associated with taste changes in oncology patients receiving chemotherapy. J Pain Symptom Manage 62:373-382.e372

    PubMed  Google Scholar 

  5. Ness KK, Wogksch MD (2020) Frailty and aging in cancer survivors. Transl Res 221:65–82

    PubMed  PubMed Central  Google Scholar 

  6. Clegg A, Young J, Iliffe S, Rikkert MO, Rockwood K (2013) Frailty in elderly people. Lancet 381:752–762

    PubMed  Google Scholar 

  7. Fried LP, Tangen CM, Walston J, Newman AB, Hirsch C, Gottdiener J, Seeman T, Tracy R, Kop WJ, Burke G, McBurnie MA (2001) Frailty in older adults: evidence for a phenotype. J Gerontol A Biol Sci Med Sci 56:M146-156

    CAS  PubMed  Google Scholar 

  8. Mohile SG, Xian Y, Dale W, Fisher SG, Rodin M, Morrow GR, Neugut A, Hall W (2009) Association of a cancer diagnosis with vulnerability and frailty in older Medicare beneficiaries. J Natl Cancer Inst 101:1206–1215

    PubMed  PubMed Central  Google Scholar 

  9. Mohile SG, Bylow K, Dale W, Dignam J, Martin K, Petrylak DP, Stadler WM, Rodin M (2007) A pilot study of the vulnerable elders survey-13 compared with the comprehensive geriatric assessment for identifying disability in older patients with prostate cancer who receive androgen ablation. Cancer 109:802–810

    PubMed  Google Scholar 

  10. Veronese N, Custodero C, Cella A, Demurtas J, Zora S, Maggi S, Barbagallo M, Sabba C, Ferrucci L, Pilotto A (2021) Prevalence of multidimensional frailty and pre-frailty in older people in different settings: A systematic review and meta-analysis. Ageing Res Rev 72:101498

    PubMed  Google Scholar 

  11. Gilmore N, Kehoe L, Bauer J, Xu H, Hall B, Wells M, Lei L, Culakova E, Flannery M, Grossman VA, Sardari RA, Subramanya H, Kadambi S, Belcher E, Kettinger J, O’Rourke MA, Dib EG, Vogelzang NJ, Dale W, Mohile S (2021) The relationship between frailty and emotional health in older patients with advanced cancer. Oncologist 26:e2181–e2191

    PubMed  PubMed Central  Google Scholar 

  12. Komici K, Bencivenga L, Navani N, D’Agnano V, Guerra G, Bianco A, Rengo G, Perrotta F (2022) Frailty in patients with lung cancer: a systematic review and meta-analysis. Chest 162:485–497

    PubMed  Google Scholar 

  13. Wang S, Yang T, Qiang W, Shen A, Zhao Z, Yang H, Liu X (2022) The prevalence of frailty among breast cancer patients: a systematic review and meta-analysis. Support Care Cancer 30:2993–3006

    PubMed  Google Scholar 

  14. Zhang Q, Zhang M, Hu S, Meng L, Xi J, Xu A, Zhang Y, Yu S (2022) Prevalence and risk factors of preoperative frailty in Chinese elderly inpatients with gastric and colorectal cancer undergoing surgery: a single-center cross-sectional study using the Groningen Frailty Indicator. Support Care Cancer 30:677–686

    PubMed  Google Scholar 

  15. Ethun CG, Bilen MA, Jani AB, Maithel SK, Ogan K, Master VA (2017) Frailty and cancer: Implications for oncology surgery, medical oncology, and radiation oncology. CA Cancer J Clin 67:362–377

    PubMed  Google Scholar 

  16. Chou WC, Chang PH, Chen PT, Wang HM, Yeh KY, Lu CH, Hung YS, Tung-Chieh Chang J, Tsang NM, Ho YW, Chen SY, Lee SH, Hung CY, Wang LJ, Liao KC, Lin CH, Tang WR, Lin YC (2020) Clinical significance of vulnerability assessment in patients with primary head and neck cancer undergoing definitive concurrent chemoradiation therapy. Int J Radiat Oncol Biol Phys 108:602–611

    PubMed  Google Scholar 

  17. Bolukbas F, Kutluturkan S (2014) Symptoms and symptom clusters in non Hodgkin’s lymphoma patients in Turkey. Asian Pac J Cancer Prev 15:7153–7158

    PubMed  Google Scholar 

  18. Nolden A, Joseph PV, Kober KM, Cooper BA, Paul SM, Hammer MJ, Dunn LB, Conley YP, Levine JD, Miaskowski C (2019) Co-occurring gastrointestinal symptoms are associated with taste changes in oncology patients receiving chemotherapy. J Pain Symptom Manage 58:756–765

