Unplanned Hospitalization and Emergency Department Use in Patients With Head and Neck Cancer Receiving Radiotherapy
A Prospective Cohort Study of Unplanned Hospitalization and Emergency Department Use in Patients With Head and Neck Cancer Receiving Radiotherapy: Incidence, Factors and Development of a Risk Prediction Model
This is a single-center, prospective, observational cohort study of patients with head and neck cancer (HNC) who receive intensity-modulated radiotherapy (IMRT, including volumetric-modulated arc therapy, VMAT). HNC is the sixth most common cancer worldwide; in China, approximately 148,000 new cases and 78,000 deaths were reported in 2021. During and after radiotherapy, patients frequently develop severe acute toxicities-radiation-induced oral mucositis, orofacial pain, xerostomia, dysphagia, dehydration, and myelosuppression-that may lead to unplanned hospitalization or emergency department (ED) visits. Up to 28%-55% of HNC patients experience an ED visit or unplanned admission within 90 days of treatment, and rates may approach 58% in those receiving concurrent chemoradiotherapy. These events interrupt treatment, worsen prognosis, and impose a substantial burden on patients and the healthcare system.
Consecutive eligible patients will be enrolled before IMRT and followed from the first treatment fraction through 30 days after radiotherapy completion. At baseline, during radiotherapy, and before discharge, we will collect demographic and socioeconomic data; behavioral exposures (tobacco, alcohol, betel-nut use); comorbidity (Charlson Comorbidity Index, frailty); nutritional status (NRS-2002, BMI, weight loss); psychological screening; tumor- and treatment-related information; patient-reported symptoms (MDASI-HN); and serial blood tests from which inflammatory-nutritional indices (PNI, NLR, PLR, LMR, SII) are derived. The primary outcome is any unplanned hospitalization, including outpatient-to-inpatient transfer during treatment, ED-led admission, and post-treatment readmission; ED use is a key secondary outcome. We will estimate the incidence and reasons for these events, identify associated factors, characterize longitudinal symptom and laboratory trajectories, and develop and internally validate a risk prediction model (multivariable logistic regression, with a random forest model for comparison, presented as a nomogram). The model will support early identification of high-risk patients and targeted supportive interventions to reduce preventable acute-care utilization.
Studieoversikt
Status
Status
Forhold
Forhold
Detaljert beskrivelse
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Background and Rationale Head and neck cancer (HNC) arises from the oral cavity, pharynx, larynx, nasal cavity, paranasal sinuses, and salivary glands and is the sixth most common malignancy worldwide. In China, approximately 148,000 new HNC cases and 78,000 deaths were reported in 2021, and the burden continues to increase. Most patients receive radiotherapy-often with concurrent chemotherapy or after surgery-and intensity-modulated techniques (IMRT/VMAT) are the standard of care. Radiotherapy and chemoradiotherapy cause substantial acute toxicity, including radiation-induced oral mucositis, orofacial pain, xerostomia, dysphagia, nausea, dehydration, radiation dermatitis, and myelosuppression; these toxicities commonly peak during treatment and may persist after discharge.
Unplanned hospitalization and emergency department (ED) use are important patient-centered and health-system outcomes. Among patients with cancer, the 30-day unplanned readmission rate is 8.2%-19.0%, higher than after general surgery, and the burden is greater still in HNC. A large Canadian cohort (n=3,898) found that 28%-55% of HNC patients had at least one ED visit or unplanned hospitalization within 90 days of treatment, and patients receiving concurrent chemoradiotherapy may have admission rates approaching 58%. Such events disrupt treatment-radiotherapy interruptions are associated with lower overall survival-and generate considerable cost. Recognized risk factors include older age, comorbidity, frailty, low BMI, weight loss ≥10%, low albumin, concurrent chemotherapy, feeding-tube use, and prolonged hospitalization. However, most evidence is retrospective, focused on postoperative patients, and based on single time-point measurements. The predictive value of longitudinal inflammatory-nutritional markers and patient-reported symptom burden during radiotherapy, when acute toxicity evolves rapidly, has not been adequately characterized in prospective cohorts, and no validated early-warning tool specific to HNC patients undergoing IMRT is available in China.
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Objectives Primary objective: to determine the incidence of unplanned hospitalization occurring during IMRT and within 30 days after radiotherapy completion and to identify associated factors.
Secondary objectives: (1) to estimate the incidence and reasons for ED use; (2) to characterize longitudinal trajectories of patient-reported symptoms and serial inflammatory-nutritional laboratory indices; (3) to examine the associations of these trajectories with unplanned hospitalization and other acute outcomes, including severe (grade ≥3) oral mucositis, radiotherapy interruption, and significant weight loss/feeding-tube use; and (4) to develop and internally validate a multivariable risk prediction model for unplanned hospitalization, comparing conventional logistic regression with a machine-learning (random forest) approach and presenting the model as a nomogram.
