"Chapter 37—Paul's Last Journey to Jerusalem This chapter is based on Acts 20:4-38 ; 21:1-16 . Paul greatly desired to reach Jerusalem before the Passover as he would thus have an opportunity to meet those who should come from all parts of the world to attend the feast. Ever he cherished the hope that in some way he might be instrumental in removing the prejudice of his unbelieving countrymen, so that they might be led to accept the precious light of the gospel. He also desired to meet the church at Jerusalem and bear to them the gifts sent by the Gentile churches to the poor brethren in Judea. And by this visit he hoped to bring about a firmer union between the Jewish and the Gentile converts to the faith. AA 389"
"And there accompanied him into Asia Sopater of Berea; and of the Thessalonians, Aristarchus and Secundus; and Gaius of Derbe, and Timotheus; and of Asia, Tychicus and Trophimus. These going before tarried for us at Troas. And we sailed away from Philippi after the days of unleavened bread, and came unto them to Troas in five days; where we abode seven days. And upon the first day of the week, when the disciples came together to break bread, Paul preached unto them, ready to depart on the morrow; and continued his speech until midnight. And there were many lights in the upper chamber, where they were gathered together. And there sat in a window a certain young man named Eutychus, being fallen into a deep sleep: and as Paul was long preaching, he sunk down with sleep, and fell down from the third loft, and was taken up dead. And Paul went down, and fell on him, and embracing him said, Trouble not yourselves; for his life is in him. When he therefore was come up again, and had broken bread, and eaten, and talked a long while, even till break of day, so he departed. And they brought the young man alive, and were not a little comforted. And we went before to ship, and sailed unto Assos, there intending to take in Paul: for so had he appointed, minding himself to go afoot. And when he met with us at Assos, we took him in, and came to Mitylene. And we sailed thence, and came the next day over against Chios; and the next day we arrived at Samos, and tarried at Trogyllium; and the next day we came to Miletus. For Paul had determined to sail by Ephesus, because he would not spend the time in Asia: for he hasted, if it were possible for him, to be at Jerusalem the day of Pentecost. And from Miletus he sent to Ephesus, and called the elders of the church. And when they were come to him, he said unto them, Ye know, from the first day that I came into Asia, after what manner I have been with you at all seasons, Serving the Lord with all humility of mind, and with many tears, and temptations, which befell me by the lying in wait of the Jews: And how I kept back nothing that was profitable unto you, but have shewed you, and have taught you publickly, and from house to house, Testifying both to the Jews, and also to the Greeks, repentance toward God, and faith toward our Lord Jesus Christ. And now, behold, I go bound in the spirit unto Jerusalem, not knowing the things that shall befall me there: Save that the Holy Ghost witnesseth in every city, saying that bonds and afflictions abide me."
Ellen White directly references Acts 20:4-38 in this passage.
"Having completed his work at Corinth, he determined to sail directly for one of the ports on the coast of Palestine. All the arrangements had been made, and he was about to step on board the ship, when he was told of a plot laid by the Jews to take his life. In the past these opposers of the faith had been foiled in all their efforts to put an end to the apostle's work. AA 389.2"
"And there abode three months. And when the Jews laid wait for him, as he was about to sail into Syria, he purposed to return through Macedonia."
Both passages describe a plot by the Jews against Paul, causing him to change his travel plans. EGW is retelling the biblical narrative.