    PubMed  PubMed Central  Google Scholar 

  19. Boltong A, Aranda S, Keast R, Wynne R, Francis PA, Chirgwin J, Gough K (2014) A prospective cohort study of the effects of adjuvant breast cancer chemotherapy on taste function, food liking, appetite and associated nutritional outcomes. PLoS ONE 9:e103512

    PubMed  PubMed Central  Google Scholar 

  20. Drareni K, Bensafi M, Giboreau A, Dougkas A (2021) Chemotherapy-induced taste and smell changes influence food perception in cancer patients. Support Care Cancer 29:2125–2132

    CAS  PubMed  Google Scholar 

  21. Granström B, Holmlund T, Laurell G, Fransson P, TiblomEhrsson Y (2022) Addressing symptoms that affect patients’ eating according to the Head and Neck Patient Symptom Checklist©. Support Care Cancer 30:6163–6173

    PubMed  PubMed Central  Google Scholar 

  22. Marinho EDC, Custodio IDD, Ferreira IB, Crispim CA, Paiva CE, Maia YCP (2017) Impact of chemotherapy on perceptions related to food intake in women with breast cancer: A prospective study. PLoS ONE 12:e0187573

    PubMed  PubMed Central  Google Scholar 

  23. de Vries YC, Boesveldt S, Kelfkens CS, Posthuma EE, van den Berg M, de Kruif J, Haringhuizen A, Sommeijer DW, Buist N, Grosfeld S, de Graaf C, van Laarhoven HWM, Kampman E, Winkels RM (2018) Taste and smell perception and quality of life during and after systemic therapy for breast cancer. Breast Cancer Res Treat 170:27–34

    PubMed  PubMed Central  Google Scholar 

  24. Kiss N, Symons K, Hewitt J, Davis H, Ting C, Lee A, Boltong A, Tucker RM, Tan SY (2021) Taste function in adults undergoing cancer radiotherapy or chemotherapy, and implications for nutrition management: a systematic review. J Acad Nutr Diet 121:278–304

    PubMed  Google Scholar 

  25. Chen SI, Chiang CL, Chao CT, Chiang CK, Huang JW (2021) Gustatory dysfunction is closely associated with frailty in patients with chronic kidney disease. J Ren Nutr 31:49–56

    PubMed  Google Scholar 

  26. Bernstein IA, Roxbury CR, Lin SY, Rowan NR (2021) The association of frailty with olfactory and gustatory dysfunction in older adults: a nationally representative sample. Int Forum Allergy Rhinol 11:866–876

    PubMed  Google Scholar 

  27. Feczko E, Miranda-Dominguez O, Marr M, Graham AM, Nigg JT, Fair DA (2019) The heterogeneity problem: approaches to identify psychiatric subtypes. Trends Cogn Sci 23:584–601

    PubMed  PubMed Central  Google Scholar 

  28. Wallström S, Sutherland JM, Kopec JA, Anis AH, Sawatzky R (2022) Distinguishing symptom patterns in adults newly diagnosed with cancer: a latent class analysis. J Pain Symptom Manage 64:146–155

    PubMed  Google Scholar 

  29. Singh K, Pituch K, Zhu Q, Gu H, Ernst B, Tofthagen C, Brewer M, Kober KM, Cooper BA, Paul SM, Conley YP, Hammer M, Levine JD, Miaskowski C (2023) Distinct nausea profiles are associated with gastrointestinal symptoms in oncology patients receiving chemotherapy. Cancer Nurs 46:92–102

    PubMed  Google Scholar 

  30. Thong MSY, Mols F, van de Poll-Franse LV, Sprangers MAG, van der Rijt CCD, Barsevick AM, Knoop H, Husson O (2018) Identifying the subtypes of cancer-related fatigue: results from the population-based PROFILES registry. J Cancer Surviv 12:38–46

    PubMed  Google Scholar 

  31. Hammer MJ, Cooper B, Paul SM, Kober KM, Cartwright F, Conley YP, Wright F, Levine JD, Miaskowski C (2022) Identification of distinct symptom profiles in cancer patients using a pre-specified symptom cluster. J Pain Symptom Manage 64:17–27

    PubMed  Google Scholar 

  32. Kano T, Kanda K (2013) Development and validation of a chemotherapy-induced taste alteration scale. Oncol Nurs Forum 40:E79-85

    PubMed  Google Scholar 

  33. Saliba D, Elliott M, Rubenstein LZ, Solomon DH, Young RT, Kamberg CJ, Roth C, MacLean CH, Shekelle PG, Sloss EM, Wenger NS (2001) The Vulnerable Elders Survey: a tool for identifying vulnerable older people in the community. J Am Geriatr Soc 49:1691–1699