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Study Design and Setting This is a single-center, prospective, observational cohort study conducted at the head-and-neck oncology and radiotherapy unit of a tertiary teaching hospital in China. Eligible consecutive patients are enrolled before the start of IMRT. No study-assigned intervention is given; all patients receive standard radiotherapy and supportive care according to institutional practice. A single cohort is used; participants are not randomized and clinical treatment is not altered by the study.
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Participants Adults (≥18 years) with histologically confirmed HNC who are scheduled to receive IMRT/VMAT (definitive or postoperative, with or without concurrent chemotherapy or targeted therapy) and who provide written informed consent will be included. Patients not receiving IMRT, those treated primarily for another major disease without anti-tumor therapy, those unable to complete follow-up, and those who die in hospital or forgo treatment will be excluded. Full criteria are provided in the Eligibility module.
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Procedures and Data Collection
Data are collected at standardized time points using a structured case report form and extracted from the electronic medical record:
- Baseline (before radiotherapy): demographic and socioeconomic characteristics (age, sex, marital status, education, income, employment); behavioral exposures with dose information (cigarette smoking, alcohol, betel-nut use); performance status (ECOG); nutritional risk (NRS-2002), height, weight and BMI; anxiety/depression screening; comorbidity quantified by the (age-adjusted) Charlson Comorbidity Index and a frailty assessment; tumor site, histology, TNM stage (and HPV/p16 status where available); surgery within the preceding 3 months; and planned radiotherapy parameters (technique, target doses, number of fractions) and systemic therapy.
- During radiotherapy (at a scheduled mid-treatment assessment): repeat blood tests, weight, clinician-rated toxicity (CTCAE), and patient-reported symptoms.
- Before discharge / at treatment completion: repeat blood tests, weight, toxicity, symptoms, frailty, feeding-tube status, and treatment interruption.
- Serial laboratory tests include complete blood count parameters (leukocytes, neutrophils, lymphocytes, monocytes, platelets, hemoglobin), serum albumin, electrolytes and related measures. From these, inflammatory-nutritional indices are derived at each time point: Prognostic Nutritional Index (PNI = 10 × albumin [g/dL] + 0.005 × total lymphocyte count [/µL]), Neutrophil-to-Lymphocyte Ratio (NLR), Platelet-to-Lymphocyte Ratio (PLR), Lymphocyte-to-Monocyte Ratio (LMR), and Systemic Immune-Inflammation Index (SII).
- Patient-reported symptoms are assessed with a validated head-and-neck symptom instrument (MDASI-HN), capturing symptom severity and interference on 0-10 scales; oral care behaviors (oral cleaning, mouthwash frequency) are also recorded.
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Outcome Ascertainment and Follow-up Participants are followed from the first fraction of IMRT through 30 days after radiotherapy completion/discharge. Trained research nurses perform weekly follow-up via telephone and medical-record review (including admissions to other hospitals) and document every acute-care event with its date and reason.
- Unplanned hospitalization is defined as any unscheduled inpatient admission during the observation window, encompassing (i) transfer from the outpatient radiotherapy clinic to an inpatient ward during treatment, (ii) admission initiated through the ED, and (iii) readmission after treatment discharge; planned elective admissions are excluded.
- ED use is defined as any unscheduled emergency department visit, whether or not it leads to admission.
- Additional acute outcomes recorded include severe (grade ≥3) radiation-induced oral mucositis and other CTCAE toxicities, radiotherapy interruption and its duration, weight loss ≥10%/feeding-tube placement, and mortality.
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Statistical Analysis Analyses will be performed using SPSS and R. (a) The incidence of unplanned hospitalization and ED use will be reported with 95% confidence intervals, together with the reasons and timing of events. (b) Baseline and longitudinal characteristics will be compared between participants with and without events using independent-samples t tests or Mann-Whitney U tests and chi-square or Fisher exact tests as appropriate. (c) Multivariable logistic regression will identify independent associated factors; longitudinal symptom and laboratory trajectories will be modeled with mixed-effects models and/or group-based trajectory modeling, and their association with outcomes assessed. (d) A risk prediction model will be developed using logistic regression (with LASSO or prespecified variable selection as required) and presented as a nomogram; a random forest classifier will be trained for comparison, with variable-importance ranking. (e) Model performance will be assessed for discrimination (AUC/C-statistic), calibration (Hosmer-Lemeshow test, calibration plot, Brier score), and clinical utility (decision-curve analysis), with internal validation by bootstrap and/or k-fold cross-validation, and temporal split-sample validation where available. Missing data will be addressed by complete-case analysis with sensitivity analyses and multiple imputation where appropriate. Sample size is guided by a criterion of at least 10 outcome events per candidate predictor; the target enrollment is specified in the Study Design module.
