| Literature DB >> 34885184 |
Kuan-Chou Lin1,2, Lai-Lei Ting3, Chia-Lun Chang4, Long-Sheng Lu3,5,6,7, Hsin-Lun Lee3,8, Fang-Chi Hsu9, Jeng-Fong Chiou3,7,8, Peng-Yuan Wang10, Thierry Burnouf5,6, Dennis Chun-Yu Ho1,2, Kai-Chiang Yang5,11, Chang-Yu Chen12, Chu-Huang Chen13,14, Ching-Zong Wu1,15,16, Yin-Ju Chen5,6,7,17.
Abstract
The advanced-stage head and neck cancer (HNC) patients respond poorly to platinum-based treatments. Thus, a reliable pretreatment method for evaluating platinum treatment response would improve therapeutic efficiency and outcomes. This study describes a novel strategy to predict clinical drug responses in HNC patients by using eSelect, a lab-developed biomimetic cell culture system, which enables us to perform ex vivo expansion and drug sensitivity profiling of circulating tumor cells (CTCs). Forty liquid biopsies were collected from HNC patients, and the CTCs were expanded ex vivo using the eSelect system within four weeks. Immunofluorescence staining confirmed that the CTC-derived organoids were positive for EpCAM and negative for CD45. Two illustrative cases present the potential of this strategy for evaluating treatment response. The statistical analysis confirmed that drug sensitivity in CTC-derived organoids was associated with a clinical response. The multivariant logistic regression model predicted that the treatment accuracy of chemotherapy responses achieved 93.75%, and the area under the curves (AUCs) of prediction models was 0.8841 in the whole dataset and 0.9167 in cisplatin specific dataset. In summary, cisplatin sensitivity profiles of patient-derived CTCs expanded ex vivo correlate with a clinical response to cisplatin treatment, and this can potentially underpin predictive assays to guide HNC treatments.Entities:
Keywords: circulating tumor cells; drug sensitivity; ex vivo expansion; head and neck cancer; response to therapy
Year: 2021 PMID: 34885184 PMCID: PMC8656523 DOI: 10.3390/cancers13236076
Source DB: PubMed Journal: Cancers (Basel) ISSN: 2072-6694 Impact factor: 6.639
Patient demographics.
| Enrolled Patients ( | |
|---|---|
| Mean age, years | 57.05 |
| Male, | 35 (87.50%) |
| Female, | 5 (12.50%) |
| Cancer staging | |
| Stage I–II, | 11 (27.50%) |
| Stage III–IV, | 29 (72.5%) |
| Alcohol use, | 14 (35.00%) |
| Betel nut use, | 24 (60.00%) |
| Smoking, | 26 (65.00%) |
| Treatment | |
| Cisplatin, | 20 (50.00%) |
| Carboplatin, | 7 (17.50%) |
| 5-FU, | 7 (17.50%) |
| Docetaxel, | 1 (2.50%) |
| UFUR, | 4 (10.00%) |
| Other, | 12 (30.00%) |
UFUR, tegafur uracil.
Figure 1Overview of the study procedure.
Profiles of collected liquid biopsies.
| Patient No. | Sex | Age | AJCC Stage | Alcohol | Betel nut | Smoking | CTC Expansion | Viability/Cisplatin | Cisplatin Treatment | Clinical Response |
|---|---|---|---|---|---|---|---|---|---|---|
| 01 | M | 72 | IVA | N | N | N | Y | 36.32 | N | N/A |
| 02 | M | 53 | IVB | N | N | N | Y | 20.37 | Y | N/A |
| 03 | M | 58 | IVA | N | N | N | N | 58.37 | Y | N/A |
| 04 | M | 46 | II | N | Y | Y | Y | 107.19 | N | CR |
| 05 | F | 50 | IVB | N | N | N | Y | 34.72 | N | CR |
| 06 | M | 40 | IVA | N | N | Y | Y | 11.11 | Y | CR |
| 07 | F | 34 | III | N | N | N | N | N | Y | PR |
| 08 | M | 72 | IVA | N | Y | Y | Y | 72.85 | N | CR |
| 09 | M | 35 | I | N | Y | N | Y | 5.27 | Y | CR |
| 10 | M | 58 | IVB | N | Y | Y | Y | 67.72 | Y | N/A |
| 11 | M | 46 | IVB | Y | Y | Y | Y | 10.86 | N | PD |
| 12 | F | 81 | I | N | N | Y | N | N | N | N/A |
| 13 | M | 63 | I | N | Y | Y | Y | 36.58 | N | CR |
| 14 | M | 71 | IIB | N | N | N | N | N | N | PD |
| 15 | M | 53 | IVB | N | N | N | Y | 43.92 | N | PD |
| 16 | M | 83 | IVA | N | Y | Y | Y | 9.51 | N | CR |
| 17 | F | 61 | IVC | N | N | N | Y | 9.45 | N | PD |
| 18 | M | 58 | II | Y | Y | Y | Y | 4.1 | Y | PD |
| 19 | M | 55 | II | N | N | N | Y | 5.73 | N | CR |
| 20 | M | 72 | III | Y | Y | Y | Y | 73.30 | Y | PR |
| 21 | M | 56 | IVC | Y | N | N | Y | 103.27 | N | N/A |