    CAS  PubMed  Google Scholar 

  34. Rodin MB, Mohile SG (2007) A practical approach to geriatric assessment in oncology. J Clin Oncol 25:1936–1944

    PubMed  Google Scholar 

  35. Griffith KA, Zhu S, Johantgen M, Kessler MD, Renn C, Beutler AS, Kanwar R, Ambulos N, Cavaletti G, Bruna J, Briani C, Argyriou AA, Kalofonos HP, Yerges-Armstrong LM, Dorsey SG (2017) Oxaliplatin-induced peripheral neuropathy and identification of unique severity groups in colorectal cancer. J Pain Symptom Manage 54:701–706

    PubMed  PubMed Central  Google Scholar 

  36. Spotten LE, Corish CA, Lorton CM, Ui DPM, O’Donoghue NC, O’Connor B, Walsh TD (2017) Subjective and objective taste and smell changes in cancer. Ann Oncol 28:969–984

    CAS  PubMed  Google Scholar 

  37. Handforth C, Clegg A, Young C, Simpkins S, Seymour MT, Selby PJ, Young J (2015) The prevalence and outcomes of frailty in older cancer patients: a systematic review. Ann Oncol 26:1091–1101

    CAS  PubMed  Google Scholar 

  38. de Vries J, Bras L, Sidorenkov G, Festen S, Steenbakkers R, Langendijk JA, Witjes MJH, van der Laan B, de Bock GH, Halmos GB (2020) Frailty is associated with decline in health-related quality of life of patients treated for head and neck cancer. Oral Oncol 111:105020

    PubMed  Google Scholar 

  39. Epstein JB, Smutzer G, Doty RL (2016) Understanding the impact of taste changes in oncology care. Support Care Cancer 24:1917–1931

    PubMed  Google Scholar 

  40. Shaw JF, Budiansky D, Sharif F, McIsaac DI (2022) The association of frailty with outcomes after cancer surgery: a systematic review and metaanalysis. Ann Surg Oncol 29:4690–4704

    PubMed  Google Scholar 

  41. Sozeri E, Kutluturkan S (2015) Taste alteration in patients receiving chemotherapy. J Breast Health 11:81–87

    PubMed  PubMed Central  Google Scholar 

  42. Ferrat E, Audureau E, Paillaud E, Liuu E, Tournigand C, Lagrange JL, Canoui-Poitrine F, Caillet P, Bastuji-Garin S (2016) Four distinct health profiles in older patients with cancer: latent class analysis of the prospective ELCAPA cohort. J Gerontol A Biol Sci Med Sci 71:1653–1660

    PubMed  PubMed Central  Google Scholar 

  43. Looman WM, Fabbricotti IN, Blom JW, Jansen APD, Lutomski JE, Metzelthin SF, Huijsman R (2018) The frail older person does not exist: development of frailty profiles with latent class analysis. BMC Geriatr 18:84

    CAS  PubMed  PubMed Central  Google Scholar 

  44. Murtaza B, Hichami A, Khan AS, Ghiringhelli F, Khan NA (2017) Alteration in taste perception in cancer: causes and strategies of treatment. Front Physiol 8:134

    PubMed  PubMed Central  Google Scholar 

  45. Lesser GJ, Irby MB, Taylor RC, Snavely A, Case D, Wang A, Dietrich A, Duncan S (2022) Lactoferrin supplementation for taste and smell abnormalities among patients receiving cancer chemotherapy. Support Care Cancer 30:2017–2025

    PubMed  Google Scholar 

  46. von Grundherr J, Koch B, Grimm D, Salchow J, Valentini L, Hummel T, Bokemeyer C, Stein A, Mann J (2019) Impact of taste and smell training on taste disorders during chemotherapy - TASTE trial. Cancer Manag Res 11:4493–4504

    Google Scholar 

  47. Kinjo T, Kanda K, Fujimoto K (2021) Effects of a self-monitoring intervention in breast cancer patients suffering from taste alterations induced by chemotherapy: A randomized, parallel-group controlled trial. Eur J Oncol Nurs 52:101956

    PubMed  Google Scholar 

  48. Wada Y, Nishi M, Yoshikawa K, Takasu C, Tokunaga T, Nakao T, Kashihara H, Yoshimoto T, Shimada M (2022) Preoperative nutrition and exercise intervention in frailty patients with gastric cancer undergoing gastrectomy. Int J Clin Oncol 27:1421–1427

    PubMed  Google Scholar 

  49. Huang SM, Tseng LM, Chien LY, Tai CJ, Chen PH, Hung CT, Hsiung Y (2016) Effects of non-sporting and sporting qigong on frailty and quality of life among breast cancer patients receiving chemotherapy. Eur J Oncol Nurs 21:257–265