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Quality Control Investigators will be trained on standardized definitions and data extraction. Data will be double-entered and cross-checked, with source verification against the medical record, and regular team meetings and periodic ethics review will be conducted.
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Ethics, Consent and Data Governance The study has been approved by the institutional ethics committee (approval number 2025101711). All participants provide written informed consent before enrollment and may withdraw at any time without affecting their treatment or care. The study involves minimal risk and no additional invasive procedures; only data generated during routine care and questionnaire responses are used. Data are de-identified for analysis, and an individual participant data sharing statement is provided separately.
Studietype
Studietype
Registrering (Antatt)
Registrering
Kontakter og plasseringer
Studiekontakt
Studiekontakt
- Navn: Qiaomiao Zeng, Master degree
- Telefonnummer: +86 17775729793
- E-post: 17775729793@163.com
Studiesteder
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Hunan
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Changsha, Hunan, Kina, 410008
- Xiangya Hospital Central South University
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Ta kontakt med:
- Wenzhi zhou, Master
- Telefonnummer: 86-731-84327919
- E-post: xyyyllwyh@126.com
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Deltakelseskriterier
Kvalifikasjonskriterier
Kvalifikasjonskriterier
Alder som er kvalifisert for studier
Tar imot friske frivillige
Kjønn som er kvalifisert for studier
Prøvetakingsmetode
Studiepopulasjon
This prospective cohort will recruit consecutive adult patients with histologically confirmed head and neck cancer who are scheduled to receive intensity-modulated radiotherapy (IMRT or VMAT), with or without concurrent chemotherapy or targeted therapy, from the head-and-neck oncology and radiotherapy unit of a tertiary teaching hospital in Changsha, China. The center treats approximately 4,000 patients with head and neck cancer annually. Eligible patients are identified at radiotherapy planning, enrolled before the first treatment fraction, and followed prospectively through 30 days after radiotherapy completion. Recruitment uses non-probability consecutive sampling; no study-assigned intervention is applied and all patients receive standard clinical care.
Beskrivelse
Inclusion Criteria:
- Histologically confirmed malignant tumor of the head and neck (oral cavity, oropharynx, hypopharynx, larynx, nasopharynx, nasal cavity/paranasal sinus, or salivary gland).
- Age ≥ 18 years.
- Scheduled to receive intensity-modulated radiotherapy (IMRT) or volumetric-modulated arc therapy (VMAT), either definitive or postoperative, with or without concurrent chemotherapy or targeted therapy.
- Able to understand and complete the study questionnaires and provide written informed consent.
Exclusion Criteria:
- Not receiving IMRT/VMAT (e.g., conventional 2D or 3D-CRT only).
- Previous radiotherapy to the head and neck region (re-irradiation).
- Treated primarily for another major disease without anti-tumor therapy for HNC.
- In-hospital death or withdrawal/forgoing of anti-tumor treatment before enrollment.
- Unable to cooperate with follow-up (e.g., loss of contact, severe cognitive or psychiatric disorder).
- Pregnancy or breastfeeding.
- Concurrent active malignancy other than HNC (except non-melanoma skin cancer or in situ cervical cancer).
Studieplan
Hvordan er studiet utformet?
Designdetaljer
- Observasjonsmodeller: COHORT
- Tidsperspektiver: PROSPECTIVE
Antall grupper / kohorter
Kohorter og intervensjoner
Gruppe / KohortGruppe / Kohort |
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HNC Patients Receiving IMRT
Consecutive adults with histologically confirmed head and neck cancer scheduled for intensity-modulated radiotherapy (IMRT/VMAT), with or without concurrent chemotherapy or targeted therapy, enrolled before radiotherapy and followed from the first treatment fraction through 30 days after treatment completion. No study-assigned intervention is provided; all patients receive standard clinical care. |
Hva måler studien?