| 22 | M | 55 | IVA | Y | Y | Y | Y | 2.60 | Y | CR |
| 23 | M | 56 | III | N | N | N | Y | 15.87 | Y | PR |
| 24 | M | 46 | IVA | Y | Y | Y | Y | 12.10 | Y | CR |
| 25 | F | 70 | IVA | N | N | N | Y | 8.50 | N | N/A |
| 26 | M | 76 | IVC | Y | Y | Y | Y | 93.22 | N | N/A |
| 27 | M | 52 | IVB | Y | Y | Y | Y | 13.00 | Y | CR |
| 28 | M | 50 | IVB | N | Y | Y | Y | 17.60 | Y | CR |
| 29 | M | 56 | IVB | N | Y | Y | Y | 13.31 | N | CR |
| 30 | M | 63 | II | N | Y | Y | Y | 122.00 | Y | PD |
| 31 | M | 52 | I | N | Y | Y | Y | 12.60 | N | CR |
| 32 | M | 43 | II | Y | Y | Y | Y | 26.80 | N | CR |
| 33 | M | 59 | IVB | Y | N | Y | Y | 16.90 | N | N/A |
| 34 | M | 48 | IVA | Y | Y | Y | Y | 21.40 | Y | N/A |
| 35 | M | 50 | III | Y | Y | Y | Y | 24.50 | N | N/A |
| 36 | M | 80 | I | N | Y | Y | Y | 10.00 | N | N/A |
| 37 | M | 63 | IVA | N | N | N | Y | 34.60 | N | N/A |
| 38 | M | 52 | III | Y | Y | Y | Y | 17.50 | Y | CR |
| 39 | M | 44 | IVB | Y | Y | Y | Y | 15.10 | Y | CR |
| 40 | M | 49 | IVA | N | Y | Y | Y | 5.50 | Y | CR |
N: no, Y: yes, N/A: non-available, CR: complete response, PR: partial response, PD: progressive disease.
Figure 2Expansion of ex vivo of circulating tumor cells (CTCs) derived from patients with HNC. (A) Representative bright-field images of organoids expanded ex vivo from CTCs derived from patients with HNC. Scale bar: 100 μm. (B) Epithelial cell adhesion molecule (EpCAM), or CD45 immunostaining, and Hoechst staining results for organoids to ascertain the presence of CTCs. Scale bar: 100 μm.
Figure 3Magnetic resonance imaging (MRI) and eSelect relative cell viability of two illustrative case studies. (A) MRI results at diagnosis for Case 1 indicating a raised lesion in the right buccal region with skin induration labelled as the red circle. (B) Relative cell viability of CTC-derived organoids treated with 5-FU, carboplatin, or cisplatin by using the eSelect system in Case 1, notably, cisplatin sensitivity was below 20%. (C) MRI results at 1 year after concurrent chemoradiation therapy (CCRT) following surgery and adjuvant CCRT with cisplatin and carboplatin for Case 1, red circle represented that complete response to treatment with no residual tumor or lymph node metastasis. (D) MRI results at diagnosis for Case 2, the red circle indicated an indurative lesion in the left buccal region that extended to the pterygomandibular space, lateral pharyngeal region, and infratemporal space. (E) Relative cell viability of CTC-derived organoids treated with 5-FU, carboplatin, or cisplatin using the eSelect system in Case 2; notably, cells viability was below 20% when exposed to cisplatin. (F) MRI results at 1 year after CCRT with cisplatin for Case 2, indicating complete response to treatment with no residual tumor or lymph node metastasis (red circle).
Univariate and multivariate analyses for prognostic variables of clinical outcomes in HNC patients using logistic regression.
| Variables | Univariable Analysis | Multivariable Analysis | ||||
|---|---|---|---|---|---|---|
| OR | 95% CI | OR | 95% CI | |||
| Age (Years) | 0.979 | 0.914–1.050 | 0.525 | |||
| Stage (I + II vs. III + IV) | 21 | 3.286–204.253 | 0.003 * | 27.398 | 1.537–1642.172 | 0.046 * |
| eSelect cell Viability | 0.954 | 0.920–0.979 | 0.002 ** | 0.951 | 0.899–0.984 | 0.019 * |
* p-value < 0.05, ** p-value < 0.01. Accuracy in multivariable model = 93.75%, chi-square p value = 0.00003. Multivariable mode: Veall-Zimmermann’s Psudo R2 = 0.731, Chi-square p value < 0.0001. CI, Confidence Interval; N/A, Not Available; OR, Odds Ratio.
Figure 4Receiver operating characteristic curves of marker combinations for clinical outcome prediction through eSelect screening as grouped by different data sets. (A) Model_Total: a prediction model for the entire data set. (B) Model_Cisplatin: prediction model inclusive of all cisplatin-treated subjects; (C) Combine Model_Cisplatin and Model_Total.