    PubMed  Google Scholar 

  50. Johal J, Han CY, Joseph R, Munn Z, Agbejule OA, Crawford-Williams F, Wallen MP, Chan RJ, Hart NH (2022) Dietary supplements in people with metastatic cancer who are experiencing malnutrition, cachexia, sarcopenia, and frailty: a scoping review. Nutrients 14:2642

    CAS  PubMed  PubMed Central  Google Scholar 

  51. Murphy BA, Deng J (2015) Advances in supportive care for late effects of head and neck cancer. J Clin Oncol 33:3314–3321

    CAS  PubMed  Google Scholar 

  52. Amezaga J, Alfaro B, Rios Y, Larraioz A, Ugartemendia G, Urruticoechea A, Tueros I (2018) Assessing taste and smell alterations in cancer patients undergoing chemotherapy according to treatment. Support Care Cancer 26:4077–4086

    PubMed  Google Scholar 

  53. Wang Y, Lu Q, Zhang L, Zhuang B, Zhang T, Jin S, Sun Y, Xiao S, Zheng B, Fang Y, Gong L, Wang Y, Cao Y, Wang W (2021) Nutrition impact symptom clusters in patients with head and neck cancer receiving concurrent chemoradiotherapy. J Pain Symptom Manage 62:277–285

    PubMed  Google Scholar 

  54. Malta CEN, de Lima MJO, Carlos A, Freitas MO, Magalhaes IA, de Vasconcelos HCA, de Lima S-FIJ, de Barros SPG (2022) Risk factors for dysgeusia during chemotherapy for solid tumors: a retrospective cross-sectional study. Support Care Cancer 30:313–325

    PubMed  Google Scholar 

  55. Ishikawa M, Shibata T, Iwata T, Nishio S, Takada T, Suzuki S, Horie K, Kudaka W, Kagabu M, Tanikawa M, Kitagawa R, Takekuma M, Kobayashi H, Yaegashi N (2021) A randomized phase II/III trial of conventional paclitaxel and carboplatin with or without bevacizumab versus dose-dense paclitaxel and carboplatin with or without bevacizumab, in stage IVB, recurrent, or persistent cervical carcinoma (JCOG1311): Primary analysis. Gynecol Oncol 162:292–298

    CAS  PubMed  Google Scholar 

  56. Aprahamian I, Sassaki E, Dos Santos MF, Izbicki R, Pulgrossi RC, Biella MM, Borges AC, Sassaki MM, Torres LM, Fernandez ÍS, Pião OA (2018) Hypertension and frailty in older adults. J Clin Hypertens 20:186–192

    Google Scholar 

  57. Duan L, Cui H, Zhang W, Wu S (2022) Symptoms and experiences of frailty in lung cancer patients with chemotherapy: A mixed-method approach. Front Oncol 12:1019006

    PubMed  PubMed Central  Google Scholar 

  58. Koll TT, Semin JN, Brodsky R, Keehn D, Fisher AL, High R, Beadle JN (2021) Health-related and sociodemographic factors associated with physical frailty among older cancer survivors. J Geriatr Oncol 12:96–101

    CAS  PubMed  Google Scholar 

  59. Saracino RM, Cham H, RosenfeldNelson BJC (2020) Latent profile analyses of depressive symptoms in younger and older oncology patients. Assessment 27:1383–1398

    PubMed  Google Scholar 

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Funding

This study was supported by National Natural Science Foundation of China (No. 82172583), Top Talent Support Program for young and middle-aged people of Wuxi Health Committee (BJ 2020041), Key Speciality of Precision Medicine from Wuxi Health and Family Planning Commission (J 201807).

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Contributions

MZ, TW, JS, ZZ and DW were responsible for patient recruitment and data collection. LT guided MZ and TW with the data analysis. MZ, TW and LT contributed to writing the paper. All authors reviewed the findings, agreed with the interpretation, and read and approved the final version.

Corresponding author

Correspondence to Liping Teng.

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Ethics approval

This study was performed in line with the principles of the Declaration of Helsinki. Approval was granted by the Ethics Committee of Jiangnan University (approval no. JNU20210918IRB04).

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Informed consent was obtained from all participants included in the study.

Consent to publish All of the authors read the final version of the paper and approved its submission for publication.

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The authors declare no conflict of interest.

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Zhu, M., Wang, T., Sun, J. et al. Heterogeneity of vulnerability and taste changes in older cancer patients undergoing chemotherapy: a latent class analysis. Support Care Cancer 31, 392 (2023). https://doi.org/10.1007/s00520-023-07862-9

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