Primære resultatmål
Primære resultatmål
Resultatmål |
Tiltaksbeskrivelse |
Tidsramme |
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Incidence of Unplanned Hospitalization
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Proportion of participants with at least one unplanned inpatient admission, defined as any unscheduled inpatient admission encompassing (i) outpatient-to-inpatient transfer during radiotherapy, (ii) emergency department-led admission, and (iii) readmission after treatment discharge; planned elective admissions are excluded. |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Sekundære resultatmål
Sekundære resultatmål
Resultatmål |
Tiltaksbeskrivelse |
Tidsramme |
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Incidence of Emergency Department (ED) Visits
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Proportion of participants with at least one unscheduled ED visit (with or without admission), and total number of ED visits per participant. |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Reasons for Unplanned Hospitalization and ED Visits
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Distribution of primary reasons categorized by clinical review (e.g., mucositis/oral pain, dehydration or inadequate oral intake, infection/fever, dysphagia, bleeding, nausea/vomiting). |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Incidence of Severe (Grade ≥3) Radiation-Induced Oral Mucositis
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Proportion of participants developing grade ≥3 oral mucositis measured by the tool of CTCAE v5.0 |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Incidence of Severe (Grade ≥3) radiation dermatitis
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Proportion of participants with grade ≥3 radiation dermatitis measured by CTCAE v5.0 |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Longitudinal Changes in average score of Patient-Reported Symptom Burden (MDASI-HN)
Tidsramme: Baseline (the first radiotherapy fraction) , 15th radiotherapy fraction, and the final day of radiotherapy
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measured by MDASI-HN symptom-severity and interference scores (0-10 scales) |
Baseline (the first radiotherapy fraction) , 15th radiotherapy fraction, and the final day of radiotherapy
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Incidence of Radiotherapy Interruption
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Proportion of participants with any unplanned radiotherapy interruption (≥1 fraction missed) |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Incidence of Significant Weight Loss
Tidsramme: From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Proportion of participants with weight loss ≥10% in the completion of radiotherapy compared with baseline |
From Day 1 of radiotherapy fraction through 30 days after radiotherapy completion (approximately 3 months)
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Samarbeidspartnere og etterforskere
Sponsor
Sponsor
Publikasjoner og nyttige lenker
Generelle publikasjoner
- Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J Clin. 2021 May;71(3):209-249. doi: 10.3322/caac.21660. Epub 2021 Feb 4.
- Xia C, Dong X, Li H, Cao M, Sun D, He S, Yang F, Yan X, Zhang S, Li N, Chen W. Cancer statistics in China and United States, 2022: profiles, trends, and determinants. Chin Med J (Engl). 2022 Feb 9;135(5):584-590. doi: 10.1097/CM9.0000000000002108.
- Noel CW, Sutradhar R, Gotlib Conn L, Forner D, Chan WC, Fu R, Hallet J, Coburn NG, Eskander A. Development and Validation of a Machine Learning Algorithm Predicting Emergency Department Use and Unplanned Hospitalization in Patients With Head and Neck Cancer. JAMA Otolaryngol Head Neck Surg. 2022 Aug 1;148(8):764-772. doi: 10.1001/jamaoto.2022.1629.
- Liu M, Gao F, An R, Wu Z, Chen W. Correlation Analysis Between Prognostic Nutritional Index Trajectory Categories and Radiotherapy-induced Severe Oral Mucositis in Head and Neck Cancer Patients Undergoing Radiotherapy. Oral Health Prev Dent. 2024 Dec 12;22:671-680. doi: 10.3290/j.ohpd.b5877400.
- Fahy E, Brooker RC, Fleming JC, Patterson JM. A review of unplanned admissions in head and neck cancer patients undergoing oncological treatment. Support Care Cancer. 2023 May 8;31(6):328. doi: 10.1007/s00520-023-07770-y.
Studierekorddatoer
Studer hoveddatoer
Studiestart (Antatt)
Studiestart
Primær fullføring (Antatt)
Primær fullføring
Studiet fullført (Antatt)
Studiet fullført
Datoer for studieregistrering
Først innsendt
Først innsendt
Først innsendt som oppfylte QC-kriteriene
Først innsendt som oppfylte QC-kriteriene
Først lagt ut (Faktiske)
Først lagt ut
Oppdateringer av studieposter
Sist oppdatering lagt ut (Faktiske)
Sist oppdatering lagt ut
Siste oppdatering sendt inn som oppfylte QC-kriteriene
Siste oppdatering sendt inn som oppfylte QC-kriteriene
Sist bekreftet
Sist bekreftet
Mer informasjon
Begreper knyttet til denne studien
Nøkkelord
Ytterligere relevante MeSH-vilkår
Andre studie-ID-numre
Andre studie-ID-numre
- 2025101711
- S2024JJQNJJ1669 (Annet stipend/finansieringsnummer: Hunan Provincial Natural Science Foundation)
Plan for individuelle deltakerdata (IPD)
Planlegger du å dele individuelle deltakerdata (IPD)?
IPD-planbeskrivelse
De-identified individual participant data underlying the results reported in publications from this study will be made available on reasonable request. Requests will be reviewed by the study team and the institutional ethics committee; data will be provided only after approval and execution of a data use agreement, and solely for non-commercial, methodologically sound research purposes. Data that could identify participants will not be shared.
IPD-delingstidsramme
Beginning 6 months after publication of the main study findings and for up to 5 years thereafter.
Tilgangskriterier for IPD-deling
Requests should be directed to the corresponding investigator and include a brief analysis proposal; access requires institutional ethics committee approval and a signed data use agreement.
IPD-deling Støtteinformasjonstype
- STUDY_PROTOCOL
- SEVJE
- ICF
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