At-Home Cancer Directed Therapy Versus in Clinic for the Treatment of Patients With Advanced Cancer

Inclusion Criteria: * Female or male patients with histologically confirmed malignancy. Patients with hepatocellular carcinoma (HCC) are eligible based on imaging diagnosis along; histologic confirmation is not required. * Participant must be receiving a standard-of-care treatment regimen listed in this protocol that is being used in accordance with standard medical practice. Specifically, it must be either a) FDA-approved for the participant's disease indication, or b) recommended in nationally recognized professional guidelines (e.g. NCCN, ASCO, ASH, etc.) as standard of care for the disease indication. Off-label use is permitted only if supported by such guidelines. * Note, patients diagnosed with any of the following disease types may receive any of the eligible regimens listed. Additionally, patients receiving immunotherapy, such as nivolumab or pembrolizumab, may receive these infusions in home supplemental to any of the regimens identified. Patients may receive any combination of any above listed medications or regimens: * Eligible disease cancer types: * Anal cancer * Appendiceal carcinoma * Basal cell carcinoma * Bladder cancer * Biliary cancer * Breast cancer * Central Nervous System malignancy including glioblastoma * Cervical cancer * Cholangiocarcinoma * Colorectal carcinoma * Endometrial cancer * Fallopian tube cancer * Gastroesophageal cancer \[including gastric, esophageal, and gastroesophageal junction (GEJ) cancers\] * Germ cell carcinoma * Head and Neck cancer * Hepatocellular Carcinoma * Liver * Lung * Lymphoma * Melanoma * Merkel Cell * Multiple Myeloma * Myelodysplastic syndrome * Myeloid Disorders * Neuroendocrine carcinoma * Ovarian cancer * Pancreatic adenocarcinoma * Penile carcinoma * Peritoneal carcinoma * Prostate cancer * Renal cell cancer * Sarcoma * Squamous cell Carcinoma of the Skin * Testicular cancer * Urethral carcinoma * Vaginal carcinoma * Vulvar carcinoma * Eligible Regimens * Fluorouracil (5-FU) +/- leucovorin +/- bevacizumab +/- trastuzumab * 5FU +/- leucovorin +/- bevacizumab +/- nivolumab * Atezolizumab +/- bevacizumab * Atezolizumab +/- bevacizumab + cobimetinib, atezolizumab +/- bevacizumab + vemurafenib, atezolizumab +/- bevacizumab + cobimetinib + vemurafenib * Avelumab * Avelumab + axitinib * Bevacizumab * Bevacizumab + capecitabine * Bevacizumab + irinotecan (+/- capecitabine) * Bevacizumab + olaparib, bevacizumab + lenvatinib, bevacizumab + niraparib, bevacizumab + rucaparib * Bevacizumab + Temozolomide, Bevacizumab + Lomustine, or Bevacizumab + everolimus * Bevacizumab + trifluridine/tipiracil * Bortezomib * Bortezomib + cyclophosphamide, bortezomib + lenalidomide, bortezomib + pomalidomide, bortezomib + selinexor * Bortezomib + venetoclax * Carfilzomib * Carfilzomib + cyclophosphamide, carfilzomib + lenalidomide, carfilzomib + pomalidomide, carfilzomib + selinexor * Carfilzomib + venetoclax * Cemiplimab * Cisplatin * Cisplatin/5-FU * Cisplatin/etoposide * Cisplatin + durvalumab * Cisplatin + gemcitabine * Cisplatin + gemcitabine + durvalumab * Daratumumab (+ oral \[PO\] cyclophosphamide, lenalidomide, pomalidomide, or selinexor) * Daratumumab + bortezomib (+ PO cyclophosphamide, lenalidomide, pomalidomide, or selinexor) * Daratumumab + carfilzomib (+ PO cyclophosphamide, lenalidomide, pomalidomide, or selinexor) * Degarelix * Durvalumab * Durvalumab + tremelimumab * Eribulin * FOLFIRI +/- bevacizumab (5FU +/- leucovorin + irinotecan) * Fam-trastuzumab deruxtecan * Fulvestrant * Fulvestrant + ribociclib, fulvestrant + abemaciclib, fulvestrant + palbociclib, fulvestrant + alpelisib, or fulvestrant + capivasertib * Gemcitabine * Gemcitabine + durvalumab * Gemcitabine + paclitaxel protein-bound * Goserelin acetate * Irinotecan * Irinotecan + capecitabine * Lanreotide * Leuprolide * Nivolumab * Nivolumab + cabozantinib * Nivolumab-relatlimab * Octreotide * Paclitaxel * Pembrolizumab * Pembrolizumab + axitinib, pembrolizumab + lenvatinib, pembrolizumab + capecitabine, pembrolizumab + dabrafenib +/- trametinib, pembrolizumab + trametinib) * Pemetrexed * Pertuzumab * Pemetrexed + pembrolizumab * Rituximab * Trastuzumab + paclitaxel * Trastuzumab with or without pertuzumab maintenance (SQ or IV) (+/- tucatinib +/- capecitabine) * Decitabine * These regimens can be used only if patients are receiving one of the regimens above: * Darbepoetin-alfa * Epoetin * Filgrastim * Note: Female or male patients with histologically confirmed malignancy who are currently receiving treatment with one of the above eligible regimens may receive supportive care medications for treatment or prevention of bone metastases, including agents such as: * Zoledronic acid * Denosumab * Patient has had adequate tolerability of their clinical standard of care cancer treatment in the opinion of their treating physician and no drug-related infusion reactions prior to consent * Patients who according to documentation from their treating provider plan to continue the treatment regimen they are currently prescribed for at least 24 weeks from the start of cycle following randomization. * Residing within the area serviced by supplier and paramedic network * Residence has wireless fidelity (wifi) to enable a reliable connection with the remote Command Center or it is suitable for connection through a wireless network solution * Age \>= 18 years at time of registration * Signed informed consent form by patient * Willing and able to comply with the study protocol in the investigator's judgement * Eastern Cooperative Oncology Group (ECOG) Performance Status (PS) 0, 1 or 2 *